Add Hibernate 7 batches 2-6, batch 7, and batch 8: mapping styles, JPA annotations, natural IDs, @Immutable, stored procedures, in-memory test databases, JNDI mocking, proxies, associations, temporal mapping, named queries, HQL, Criteria API, EntityManager bootstrapping, Ehcache 3 L2 cache configuration, HikariCP connection pooling, Hibernate Validator CDI integration, aggregate functions, sorting, pagination, interceptors, and Hibernate Search 8 (Hibernate 7.4.5.Final + Spring Boot 4.1.1 + JDK 25)

src/test/java/com/ankurm/brokenprobe/BrokenNamedQueryEmployee.java

@@ -0,0 +1,37 @@
+package com.ankurm.brokenprobe;
+
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.NamedQuery;
+import jakarta.persistence.Table;
+
+/**
+ * DELIBERATELY BROKEN entity used ONLY by
+ * {@code com.ankurm.hibernatedemo.namedquery.NamedQueryStartupValidationTest}, via a fully
+ * standalone Hibernate bootstrap (StandardServiceRegistryBuilder + MetadataSources) that never
+ * touches the shared Spring Boot application context.
+ *
+ * <p>Deliberately placed OUTSIDE the {@code com.ankurm.hibernatedemo} package tree. Spring
+ * Boot's default JPA entity scanning walks every subpackage of the {@code @SpringBootApplication}
+ * class's package ({@code com.ankurm.hibernatedemo}), so a broken {@code @NamedQuery} anywhere
+ * under that tree would fail {@code @SpringBootTest} context bootstrap for EVERY test in this
+ * shared repository, not just this one. Keeping it here means only the standalone bootstrap
+ * below ever sees it.
+ */
+@Entity
+@Table(name = "broken_nq_employee")
+@NamedQuery(name = "BrokenNamedQueryEmployee.badProperty",
+        query = "SELECT e FROM BrokenNamedQueryEmployee e WHERE e.firsNam = :name") // typo: firsNam
+public class BrokenNamedQueryEmployee {
+
+    @Id
+    @GeneratedValue(strategy = GenerationType.IDENTITY)
+    private Long id;
+
+    private String firstName;
+
+    protected BrokenNamedQueryEmployee() {
+    }
+}

src/test/java/com/ankurm/hibernatedemo/AllocationSizeSweepTest.java

@@ -0,0 +1,93 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.model.WidgetAlloc1;
+import com.ankurm.hibernatedemo.model.WidgetAlloc10;
+import com.ankurm.hibernatedemo.model.WidgetAlloc25;
+import com.ankurm.hibernatedemo.model.WidgetAlloc50;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.function.Function;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4861. Docs: docs/03-inserting-objects.md.
+ * Run with {@code ./mvnw -Dtest=AllocationSizeSweepTest test}.
+ *
+ * <p>Holds {@code hibernate.jdbc.batch_size=25} fixed (the application.yml default) and sweeps
+ * {@code allocationSize} across four otherwise-identical entities: {@link WidgetAlloc1},
+ * {@link WidgetAlloc10}, {@link WidgetAlloc25}, {@link WidgetAlloc50}. 30 rows each. Numbers are
+ * asserted, not predicted -- see the class Javadoc on each entity for why they're separate
+ * classes rather than one parameterized mapping.
+ */
+@SpringBootTest
+class AllocationSizeSweepTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static final int ROW_COUNT = 30;
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private int insertRowsAndReturnPreparedStatementCount(Function<String, Object> factory) {
+        SessionFactory sessionFactory = emf.unwrap(SessionFactory.class);
+        Statistics stats = sessionFactory.getStatistics();
+        stats.clear();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= ROW_COUNT; i++) {
+            em.persist(factory.apply("w-" + i));
+        }
+        em.getTransaction().commit();
+        em.close();
+
+        return (int) stats.getPrepareStatementCount();
+    }
+
+    @Test
+    void allocationSize1_everyRowNeedsItsOwnSequenceCall() {
+        int count = insertRowsAndReturnPreparedStatementCount(WidgetAlloc1::new);
+        DEMO.info("allocationSize=1, batch_size=25, {} rows -> prepareStatementCount={}", ROW_COUNT, count);
+        // Measured via `mvn test` (the full suite), reproduced twice: 31, not the 32 a naive
+        // "2 insert batches + 30 sequence calls" arithmetic predicts. allocationSize=1 forces a
+        // sequence call practically every row, which dominates the count either way -- but the
+        // exact figure is asserted from the real run, not derived on paper. See
+        // docs/03-inserting-objects.md for the honest version of this story, including where the
+        // paper arithmetic was wrong.
+        assertThat(count).isEqualTo(31);
+    }
+
+    @Test
+    void allocationSize10_threeSequenceRefills() {
+        int count = insertRowsAndReturnPreparedStatementCount(WidgetAlloc10::new);
+        DEMO.info("allocationSize=10, batch_size=25, {} rows -> prepareStatementCount={}", ROW_COUNT, count);
+        // 2 insert batches (25 + 5) + ceil(30/10)=3 sequence calls.
+        assertThat(count).isEqualTo(2 + 3);
+    }
+
+    @Test
+    void allocationSize25_matchesBatchSize_twoSequenceRefills() {
+        int count = insertRowsAndReturnPreparedStatementCount(WidgetAlloc25::new);
+        DEMO.info("allocationSize=25, batch_size=25, {} rows -> prepareStatementCount={}", ROW_COUNT, count);
+        // 2 insert batches (25 + 5) + ceil(30/25)=2 sequence calls -- this is WidgetSequence's
+        // configuration, confirmed again here for the sweep table.
+        assertThat(count).isEqualTo(2 + 2);
+    }
+
+    @Test
+    void allocationSize50_oneSequenceCallCoversAllThirtyRows() {
+        int count = insertRowsAndReturnPreparedStatementCount(WidgetAlloc50::new);
+        DEMO.info("allocationSize=50, batch_size=25, {} rows -> prepareStatementCount={}", ROW_COUNT, count);
+        // 2 insert batches (25 + 5) + a single sequence call (50 >= 30, the whole run fits in
+        // one allocated block) = 3. Measured and reproduced via `mvn test`.
+        assertThat(count).isEqualTo(3);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/BatchSizeSweepTest.java

@@ -0,0 +1,120 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.model.WidgetBatchSweep1;
+import com.ankurm.hibernatedemo.model.WidgetBatchSweep10;
+import com.ankurm.hibernatedemo.model.WidgetBatchSweep25;
+import com.ankurm.hibernatedemo.model.WidgetBatchSweep50;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Nested;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4861. Docs: docs/03-inserting-objects.md.
+ * Run with {@code ./mvnw -Dtest=BatchSizeSweepTest test}.
+ *
+ * <p>The companion sweep to {@code AllocationSizeSweepTest}: holds {@code allocationSize=50}
+ * fixed and sweeps {@code hibernate.jdbc.batch_size} across 1, 10, 25, 50 -- each as its own
+ * {@code @Nested @SpringBootTest} so each gets a genuinely separate Hibernate configuration
+ * rather than one mutated at runtime.
+ *
+ * <p><strong>Each sweep point uses its own dedicated entity and sequence</strong>
+ * ({@code WidgetBatchSweep1/10/25/50}), even though all four mappings are identical. The first
+ * version of this test shared a single sequence across all four nested classes and got
+ * unstable, run-order-dependent {@code prepareStatementCount} numbers as a result -- a real
+ * finding in its own right, not a hypothetical one. See docs/03-inserting-objects.md for the
+ * writeup; the fix is isolation, not a smarter assertion.
+ */
+class BatchSizeSweepTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static final int ROW_COUNT = 30;
+
+    private static int insertRowsAndReturnPreparedStatementCount(
+            EntityManagerFactory emf, java.util.function.Function<String, Object> factory) {
+        SessionFactory sessionFactory = emf.unwrap(SessionFactory.class);
+        Statistics stats = sessionFactory.getStatistics();
+        stats.clear();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= ROW_COUNT; i++) {
+            em.persist(factory.apply("w-" + i));
+        }
+        em.getTransaction().commit();
+        em.close();
+
+        return (int) stats.getPrepareStatementCount();
+    }
+
+    @Nested
+    @SpringBootTest(properties = "spring.jpa.properties.hibernate.jdbc.batch_size=1")
+    class BatchSize1 {
+        @Autowired
+        private EntityManagerFactory emf;
+
+        @Test
+        void batchSizeOne_batchingEffectivelyDisabled() {
+            int count = insertRowsAndReturnPreparedStatementCount(emf, WidgetBatchSweep1::new);
+            DEMO.info("allocationSize=50, batch_size=1, {} rows -> prepareStatementCount={}", ROW_COUNT, count);
+            // batch_size=1 means no real batching: close to one prepared statement per row.
+            assertThat(count).isEqualTo(32);
+        }
+    }
+
+    @Nested
+    @SpringBootTest(properties = "spring.jpa.properties.hibernate.jdbc.batch_size=10")
+    class BatchSize10 {
+        @Autowired
+        private EntityManagerFactory emf;
+
+        @Test
+        void batchSizeTen() {
+            int count = insertRowsAndReturnPreparedStatementCount(emf, WidgetBatchSweep10::new);
+            DEMO.info("allocationSize=50, batch_size=10, {} rows -> prepareStatementCount={}", ROW_COUNT, count);
+            // Once batching is enabled at all (batch_size > 1), the insert side of
+            // prepareStatementCount collapses to a small constant regardless of the exact
+            // batch_size -- see batchSizeTwentyFive and batchSizeFifty below, which measure the
+            // same value. batch_size clearly still governs how many rows go into each JDBC
+            // executeBatch() call (that's real and documented), it just isn't visible in this
+            // particular statistic once batching is on.
+            assertThat(count).isEqualTo(2);
+        }
+    }
+
+    @Nested
+    @SpringBootTest(properties = "spring.jpa.properties.hibernate.jdbc.batch_size=25")
+    class BatchSize25 {
+        @Autowired
+        private EntityManagerFactory emf;
+
+        @Test
+        void batchSizeTwentyFive() {
+            int count = insertRowsAndReturnPreparedStatementCount(emf, WidgetBatchSweep25::new);
+            DEMO.info("allocationSize=50, batch_size=25, {} rows -> prepareStatementCount={}", ROW_COUNT, count);
+            assertThat(count).isEqualTo(2);
+        }
+    }
+
+    @Nested
+    @SpringBootTest(properties = "spring.jpa.properties.hibernate.jdbc.batch_size=50")
+    class BatchSize50 {
+        @Autowired
+        private EntityManagerFactory emf;
+
+        @Test
+        void batchSizeFifty() {
+            int count = insertRowsAndReturnPreparedStatementCount(emf, WidgetBatchSweep50::new);
+            DEMO.info("allocationSize=50, batch_size=50, {} rows -> prepareStatementCount={}", ROW_COUNT, count);
+            assertThat(count).isEqualTo(2);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/GetVsGetReferenceTest.java

@@ -0,0 +1,246 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import com.ankurm.hibernatedemo.model.Book;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.EntityNotFoundException;
+import java.util.HashSet;
+import java.util.Set;
+import org.hibernate.LazyInitializationException;
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4859. Docs: docs/01-get-vs-load.md.
+ *
+ * <p>Run with {@code ./mvnw -Dtest=GetVsGetReferenceTest test}. Every assertion here was first
+ * observed by running the same code and reading the log, then pinned down as an assertion --
+ * none of the outcomes below were assumed going in.
+ */
+@SpringBootTest
+class GetVsGetReferenceTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Long seedBook(String title) {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Book book = new Book(title, "Test Author");
+        em.persist(book);
+        em.getTransaction().commit();
+        Long id = book.getId();
+        em.close();
+        return id;
+    }
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    // ---- Part 1: four calls, four outcomes ----
+
+    @Test
+    void getOnExistingId_firesSelect_returnsRealEntity() {
+        Long id = seedBook("Effective Java");
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+        stats().clear();
+        Book book = session.get(Book.class, id);
+        assertThat(stats().getPrepareStatementCount()).as("get() on an existing id must fire a SELECT").isEqualTo(1);
+        assertThat(book).isNotNull();
+        assertThat(book.getClass()).isEqualTo(Book.class);
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void getOnMissingId_firesSelect_returnsNull() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+        stats().clear();
+        Book book = session.get(Book.class, 999_111_222L);
+        assertThat(stats().getPrepareStatementCount()).as("get() on a missing id still fires a SELECT").isEqualTo(1);
+        assertThat(book).isNull();
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void getReferenceOnExistingId_noSelectUntilPropertyAccessed() {
+        Long id = seedBook("Domain-Driven Design");
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+        stats().clear();
+        Book proxy = session.getReference(Book.class, id);
+        assertThat(stats().getPrepareStatementCount())
+                .as("getReference() must not fire a SELECT at the call site")
+                .isEqualTo(0);
+
+        String title = proxy.getTitle();
+
+        assertThat(stats().getPrepareStatementCount())
+                .as("the SELECT is deferred until a non-id accessor is called")
+                .isEqualTo(1);
+        assertThat(title).isEqualTo("Domain-Driven Design");
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void getReferenceOnMissingId_noExceptionUntilAccessed() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+        Book proxy = session.getReference(Book.class, 999_333_444L);
+        // No exception yet -- constructing the proxy never touched the database.
+        assertThat(proxy).isNotNull();
+
+        EntityNotFoundException ex = assertThrows(EntityNotFoundException.class, proxy::getTitle);
+        DEMO.info("getReference() on a missing id, once accessed, threw: {}: {}", ex.getClass().getName(), ex.getMessage());
+        em.getTransaction().rollback();
+        em.close();
+    }
+
+    // ---- Part 2: same-session matrix ----
+    // For each combination, both calls target the SAME id in the SAME session.
+
+    @Test
+    void sessionMatrix_getThenGet_secondCallHitsL1Cache_sameInstance() {
+        Long id = seedBook("Matrix: get/get");
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+
+        Book first = session.get(Book.class, id);
+        stats().clear();
+        Book second = session.get(Book.class, id);
+
+        assertThat(stats().getPrepareStatementCount())
+                .as("second get() in the same session must NOT re-fire a SELECT (L1 cache hit)")
+                .isEqualTo(0);
+        assertThat(second).isSameAs(first);
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void sessionMatrix_getReferenceThenGetReference_secondCallHitsL1Cache_sameInstance() {
+        Long id = seedBook("Matrix: getReference/getReference");
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+
+        Book first = session.getReference(Book.class, id);
+        stats().clear();
+        Book second = session.getReference(Book.class, id);
+
+        assertThat(stats().getPrepareStatementCount())
+                .as("second getReference() in the same session must not fire anything either -- still just a reference")
+                .isEqualTo(0);
+        assertThat(second).isSameAs(first);
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void sessionMatrix_getThenGetReference_returnsTheSameAlreadyInitializedInstance() {
+        Long id = seedBook("Matrix: get/getReference");
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+
+        Book real = session.get(Book.class, id);
+        stats().clear();
+        Book second = session.getReference(Book.class, id);
+
+        assertThat(stats().getPrepareStatementCount())
+                .as("getReference() after get() must not fire a SELECT -- the real entity is already in the L1 cache")
+                .isEqualTo(0);
+        assertThat(second)
+                .as("getReference() returns the SAME already-managed real instance, not a new proxy, once one exists in this session")
+                .isSameAs(real);
+        assertThat(second.getClass()).isEqualTo(Book.class);
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void sessionMatrix_getReferenceThenGet_getReturnsTheExistingProxyAndDoesNotForceInitialization() {
+        Long id = seedBook("Matrix: getReference/get");
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+
+        Book proxy = session.getReference(Book.class, id);
+        stats().clear();
+        Book second = session.get(Book.class, id);
+
+        assertThat(second)
+                .as("get() after getReference() returns the SAME proxy already sitting in the L1 cache")
+                .isSameAs(proxy);
+        DEMO.info("get() after getReference(): prepareStatementCount for this call = {}, returned class = {}",
+                stats().getPrepareStatementCount(), second.getClass().getName());
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    // ---- Part 3: proxy identity experiment ----
+
+    @Test
+    void proxyIdentity_instanceofSurvives_equalsDoesNot() {
+        Long id = seedBook("Proxy Identity");
+        EntityManager em1 = emf.createEntityManager();
+        em1.getTransaction().begin();
+        Book real = em1.unwrap(Session.class).get(Book.class, id);
+
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        Book proxy = em2.unwrap(Session.class).getReference(Book.class, id);
+
+        assertThat(proxy).isInstanceOf(Book.class);
+        assertThat(org.hibernate.Hibernate.getClass(proxy)).isEqualTo(Book.class);
+        assertThat(proxy.getClass()).isNotEqualTo(Book.class);
+
+        // Book does not override equals()/hashCode() -- this is the point of the test.
+        assertThat(real.equals(proxy)).isFalse();
+        assertThat(proxy.equals(real)).isFalse();
+
+        Set<Book> set = new HashSet<>();
+        set.add(real);
+        assertThat(set.contains(proxy))
+                .as("a HashSet built on default equals()/hashCode() cannot recognise the proxy and the real instance as the same row")
+                .isFalse();
+
+        em1.getTransaction().commit();
+        em1.close();
+        em2.getTransaction().commit();
+        em2.close();
+    }
+
+    @Test
+    void proxyOutlivesItsSession_throwsLazyInitializationExceptionOnAccess() {
+        Long id = seedBook("Outlives Session");
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Book proxy = em.unwrap(Session.class).getReference(Book.class, id);
+        em.getTransaction().commit();
+        em.close();
+
+        assertThrows(LazyInitializationException.class, proxy::getTitle);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/IdentityBatchTest.java

@@ -0,0 +1,47 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.model.WidgetIdentity;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4861. Docs: docs/03-inserting-objects.md.
+ * Run with {@code ./mvnw -Dtest=IdentityBatchTest test}.
+ */
+@SpringBootTest
+class IdentityBatchTest {
+
+    private static final int ROW_COUNT = 30;
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void identityGeneratorDisablesBatching_despiteBatchSizeBeingSet() {
+        SessionFactory sessionFactory = emf.unwrap(SessionFactory.class);
+        Statistics stats = sessionFactory.getStatistics();
+        stats.clear();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= ROW_COUNT; i++) {
+            em.persist(new WidgetIdentity("identity-" + i));
+        }
+        em.getTransaction().commit();
+        em.close();
+
+        assertThat(stats.getEntityInsertCount()).isEqualTo(ROW_COUNT);
+        assertThat(stats.getPrepareStatementCount())
+                .as("with GenerationType.IDENTITY, hibernate.jdbc.batch_size has nothing to batch -- "
+                        + "every insert is its own round trip because the generated key is only "
+                        + "known after the row is written")
+                .isEqualTo(ROW_COUNT);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/ImmutableBulkUpdateAllowedTest.java

@@ -0,0 +1,60 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.immutable.ExchangeRate;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.math.BigDecimal;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs docs/07-immutable-entities.md. A SEPARATE Spring context (own EntityManagerFactory) with
+ * {@code hibernate.query.immutable_entity_update_query_handling_mode=allow} set, to prove the
+ * escape hatch from {@link ImmutableEntityTest#bulkHqlUpdate_onImmutableEntity_isRejectedAtTranslationTime_byDefault}
+ * really lets the bulk HQL UPDATE run -- and that when it does, the UPDATE is issued for real.
+ * This is a SessionFactory-wide setting, not a per-query hint, hence the separate context.
+ */
+@SpringBootTest(properties = {
+        "spring.jpa.properties.hibernate.query.immutable_entity_update_query_handling_mode=allow"
+})
+class ImmutableBulkUpdateAllowedTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void withHandlingModeSetToAllow_bulkHqlUpdate_actuallyRunsAgainstImmutableEntity() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        ExchangeRate rate = new ExchangeRate("ZAR/USD", new BigDecimal("18.0000"));
+        seed.persist(rate);
+        seed.getTransaction().commit();
+        Long id = rate.getId();
+        seed.close();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        int updated = em.createQuery("update ExchangeRate set rate = :r where id = :id")
+                .setParameter("r", new BigDecimal("1.0000"))
+                .setParameter("id", id)
+                .executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+        DEMO.info("with handling-mode=allow, bulk HQL UPDATE rowsAffected={}", updated);
+
+        EntityManager verify = emf.createEntityManager();
+        ExchangeRate reloaded = verify.find(ExchangeRate.class, id);
+        DEMO.info("row after allowed bulk HQL update: {}", reloaded);
+        verify.close();
+
+        assertThat(updated).isEqualTo(1);
+        assertThat(reloaded.getRate()).isEqualByComparingTo("1.0000");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/ImmutableEntityTest.java

@@ -0,0 +1,330 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.immutable.AuditTrail;
+import com.ankurm.hibernatedemo.immutable.ExchangeRate;
+import com.ankurm.hibernatedemo.immutable.ExchangeRateVersioned;
+import com.ankurm.hibernatedemo.immutable.PlainRate;
+import com.ankurm.hibernatedemo.immutable.RateWithAuditTrail;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.PersistenceException;
+import java.math.BigDecimal;
+import org.hibernate.HibernateException;
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs docs/07-immutable-entities.md ({@code @Immutable}, post 4866).
+ * Run with {@code ./mvnw -Dtest=ImmutableEntityTest test}.
+ *
+ * <p>Verified on Hibernate ORM 7.4.5.Final / jakarta.persistence-api 3.2.0 / H2 2.4.240.
+ */
+@SpringBootTest
+class ImmutableEntityTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    /**
+     * THE headline claim: mutate a field on an @Immutable entity, flush inside a transaction --
+     * no UPDATE is issued, AND no exception is thrown. The silence is the story.
+     */
+    @Test
+    void mutatingAndFlushing_immutableEntity_issuesNoUpdate_andThrowsNothing() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        ExchangeRate rate = new ExchangeRate("USD/EUR", new BigDecimal("0.9200"));
+        seed.persist(rate);
+        seed.getTransaction().commit();
+        Long id = rate.getId();
+        seed.close();
+
+        stats().clear();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ExchangeRate managed = em.find(ExchangeRate.class, id);
+        managed.setRate(new BigDecimal("999.9999"));
+        DEMO.info("in-memory field mutated to {}, about to flush inside a transaction", managed.getRate());
+        em.getTransaction().commit(); // flush + commit; must not throw
+        em.close();
+
+        long updateCount = stats().getEntityUpdateCount();
+        DEMO.info("Statistics.getEntityUpdateCount() after mutate+flush = {}", updateCount);
+        assertThat(updateCount).isZero();
+
+        EntityManager verify = emf.createEntityManager();
+        ExchangeRate reloaded = verify.find(ExchangeRate.class, id);
+        DEMO.info("reloaded from DB: {}", reloaded);
+        assertThat(reloaded.getRate()).isEqualByComparingTo("0.9200");
+        verify.close();
+    }
+
+    /** @Immutable does not protect against EntityManager.remove() -- the DELETE goes through. */
+    @Test
+    void immutableEntity_canStillBeDeleted_viaEntityManagerRemove() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        ExchangeRate rate = new ExchangeRate("GBP/USD", new BigDecimal("1.2500"));
+        seed.persist(rate);
+        seed.getTransaction().commit();
+        Long id = rate.getId();
+        seed.close();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ExchangeRate managed = em.find(ExchangeRate.class, id);
+        em.remove(managed);
+        em.getTransaction().commit();
+        em.close();
+
+        EntityManager verify = emf.createEntityManager();
+        ExchangeRate gone = verify.find(ExchangeRate.class, id);
+        DEMO.info("after EntityManager.remove() on an @Immutable entity, find() returns: {}", gone);
+        assertThat(gone).isNull();
+        verify.close();
+    }
+
+    /**
+     * Does a bulk HQL "update ... set" statement respect @Immutable? By DEFAULT in 7.4.5,
+     * Hibernate refuses to even translate it -- it fails at query-compile time, before hitting
+     * the database, with an InterpretationException naming the offending entity and the exact
+     * setting that would allow it through.
+     */
+    @Test
+    void bulkHqlUpdate_onImmutableEntity_isRejectedAtTranslationTime_byDefault() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        ExchangeRate rate = new ExchangeRate("AUD/USD", new BigDecimal("0.6500"));
+        seed.persist(rate);
+        seed.getTransaction().commit();
+        Long id = rate.getId();
+        seed.close();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Exception caught = null;
+        try {
+            em.createQuery("update ExchangeRate set rate = :r where id = :id")
+                    .setParameter("r", new BigDecimal("42.0000"))
+                    .setParameter("id", id)
+                    .executeUpdate();
+        } catch (Exception e) {
+            caught = e;
+        }
+        em.getTransaction().rollback();
+        em.close();
+
+        DEMO.info("bulk HQL 'update ExchangeRate set ...' on an @Immutable entity threw: {}: {}",
+                caught == null ? "NOTHING" : caught.getClass().getName(),
+                caught == null ? "" : caught.getMessage());
+
+        assertThat(caught).isInstanceOf(org.hibernate.query.sqm.InterpretationException.class);
+        assertThat(caught.getMessage()).contains("attempts to update an immutable entity");
+        assertThat(caught.getMessage()).contains("immutable_entity_update_query_handling_mode");
+    }
+
+
+
+    /** Does a bulk HQL "delete" statement respect @Immutable? */
+    @Test
+    void bulkHqlDelete_onImmutableEntity_behaviour() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        ExchangeRate rate = new ExchangeRate("NZD/USD", new BigDecimal("0.6100"));
+        seed.persist(rate);
+        seed.getTransaction().commit();
+        Long id = rate.getId();
+        seed.close();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        int deleted = em.createQuery("delete from ExchangeRate where id = :id")
+                .setParameter("id", id)
+                .executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+        DEMO.info("bulk HQL 'delete from ExchangeRate' executeUpdate() returned rowsAffected={}", deleted);
+        assertThat(deleted).isEqualTo(1);
+
+        EntityManager verify = emf.createEntityManager();
+        assertThat(verify.find(ExchangeRate.class, id)).isNull();
+        verify.close();
+    }
+
+    /** Native SQL is below Hibernate's tracking entirely -- @Immutable cannot see it. */
+    @Test
+    void nativeSqlUpdate_onImmutableEntity_alwaysWorks() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        ExchangeRate rate = new ExchangeRate("CHF/USD", new BigDecimal("1.1000"));
+        seed.persist(rate);
+        seed.getTransaction().commit();
+        Long id = rate.getId();
+        seed.close();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        int rows = em.createNativeQuery("update exchange_rate set rate = 7.7 where id = " + id)
+                .executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+        DEMO.info("native SQL UPDATE rows={}", rows);
+        assertThat(rows).isEqualTo(1);
+
+        EntityManager verify = emf.createEntityManager();
+        ExchangeRate reloaded = verify.find(ExchangeRate.class, id);
+        DEMO.info("row after native SQL update: {}", reloaded);
+        assertThat(reloaded.getRate()).isEqualByComparingTo("7.7");
+        verify.close();
+    }
+
+    /**
+     * @Immutable on a @OneToMany collection: adding to it and flushing has historically thrown a
+     * specific exception. Capture the exact class and message in Hibernate 7.4.5.
+     */
+    @Test
+    void addingToImmutableCollection_andFlushing_throwsSpecificException() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        RateWithAuditTrail parent = new RateWithAuditTrail("EUR/JPY");
+        seed.persist(parent);
+        seed.getTransaction().commit();
+        Long id = parent.getId();
+        seed.close();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        RateWithAuditTrail managed = em.find(RateWithAuditTrail.class, id);
+        managed.getAuditTrails().add(new AuditTrail("added after load"));
+
+        Exception caught = null;
+        try {
+            em.getTransaction().commit();
+        } catch (Exception e) {
+            caught = e;
+        }
+
+        Throwable root = caught;
+        while (root != null && root.getCause() != null && root.getCause() != root) {
+            root = root.getCause();
+        }
+        DEMO.info("adding to an @Immutable collection and flushing threw: {}",
+                caught == null ? "NOTHING" : caught.getClass().getName() + ": " + caught.getMessage());
+        DEMO.info("root cause class: {} message: {}",
+                root == null ? "NONE" : root.getClass().getName(),
+                root == null ? "" : root.getMessage());
+        if (em.getTransaction().isActive()) {
+            em.getTransaction().rollback();
+        }
+        em.close();
+
+        assertThat(caught).isNotNull();
+    }
+
+    /** Does Hibernate accept @Immutable + @Version, and does the version column ever increment? */
+    @Test
+    void immutablePlusVersion_isAccepted_butVersionNeverIncrements() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        ExchangeRateVersioned rate = new ExchangeRateVersioned("SEK/USD", new BigDecimal("0.0950"));
+        seed.persist(rate);
+        seed.getTransaction().commit();
+        Long id = rate.getId();
+        Long initialVersion = rate.getVersion();
+        seed.close();
+        DEMO.info("persisted @Immutable+@Version entity, version after insert = {}", initialVersion);
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ExchangeRateVersioned managed = em.find(ExchangeRateVersioned.class, id);
+        managed.setRate(new BigDecimal("0.1234"));
+        em.getTransaction().commit(); // must not throw
+        em.close();
+
+        EntityManager verify = emf.createEntityManager();
+        ExchangeRateVersioned reloaded = verify.find(ExchangeRateVersioned.class, id);
+        DEMO.info("after mutate+flush, version = {}, rate = {}", reloaded.getVersion(), reloaded.getRate());
+        verify.close();
+
+        assertThat(reloaded.getVersion()).isEqualTo(initialVersion);
+        assertThat(reloaded.getRate()).isEqualByComparingTo("0.0950");
+    }
+
+    /**
+     * Session.setReadOnly(entity, true) on a PLAIN (non-@Immutable) entity: same silent-no-UPDATE
+     * outcome as @Immutable, but it is a per-entity-instance runtime toggle rather than a
+     * class-wide, DDL-agnostic mapping annotation.
+     */
+    @Test
+    void sessionSetReadOnlyOnPlainEntity_alsoSuppressesUpdate_perInstance() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        PlainRate p = new PlainRate("PLN/USD", new BigDecimal("4.0"));
+        seed.persist(p);
+        seed.getTransaction().commit();
+        Long id = p.getId();
+        seed.close();
+
+        stats().clear();
+
+        EntityManager em = emf.createEntityManager();
+        Session session = em.unwrap(Session.class);
+        em.getTransaction().begin();
+        PlainRate managed = session.find(PlainRate.class, id);
+        session.setReadOnly(managed, true);
+        managed.setRate(new BigDecimal("999"));
+        em.getTransaction().commit();
+        em.close();
+
+        long updateCount = stats().getEntityUpdateCount();
+        DEMO.info("Session.setReadOnly(entity,true) then mutate+flush -> entityUpdateCount = {}", updateCount);
+        assertThat(updateCount).isZero();
+
+        EntityManager verify = emf.createEntityManager();
+        PlainRate reloaded = verify.find(PlainRate.class, id);
+        assertThat(reloaded.getRate()).isEqualByComparingTo("4.0");
+        verify.close();
+    }
+
+    /** Session.setDefaultReadOnly(true) applies the read-only flag to every entity loaded afterwards. */
+    @Test
+    void sessionSetDefaultReadOnly_appliesToAllSubsequentLoads() {
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        PlainRate p = new PlainRate("DKK/USD", new BigDecimal("6.9"));
+        seed.persist(p);
+        seed.getTransaction().commit();
+        Long id = p.getId();
+        seed.close();
+
+        EntityManager em = emf.createEntityManager();
+        Session session = em.unwrap(Session.class);
+        session.setDefaultReadOnly(true);
+        em.getTransaction().begin();
+        PlainRate managed = session.find(PlainRate.class, id);
+        managed.setRate(new BigDecimal("111"));
+        em.getTransaction().commit();
+        em.close();
+
+        EntityManager verify = emf.createEntityManager();
+        PlainRate reloaded = verify.find(PlainRate.class, id);
+        DEMO.info("after setDefaultReadOnly(true) + mutate + flush, rate = {}", reloaded.getRate());
+        assertThat(reloaded.getRate()).isEqualByComparingTo("6.9");
+        verify.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/ImmutableFlushCostTest.java

@@ -0,0 +1,100 @@
+package com.ankurm.hibernatedemo;
+
+import com.ankurm.hibernatedemo.immutable.WideImmutableRow;
+import com.ankurm.hibernatedemo.immutable.WideMutableRow;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.List;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs docs/07-immutable-entities.md, "Does @Immutable actually cost less at flush time?".
+ *
+ * <p>This is NOT a rigorous benchmark: it is one Spring context, in a shared container, timed
+ * with {@code System.nanoTime()} around a single {@code flush()} call per entity type, no JMH,
+ * no warm-up isolation, no forked JVM. Treat the numbers as indicative of the right order of
+ * magnitude and direction, not as a citable throughput claim. Rows: 4000 per entity type,
+ * 12 String columns each, loaded fully into the persistence context, then flushed with NO
+ * pending changes -- so any time difference is purely Hibernate deciding "does this entity need
+ * an UPDATE", not the cost of writing one.
+ */
+@SpringBootTest
+class ImmutableFlushCostTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static final int ROW_COUNT = 4000;
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void flushingManyLoadedEntities_immutableSkipsDirtyCheck_mutableDoesNot() {
+        seedMutable(ROW_COUNT);
+        seedImmutable(ROW_COUNT);
+
+        // Warm-up pass (JIT, connection pool, buffer pool) -- discarded.
+        timeMutableFlush();
+        timeImmutableFlush();
+
+        long mutableNanos = timeMutableFlush();
+        long immutableNanos = timeImmutableFlush();
+
+        DEMO.info("flush() over {} loaded MUTABLE rows (12 cols, no pending changes): {} ms",
+                ROW_COUNT, mutableNanos / 1_000_000.0);
+        DEMO.info("flush() over {} loaded @Immutable rows (12 cols, no pending changes): {} ms",
+                ROW_COUNT, immutableNanos / 1_000_000.0);
+        DEMO.info("ratio (mutable / immutable) = {}", (double) mutableNanos / immutableNanos);
+        DEMO.info("CAVEAT: single-run, shared-container timing -- indicative only, not a benchmark result.");
+    }
+
+    private long timeMutableFlush() {
+        EntityManager em = emf.createEntityManager();
+        Session session = em.unwrap(Session.class);
+        em.getTransaction().begin();
+        List<WideMutableRow> rows = session.createQuery("from WideMutableRow", WideMutableRow.class).list();
+        long start = System.nanoTime();
+        em.flush();
+        long elapsed = System.nanoTime() - start;
+        em.getTransaction().rollback();
+        em.close();
+        return elapsed;
+    }
+
+    private long timeImmutableFlush() {
+        EntityManager em = emf.createEntityManager();
+        Session session = em.unwrap(Session.class);
+        em.getTransaction().begin();
+        List<WideImmutableRow> rows = session.createQuery("from WideImmutableRow", WideImmutableRow.class).list();
+        long start = System.nanoTime();
+        em.flush();
+        long elapsed = System.nanoTime() - start;
+        em.getTransaction().rollback();
+        em.close();
+        return elapsed;
+    }
+
+    private void seedMutable(int count) {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 0; i < count; i++) {
+            em.persist(new WideMutableRow("seed-" + i));
+        }
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    private void seedImmutable(int count) {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 0; i < count; i++) {
+            em.persist(new WideImmutableRow("seed-" + i));
+        }
+        em.getTransaction().commit();
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/MergeRefreshTest.java

@@ -0,0 +1,160 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.model.Book;
+import com.ankurm.hibernatedemo.model.Note;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.Hibernate;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4860. Docs: docs/02-merge-vs-refresh.md.
+ * Run with {@code ./mvnw -Dtest=MergeRefreshTest test}.
+ *
+ * <p>The optimistic-lock-conflict case lives in {@link OptimisticLockTest} instead, since it
+ * needs its own careful narration of exactly when the check fires.
+ */
+@SpringBootTest
+class MergeRefreshTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Long seedBook(String title, String status) {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Book book = new Book(title, "Test Author");
+        book.setStatus(status);
+        em.persist(book);
+        em.getTransaction().commit();
+        Long id = book.getId();
+        em.close();
+        return id;
+    }
+
+    @Test
+    void mergeOfDetachedInstance_returnsTheSameManagedInstanceAlreadyInSession() {
+        Long id = seedBook("Managed + Detached", "DRAFT");
+
+        // A separate, already-detached copy of the same row (simulates "the object a controller
+        // method was handed earlier").
+        EntityManager scratch = emf.createEntityManager();
+        scratch.getTransaction().begin();
+        Book detached = scratch.unwrap(Session.class).get(Book.class, id);
+        scratch.getTransaction().commit();
+        scratch.close();
+        detached.setAuthor("Changed On The Detached Copy");
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+
+        // This session already has ITS OWN managed instance for the same row before merge() is
+        // ever called.
+        Book managed = session.get(Book.class, id);
+
+        Book result = session.merge(detached);
+
+        assertThat(result)
+                .as("merge() must return the identity-equal MANAGED instance already tracked by this session, not a new object")
+                .isSameAs(managed);
+        assertThat(result).isNotSameAs(detached);
+        assertThat(managed.getAuthor())
+                .as("the pre-existing managed instance is the one that actually receives the copied state")
+                .isEqualTo("Changed On The Detached Copy");
+
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void mergeWithCascadeInitializesTheLazyCollectionAnyway() {
+        Long id;
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        Book book = new Book("Lazy Collection Book", "Test Author");
+        seed.persist(book);
+        seed.flush();
+        seed.persist(new Note("first note", book));
+        seed.getTransaction().commit();
+        id = book.getId();
+        seed.close();
+
+        // Load and detach WITHOUT ever touching book.getNotes() -- the collection proxy is never
+        // initialized.
+        EntityManager em1 = emf.createEntityManager();
+        em1.getTransaction().begin();
+        Book detached = em1.unwrap(Session.class).get(Book.class, id);
+        assertThat(Hibernate.isInitialized(detached.getNotes()))
+                .as("sanity check: the collection must still be uninitialized going into detachment")
+                .isFalse();
+        em1.getTransaction().commit();
+        em1.close();
+
+        detached.setAuthor("Edited While Detached");
+
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        Session session = em2.unwrap(Session.class);
+
+        // Going in, the expectation was "merge() doesn't need to touch a collection it was
+        // never asked to load." That's true ONLY when the collection has no CascadeType.MERGE.
+        // Book.notes DOES cascade MERGE (see its Javadoc), and the measured result is the
+        // opposite of the naive expectation: merge() initializes the collection anyway, because
+        // cascading the merge to each element requires knowing what those elements are. Removing
+        // cascade = CascadeType.MERGE from Book.notes and re-running this test flips the result
+        // back to "stays uninitialized" -- confirmed with a throwaway probe before writing this
+        // assertion. See docs/02-merge-vs-refresh.md.
+        Book merged = session.merge(detached);
+
+        assertThat(Hibernate.isInitialized(merged.getNotes()))
+                .as("merge() DOES initialize a LAZY collection when it cascades MERGE to it -- cascading requires traversal")
+                .isTrue();
+        assertThat(merged.getAuthor()).isEqualTo("Edited While Detached");
+
+        em2.getTransaction().commit();
+        em2.close();
+        DEMO.info("merge() initialized the LAZY notes collection because CascadeType.MERGE forces traversal of it");
+    }
+
+    @Test
+    void refreshDiscardsUnflushedEditSilently_noExceptionEver() {
+        Long id = seedBook("Silent Overwrite", "USER_EDIT");
+
+        // Simulate an admin process changing the row out from under the in-memory object.
+        EntityManager admin = emf.createEntityManager();
+        admin.getTransaction().begin();
+        Book row = admin.unwrap(Session.class).get(Book.class, id);
+        row.setStatus("ADMIN_EDIT");
+        admin.getTransaction().commit();
+        admin.close();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+        Book managed = session.get(Book.class, id);
+        assertThat(managed.getStatus()).isEqualTo("ADMIN_EDIT");
+
+        // A local, unflushed edit -- never sent to the database.
+        managed.setStatus("USER_EDIT");
+        assertThat(managed.getStatus()).isEqualTo("USER_EDIT");
+
+        session.refresh(managed);
+
+        assertThat(managed.getStatus())
+                .as("refresh() replaces managed state with the database row -- it does not merge the two; the local edit is simply gone, no exception")
+                .isEqualTo("ADMIN_EDIT");
+
+        em.getTransaction().commit();
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/OptimisticLockTest.java

@@ -0,0 +1,100 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.model.Book;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.OptimisticLockException;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4860. Docs: docs/02-merge-vs-refresh.md.
+ * Run with {@code ./mvnw -Dtest=OptimisticLockTest test}.
+ *
+ * <p>The specific thing this test pins down: exactly WHEN the version check fails. It would be
+ * easy to write "merge() throws OptimisticLockException" and leave it there; what actually
+ * happens depends on when Hibernate performs the check relative to the {@code merge()} call, the
+ * flush, and the commit -- and that's worth being precise about rather than assumed.
+ */
+@SpringBootTest
+class OptimisticLockTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void mergeOfStaleVersionedEntity_throwsOptimisticLockException_andPinsDownWhen() {
+        // Seed.
+        EntityManager seed = emf.createEntityManager();
+        seed.getTransaction().begin();
+        Book book = new Book("Clean Code", "Robert C. Martin");
+        seed.persist(book);
+        seed.getTransaction().commit();
+        Long id = book.getId();
+        seed.close();
+
+        // Detach at version 0.
+        EntityManager loadEm = emf.createEntityManager();
+        loadEm.getTransaction().begin();
+        Book detached = loadEm.unwrap(Session.class).get(Book.class, id);
+        loadEm.getTransaction().commit();
+        loadEm.close();
+        assertThat(detached.getVersion()).isEqualTo(0L);
+
+        // A second, independent transaction advances the row to version 1.
+        EntityManager writer = emf.createEntityManager();
+        writer.getTransaction().begin();
+        Book row = writer.unwrap(Session.class).get(Book.class, id);
+        row.setTitle("Clean Code (2nd Edition)");
+        writer.getTransaction().commit();
+        writer.close();
+
+        // Mutate the STILL version-0 detached instance and attempt to merge it.
+        detached.setAuthor("Robert C. Martin (Uncle Bob)");
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+
+        boolean threwDuringMergeCallItself;
+        OptimisticLockException caught = null;
+        try {
+            session.merge(detached);
+            threwDuringMergeCallItself = false;
+        } catch (OptimisticLockException e) {
+            threwDuringMergeCallItself = true;
+            caught = e;
+        }
+
+        if (!threwDuringMergeCallItself) {
+            // merge() itself only queued the state transfer; the version check happens at flush.
+            caught = org.junit.jupiter.api.Assertions.assertThrows(
+                    OptimisticLockException.class, () -> em.getTransaction().commit());
+            DEMO.info("OptimisticLockException surfaced at commit()/flush time, NOT from the merge() call itself.");
+        } else {
+            DEMO.info("OptimisticLockException surfaced directly from the merge() call.");
+            em.getTransaction().rollback();
+        }
+
+        assertThat(caught).isNotNull();
+        DEMO.info("exception: {}: {}", caught.getClass().getName(), caught.getMessage());
+        em.close();
+
+        // The other transaction's title change must have survived untouched.
+        EntityManager verify = emf.createEntityManager();
+        verify.getTransaction().begin();
+        Book current = verify.unwrap(Session.class).get(Book.class, id);
+        assertThat(current.getTitle()).isEqualTo("Clean Code (2nd Edition)");
+        assertThat(current.getAuthor()).isEqualTo("Robert C. Martin");
+        verify.getTransaction().commit();
+        verify.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/SequenceBatchTest.java

@@ -0,0 +1,51 @@
+package com.ankurm.hibernatedemo;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.model.WidgetSequence;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4861. Docs: docs/03-inserting-objects.md.
+ * Run with {@code ./mvnw -Dtest=SequenceBatchTest test}.
+ *
+ * <p>{@link WidgetSequence} sets {@code allocationSize = 25}, matching
+ * {@code hibernate.jdbc.batch_size} in application.yml. See {@code AllocationSizeSweepTest} for
+ * what happens when the two are deliberately mismatched.
+ */
+@SpringBootTest
+class SequenceBatchTest {
+
+    private static final int ROW_COUNT = 30;
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void sequenceGeneratorAllowsBatching_fourPreparedStatementsForThirtyRows() {
+        SessionFactory sessionFactory = emf.unwrap(SessionFactory.class);
+        Statistics stats = sessionFactory.getStatistics();
+        stats.clear();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= ROW_COUNT; i++) {
+            em.persist(new WidgetSequence("sequence-" + i));
+        }
+        em.getTransaction().commit();
+        em.close();
+
+        assertThat(stats.getEntityInsertCount()).isEqualTo(ROW_COUNT);
+        assertThat(stats.getPrepareStatementCount())
+                .as("30 rows at batch_size=25 is 2 insert batches (25 + 5); allocationSize=25 "
+                        + "means the first 25 ids come from one sequence call and the remaining "
+                        + "5 force a second -- 2 insert batches + 2 sequence calls = 4")
+                .isEqualTo(4);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/aggregate/AggregateFunctionsTest.java

@@ -0,0 +1,156 @@
+package com.ankurm.hibernatedemo.aggregate;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.TypedQuery;
+import jakarta.persistence.criteria.CriteriaBuilder;
+import jakarta.persistence.criteria.CriteriaQuery;
+import jakarta.persistence.criteria.Root;
+import java.util.List;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Proves the article's aggregate-function claims against a real H2 database: what an aggregate
+ * query returns over an empty table, {@code select new} record construction under GROUP BY /
+ * HAVING, the Criteria API equivalent, and HQL's {@code row_number()} window function.
+ *
+ * <p>Docs: docs/21-aggregate-functions.md.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class AggregateFunctionsTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void emptyResultSet_countIsZero_sumAndAvgAreNull_neitherThrows() {
+        // Scoped to a category that matches zero rows -- rather than relying on the whole table
+        // being empty, which would make this test's outcome depend on execution order against
+        // the other test methods in this class that share the same EntityManagerFactory/database.
+        String noSuchCategory = "no-such-category-zzz";
+        EntityManager em = emf.createEntityManager();
+
+        Long count = em.createQuery(
+                "select count(p) from Product p where p.category = :c", Long.class)
+                .setParameter("c", noSuchCategory)
+                .getSingleResult();
+        Double sum = em.createQuery(
+                "select sum(p.price) from Product p where p.category = :c", Double.class)
+                .setParameter("c", noSuchCategory)
+                .getSingleResult();
+        Double avg = em.createQuery(
+                "select avg(p.price) from Product p where p.category = :c", Double.class)
+                .setParameter("c", noSuchCategory)
+                .getSingleResult();
+
+        em.close();
+
+        System.out.println("RESULT[aggregate-empty-result-set]: over 0 matching rows -- "
+                + "count(p)=" + count + " (never null) | sum(p.price)=" + sum + " | avg(p.price)="
+                + avg + " -- getSingleResult() returned normally for all three, no "
+                + "NoResultException, because SQL's aggregate functions over zero rows still "
+                + "produce exactly one result row.");
+
+        assertThat(count).isZero();
+        assertThat(sum).isNull();
+        assertThat(avg).isNull();
+    }
+
+    @Test
+    void groupByHaving_selectNewRecord_producesTypedSummaries() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new Product("Keyboards", "Compact 65%", 89.0, 40));
+        em.persist(new Product("Keyboards", "Full-size", 59.0, 15));
+        em.persist(new Product("Keyboards", "Ergonomic split", 149.0, 5));
+        em.persist(new Product("Monitors", "27in 4K", 399.0, 8));
+        em.getTransaction().commit();
+
+        // Scoped to this test's own two categories -- the entity manager factory's H2 database is
+        // shared across every test method in this class, so an unscoped query here would also
+        // pick up Cables/Mice from the other test methods and make this assertion order-dependent.
+        List<CategorySummary> summaries = em.createQuery(
+                "select new com.ankurm.hibernatedemo.aggregate.CategorySummary("
+                        + "p.category, count(p), avg(p.price)) "
+                        + "from Product p where p.category in ('Keyboards', 'Monitors') "
+                        + "group by p.category having count(p) > 1 "
+                        + "order by p.category",
+                CategorySummary.class).getResultList();
+        em.close();
+
+        String rendered = summaries.stream()
+                .map(s -> s.category() + "(count=" + s.productCount() + ", avg=" + s.averagePrice() + ")")
+                .reduce((a, b) -> a + ", " + b)
+                .orElse("<none>");
+        System.out.println("RESULT[aggregate-groupby-having-record]: HAVING count(p) > 1 kept only "
+                + "categories with more than one product -- " + rendered
+                + " -- Monitors (1 product) was correctly excluded by HAVING, not just by GROUP BY.");
+
+        assertThat(summaries).hasSize(1);
+        assertThat(summaries.get(0).category()).isEqualTo("Keyboards");
+        assertThat(summaries.get(0).productCount()).isEqualTo(3);
+    }
+
+    @Test
+    void criteriaApi_avgWithGroupBy_matchesHqlEquivalent() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new Product("Cables", "USB-C 1m", 9.0, 200));
+        em.persist(new Product("Cables", "USB-C 2m", 13.0, 120));
+        em.getTransaction().commit();
+
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<Object[]> cq = cb.createQuery(Object[].class);
+        Root<Product> root = cq.from(Product.class);
+        cq.multiselect(root.get("category"), cb.avg(root.get("price")))
+                .where(cb.equal(root.get("category"), "Cables"))
+                .groupBy(root.get("category"));
+
+        TypedQuery<Object[]> query = em.createQuery(cq);
+        Object[] row = query.getSingleResult();
+        em.close();
+
+        System.out.println("RESULT[aggregate-criteria-avg]: Criteria API cb.avg(root.get(\"price\")) "
+                + "for category='" + row[0] + "' -- average=" + row[1]
+                + " -- same numeric result as the equivalent HQL avg(p.price), just built without a"
+                + " string query.");
+
+        assertThat((Double) row[1]).isEqualTo(11.0);
+    }
+
+    @Test
+    void windowFunction_rowNumberOverPartitionByCategory() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new Product("Mice", "Wireless A", 49.0, 30));
+        em.persist(new Product("Mice", "Wireless B", 79.0, 12));
+        em.persist(new Product("Mice", "Wired C", 19.0, 60));
+        em.getTransaction().commit();
+
+        List<Object[]> ranked = em.createQuery(
+                "select p.name, p.price, "
+                        + "row_number() over (partition by p.category order by p.price desc) "
+                        + "from Product p where p.category = 'Mice' order by p.price desc",
+                Object[].class).getResultList();
+        em.close();
+
+        StringBuilder rendered = new StringBuilder();
+        for (Object[] row : ranked) {
+            rendered.append(row[0]).append("=rank").append(row[2]).append(" ");
+        }
+        System.out.println("RESULT[aggregate-window-row-number]: row_number() over "
+                + "(partition by category order by price desc) for the Mice category -- "
+                + rendered.toString().trim()
+                + " -- HQL's window-function support (the OVER clause), present since Hibernate "
+                + "6.2 and still current in 7.4.5.Final, not a Hibernate-7-only feature.");
+
+        assertThat(ranked).hasSize(3);
+        assertThat(((Number) ranked.get(0)[2]).intValue()).isEqualTo(1);
+        assertThat(ranked.get(0)[0]).isEqualTo("Wireless B");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/association/BagFetchTest.java

@@ -0,0 +1,181 @@
+package com.ankurm.hibernatedemo.association;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.List;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4872, docs/12-association-mappings.md chapters "MultipleBagFetchException"
+ * and "The cartesian-product trap".
+ */
+@SpringBootTest
+class BagFetchTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @BeforeEach
+    void cleanTables() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.createQuery("DELETE FROM BagBookL").executeUpdate();
+        em.createQuery("DELETE FROM BagAwardL").executeUpdate();
+        em.createQuery("DELETE FROM BagAuthorList").executeUpdate();
+        em.createQuery("DELETE FROM BagBookS").executeUpdate();
+        em.createQuery("DELETE FROM BagAwardS").executeUpdate();
+        em.createQuery("DELETE FROM BagAuthorSet").executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    private Long seedListAuthor(int nBooks, int nAwards) {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        BagAuthorList author = new BagAuthorList("List Author");
+        em.persist(author);
+        for (int i = 0; i < nBooks; i++) {
+            em.persist(new BagBookL("Book" + i, author));
+        }
+        for (int i = 0; i < nAwards; i++) {
+            em.persist(new BagAwardL("Award" + i, author));
+        }
+        em.getTransaction().commit();
+        Long id = author.getId();
+        em.close();
+        return id;
+    }
+
+    private Long seedSetAuthor(int nBooks, int nAwards) {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        BagAuthorSet author = new BagAuthorSet("Set Author");
+        em.persist(author);
+        for (int i = 0; i < nBooks; i++) {
+            em.persist(new BagBookS("Book" + i, author));
+        }
+        for (int i = 0; i < nAwards; i++) {
+            em.persist(new BagAwardS("Award" + i, author));
+        }
+        em.getTransaction().commit();
+        Long id = author.getId();
+        em.close();
+        return id;
+    }
+
+    @Test
+    void fetchJoiningTwoListsInOneQuery_throwsMultipleBagFetchException() {
+        seedListAuthor(4, 3);
+        EntityManager em = emf.createEntityManager();
+
+        IllegalArgumentException ex = assertThrows(IllegalArgumentException.class, () ->
+                em.createQuery(
+                        "SELECT a FROM BagAuthorList a JOIN FETCH a.books JOIN FETCH a.awards",
+                        BagAuthorList.class).getResultList());
+
+        Throwable root = ex;
+        while (root.getCause() != null && root.getCause() != root) {
+            root = root.getCause();
+        }
+        DEMO.info("MultipleBagFetchException reproduction -- wrapper class: {}", ex.getClass().getName());
+        DEMO.info("MultipleBagFetchException reproduction -- root cause class: {}", root.getClass().getName());
+        DEMO.info("MultipleBagFetchException reproduction -- verbatim message: {}", root.getMessage());
+
+        assertThat(ex.getClass().getName()).as("EntityManager.createQuery(...).getResultList() wraps it as IllegalArgumentException, NOT PersistenceException")
+                .isEqualTo("java.lang.IllegalArgumentException");
+        assertThat(root.getClass().getName()).isEqualTo("org.hibernate.loader.MultipleBagFetchException");
+        em.close();
+    }
+
+    @Test
+    void fix1_useSetsInsteadOfLists_noExceptionOneQuery() {
+        seedSetAuthor(4, 3);
+        EntityManager em = emf.createEntityManager();
+        stats().clear();
+
+        List<BagAuthorSet> authors = em.createQuery(
+                        "SELECT DISTINCT a FROM BagAuthorSet a JOIN FETCH a.books JOIN FETCH a.awards",
+                        BagAuthorSet.class)
+                .getResultList();
+
+        long queries = stats().getPrepareStatementCount();
+        DEMO.info("Fix #1 (Set instead of List): {} distinct authors returned, {} queries fired", authors.size(), queries);
+
+        assertThat(authors).hasSize(1);
+        assertThat(authors.get(0).getBooks()).hasSize(4);
+        assertThat(authors.get(0).getAwards()).hasSize(3);
+        assertThat(queries).isEqualTo(1);
+        em.close();
+    }
+
+    @Test
+    void fix2_twoSeparateQueries_avoidsBagFetchExceptionEntirely() {
+        Long id = seedListAuthor(4, 3);
+        EntityManager em = emf.createEntityManager();
+        stats().clear();
+
+        BagAuthorList author = em.createQuery(
+                        "SELECT a FROM BagAuthorList a JOIN FETCH a.books WHERE a.id = :id", BagAuthorList.class)
+                .setParameter("id", id)
+                .getSingleResult();
+        // second, separate query for the other bag -- no exception because only one JOIN FETCH per query
+        author = em.createQuery(
+                        "SELECT a FROM BagAuthorList a JOIN FETCH a.awards WHERE a.id = :id", BagAuthorList.class)
+                .setParameter("id", id)
+                .getSingleResult();
+
+        long queries = stats().getPrepareStatementCount();
+        DEMO.info("Fix #2 (two queries): {} queries fired, books={}, awards={}",
+                queries, author.getBooks().size(), author.getAwards().size());
+
+        assertThat(author.getBooks()).hasSize(4);
+        assertThat(author.getAwards()).hasSize(3);
+        assertThat(queries).as("one JOIN FETCH per query, run twice").isEqualTo(2);
+        em.close();
+    }
+
+    @Test
+    void cartesianProduct_fetchJoiningTwoAllowedSetsExplodesRowCount() {
+        seedSetAuthor(4, 3);
+        EntityManager em = emf.createEntityManager();
+
+        // Raw SQL join without DISTINCT to see the true row count the database returns.
+        Object rawCount = em.createNativeQuery(
+                        "SELECT COUNT(*) FROM bag_author_set a " +
+                                "JOIN bag_book_s b ON b.author_id = a.id " +
+                                "JOIN bag_award_s w ON w.author_id = a.id")
+                .getSingleResult();
+        long rawRowCount = ((Number) rawCount).longValue();
+
+        List<BagAuthorSet> entities = em.createQuery(
+                        "SELECT DISTINCT a FROM BagAuthorSet a JOIN FETCH a.books JOIN FETCH a.awards",
+                        BagAuthorSet.class)
+                .getResultList();
+
+        DEMO.info("Cartesian product: 4 books x 3 awards for 1 author -> raw SQL join rows = {}, distinct entities returned = {}",
+                rawRowCount, entities.size());
+
+        assertThat(rawRowCount).as("SQL returns one row per (book, award) pair: 4 x 3").isEqualTo(12);
+        assertThat(entities).as("Hibernate's DISTINCT root-entity de-duplication collapses this back to 1 entity")
+                .hasSize(1);
+        assertThat(entities.get(0).getBooks()).hasSize(4);
+        assertThat(entities.get(0).getAwards()).hasSize(3);
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/association/CascadeOrphanTest.java

@@ -0,0 +1,188 @@
+package com.ankurm.hibernatedemo.association;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.ArrayList;
+import java.util.List;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4872, docs/12-association-mappings.md chapters "Cascade and orphanRemoval"
+ * and "The owning side".
+ */
+@SpringBootTest
+class CascadeOrphanTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @BeforeEach
+    void cleanTables() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.createQuery("DELETE FROM CascadeBook").executeUpdate();
+        em.createQuery("DELETE FROM CascadeAuthor").executeUpdate();
+        em.createQuery("DELETE FROM NoOrphanBook").executeUpdate();
+        em.createQuery("DELETE FROM NoOrphanAuthor").executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void cascadeAllPlusOrphanRemoval_reassigningTheCollectionThrowsInsteadOfSilentlyDeleting() {
+        // CORRECTION vs the common blog claim ("silently deletes what you did not expect"):
+        // assigning a brand new List instance to a CascadeType.ALL + orphanRemoval=true
+        // collection does NOT silently delete anything -- Hibernate detects the managed
+        // collection was dereferenced and throws at flush/commit time instead.
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        CascadeAuthor author = new CascadeAuthor("Prolific Author");
+        em.persist(author);
+        em.persist(new CascadeBook("Book A", author));
+        em.persist(new CascadeBook("Book B", author));
+        em.getTransaction().commit();
+        Long id = author.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        CascadeAuthor managed = em2.find(CascadeAuthor.class, id);
+        CascadeBook keep = managed.getBooks().get(0);
+        managed.replaceBooksWithNewList(new ArrayList<>(List.of(keep))); // assigns a NEW ArrayList
+        jakarta.persistence.RollbackException ex = org.junit.jupiter.api.Assertions.assertThrows(
+                jakarta.persistence.RollbackException.class, () -> em2.getTransaction().commit());
+
+        Throwable root = ex.getCause();
+        DEMO.info("cascade=ALL + orphanRemoval=true, reassigning the collection reference -- wrapper: {}", ex.getClass().getName());
+        DEMO.info("cascade=ALL + orphanRemoval=true, reassigning the collection reference -- root cause: {}: {}",
+                root.getClass().getName(), root.getMessage());
+        em2.close();
+
+        assertThat(root.getClass().getName()).isEqualTo("org.hibernate.HibernateException");
+        assertThat(root.getMessage()).contains("no longer referenced by the owning entity instance");
+    }
+
+    @Test
+    void cascadeAllPlusOrphanRemoval_mutatingTheExistingCollectionDoesDeleteUnexpectedly() {
+        // The scenario that DOES silently delete: mutating the SAME managed collection instance
+        // (clear() then re-add the ones to keep) rather than reassigning a new List. This is
+        // the realistic version of the "developer did not expect this" cascade trap.
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        CascadeAuthor author = new CascadeAuthor("Prolific Author 2");
+        em.persist(author);
+        em.persist(new CascadeBook("Book A", author));
+        em.persist(new CascadeBook("Book B", author));
+        em.persist(new CascadeBook("Book C", author));
+        em.getTransaction().commit();
+        Long id = author.getId();
+        em.close();
+
+        EntityManager check1 = emf.createEntityManager();
+        long before = ((Number) check1.createQuery("SELECT COUNT(b) FROM CascadeBook b WHERE b.author.id = :id")
+                .setParameter("id", id).getSingleResult()).longValue();
+        check1.close();
+        assertThat(before).isEqualTo(3);
+
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        CascadeAuthor managed = em2.find(CascadeAuthor.class, id);
+        CascadeBook keep = managed.getBooks().stream().filter(b -> b.getTitle().equals("Book A")).findFirst().orElseThrow();
+        // Mutate the EXISTING Hibernate-managed collection in place -- this is the pattern that
+        // actually reaches production: "keep only Book A" implemented via removeIf.
+        managed.getBooks().removeIf(b -> !b.getTitle().equals("Book A"));
+        em2.getTransaction().commit();
+        em2.close();
+
+        EntityManager check2 = emf.createEntityManager();
+        long after = ((Number) check2.createQuery("SELECT COUNT(b) FROM CascadeBook b WHERE b.author.id = :id")
+                .setParameter("id", id).getSingleResult()).longValue();
+        DEMO.info("cascade=ALL + orphanRemoval=true, in-place removeIf(): books before={}, books after={}", before, after);
+        check2.close();
+
+        assertThat(after)
+                .as("orphanRemoval=true DELETEd Book B and Book C as soon as they left the managed collection")
+                .isEqualTo(1);
+    }
+
+    @Test
+    void noOrphanRemoval_removingFromCollectionAndFlushingDoesNothingToTheRow() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        NoOrphanAuthor author = new NoOrphanAuthor("Careful Author");
+        em.persist(author);
+        NoOrphanBook book1 = new NoOrphanBook("Keep Me", author);
+        NoOrphanBook book2 = new NoOrphanBook("Remove Me From Collection", author);
+        em.persist(book1);
+        em.persist(book2);
+        em.getTransaction().commit();
+        Long authorId = author.getId();
+        Long book2Id = book2.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        NoOrphanAuthor managed = em2.find(NoOrphanAuthor.class, authorId);
+        managed.getBooks().removeIf(b -> b.getId().equals(book2Id));
+        em2.getTransaction().commit(); // no orphanRemoval, no cascade REMOVE -- nothing should happen to book2's row
+        em2.close();
+
+        EntityManager check = emf.createEntityManager();
+        NoOrphanBook stillThere = check.find(NoOrphanBook.class, book2Id);
+        DEMO.info("orphanRemoval=false: after removing book2 from author.books and flushing, book2 row still exists = {}, author_id still = {}",
+                stillThere != null, stillThere == null ? null : stillThere.getAuthor().getId());
+        check.close();
+
+        assertThat(stillThere)
+                .as("without orphanRemoval or cascade REMOVE, removing a child from the collection does not delete or unlink its row")
+                .isNotNull();
+        assertThat(stillThere.getAuthor().getId())
+                .as("its FK is untouched -- still points at the same author")
+                .isEqualTo(authorId);
+    }
+
+    @Test
+    void owningSide_mutatingOnlyTheInverseCollectionNeverWritesTheForeignKey() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        NoOrphanAuthor author1 = new NoOrphanAuthor("Author One");
+        NoOrphanAuthor author2 = new NoOrphanAuthor("Author Two");
+        em.persist(author1);
+        em.persist(author2);
+        NoOrphanBook orphanBook = new NoOrphanBook("Unassigned Book", null);
+        em.persist(orphanBook);
+        em.getTransaction().commit();
+        Long bookId = orphanBook.getId();
+        Long author2Id = author2.getId();
+        em.close();
+
+        // Mutate ONLY the inverse (mappedBy) side: add the book to author2's collection, but
+        // never call book.setAuthor(author2) -- the collection is not the owning side.
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        NoOrphanAuthor managedAuthor2 = em2.find(NoOrphanAuthor.class, author2Id);
+        NoOrphanBook managedBook = em2.find(NoOrphanBook.class, bookId);
+        managedAuthor2.getBooks().add(managedBook); // inverse side only
+        em2.getTransaction().commit();
+        em2.close();
+
+        EntityManager check = emf.createEntityManager();
+        NoOrphanBook reloaded = check.find(NoOrphanBook.class, bookId);
+        DEMO.info("owning side test: mutated only author2.getBooks().add(book) (inverse side), book.author after flush = {}",
+                reloaded.getAuthor() == null ? "null (FK not written)" : reloaded.getAuthor().getId());
+        check.close();
+
+        assertThat(reloaded.getAuthor())
+                .as("mutating only the inverse (mappedBy) collection never persists the association -- the owning side (Book.author) decides the FK")
+                .isNull();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/association/NPlusOneTest.java

@@ -0,0 +1,218 @@
+package com.ankurm.hibernatedemo.association;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityGraph;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.TypedQuery;
+import java.util.List;
+import java.util.Map;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.transaction.annotation.Transactional;
+
+/**
+ * Backs ankurm.com post 4872, docs/12-association-mappings.md chapter "Counting the N+1".
+ *
+ * <p>Seeds 100 authors with 3 books each (301 rows total incl. authors) and counts real
+ * {@code Statistics.getPrepareStatementCount()} for four strategies: naive lazy iteration,
+ * JPQL fetch join, {@code @EntityGraph}, and {@code @BatchSize(10)}. Run with
+ * {@code mvn -Dtest=NPlusOneTest test}.
+ */
+@SpringBootTest
+class NPlusOneTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static final int AUTHOR_COUNT = 100;
+    private static final int BOOKS_PER_AUTHOR = 3;
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @BeforeEach
+    void cleanTables() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.createQuery("DELETE FROM AssocBook").executeUpdate();
+        em.createQuery("DELETE FROM AssocAuthor").executeUpdate();
+        em.createQuery("DELETE FROM BatchBook").executeUpdate();
+        em.createQuery("DELETE FROM BatchAuthor").executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    private void seedPlainAuthors() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int a = 0; a < AUTHOR_COUNT; a++) {
+            AssocAuthor author = new AssocAuthor("Author-" + a);
+            em.persist(author);
+            for (int b = 0; b < BOOKS_PER_AUTHOR; b++) {
+                em.persist(new AssocBook("Book-" + a + "-" + b, author));
+            }
+        }
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    private void seedBatchAuthors() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int a = 0; a < AUTHOR_COUNT; a++) {
+            BatchAuthor author = new BatchAuthor("BatchAuthor-" + a);
+            em.persist(author);
+            for (int b = 0; b < BOOKS_PER_AUTHOR; b++) {
+                em.persist(new BatchBook("BatchBook-" + a + "-" + b, author));
+            }
+        }
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void naiveLazyIteration_firesOneQueryPerAuthor_theClassicNPlusOne() {
+        seedPlainAuthors();
+        EntityManager em = emf.createEntityManager();
+        stats().clear();
+
+        List<AssocAuthor> authors = em.createQuery("SELECT a FROM AssocAuthor a", AssocAuthor.class).getResultList();
+        long booksTouched = 0;
+        for (AssocAuthor author : authors) {
+            booksTouched += author.getBooks().size(); // triggers one SELECT per author
+        }
+
+        long queries = stats().getPrepareStatementCount();
+        DEMO.info("NAIVE lazy iteration: {} authors, {} queries (1 for authors + {} for their book collections), books touched = {}",
+                authors.size(), queries, authors.size(), booksTouched);
+
+        assertThat(authors).hasSize(AUTHOR_COUNT);
+        assertThat(queries)
+                .as("1 query to load authors + 1 per author to lazily load its books == N+1")
+                .isEqualTo(1 + AUTHOR_COUNT);
+        em.close();
+    }
+
+    @Test
+    void jpqlFetchJoin_firesExactlyOneQuery() {
+        seedPlainAuthors();
+        EntityManager em = emf.createEntityManager();
+        stats().clear();
+
+        List<AssocAuthor> authors = em.createQuery(
+                        "SELECT DISTINCT a FROM AssocAuthor a JOIN FETCH a.books", AssocAuthor.class)
+                .getResultList();
+        long booksTouched = 0;
+        for (AssocAuthor author : authors) {
+            booksTouched += author.getBooks().size(); // already initialised, no extra SELECT
+        }
+
+        long queries = stats().getPrepareStatementCount();
+        DEMO.info("JPQL JOIN FETCH: {} authors, {} queries, books touched = {}", authors.size(), queries, booksTouched);
+
+        assertThat(authors).hasSize(AUTHOR_COUNT);
+        assertThat(queries).as("fetch join collapses N+1 into a single query").isEqualTo(1);
+        em.close();
+    }
+
+    @Test
+    void entityGraph_firesExactlyOneQuery() {
+        seedPlainAuthors();
+        EntityManager em = emf.createEntityManager();
+        stats().clear();
+
+        EntityGraph<?> graph = em.getEntityGraph("AssocAuthor.books");
+        TypedQuery<AssocAuthor> query = em.createQuery("SELECT a FROM AssocAuthor a", AssocAuthor.class);
+        query.setHint("jakarta.persistence.fetchgraph", graph);
+        List<AssocAuthor> authors = query.getResultList();
+        long booksTouched = 0;
+        for (AssocAuthor author : authors) {
+            booksTouched += author.getBooks().size();
+        }
+
+        long queries = stats().getPrepareStatementCount();
+        DEMO.info("@EntityGraph (fetchgraph hint): {} authors, {} queries, books touched = {}", authors.size(), queries, booksTouched);
+
+        assertThat(authors).hasSize(AUTHOR_COUNT);
+        assertThat(queries).as("entity graph fetch also collapses to a single query").isEqualTo(1);
+        em.close();
+    }
+
+    @Test
+    void batchSize10_collapsesNPlusOneIntoCeilNOverBatchSizePlusOne() {
+        seedBatchAuthors();
+        EntityManager em = emf.createEntityManager();
+        stats().clear();
+
+        List<BatchAuthor> authors = em.createQuery("SELECT a FROM BatchAuthor a", BatchAuthor.class).getResultList();
+        long booksTouched = 0;
+        for (BatchAuthor author : authors) {
+            booksTouched += author.getBooks().size(); // triggers 1 SELECT per 10 authors (batch fetch)
+        }
+
+        long queries = stats().getPrepareStatementCount();
+        // ceil(100 / 10) = 10 batch selects + 1 for the authors themselves = 11
+        long expected = 1 + (long) Math.ceil(AUTHOR_COUNT / 10.0);
+        DEMO.info("@BatchSize(10): {} authors, {} queries (expected {} = 1 + ceil({}/10)), books touched = {}",
+                authors.size(), queries, expected, AUTHOR_COUNT, booksTouched);
+
+        assertThat(authors).hasSize(AUTHOR_COUNT);
+        assertThat(queries).as("BatchSize(10) turns 101 queries into ceil(100/10)+1 = 11").isEqualTo(expected);
+        em.close();
+    }
+
+    @Test
+    void printSideBySideComparisonTable() {
+        // Re-derive each number in one place so the article table and the assertions above can
+        // never silently drift apart.
+        seedPlainAuthors();
+        seedBatchAuthors();
+
+        EntityManager em = emf.createEntityManager();
+
+        stats().clear();
+        List<AssocAuthor> naive = em.createQuery("SELECT a FROM AssocAuthor a", AssocAuthor.class).getResultList();
+        naive.forEach(a -> a.getBooks().size());
+        long naiveQ = stats().getPrepareStatementCount();
+
+        stats().clear();
+        List<AssocAuthor> fetchJoin = em.createQuery(
+                        "SELECT DISTINCT a FROM AssocAuthor a JOIN FETCH a.books", AssocAuthor.class)
+                .getResultList();
+        fetchJoin.forEach(a -> a.getBooks().size());
+        long fetchJoinQ = stats().getPrepareStatementCount();
+
+        stats().clear();
+        EntityGraph<?> graph = em.getEntityGraph("AssocAuthor.books");
+        TypedQuery<AssocAuthor> egQuery = em.createQuery("SELECT a FROM AssocAuthor a", AssocAuthor.class);
+        egQuery.setHint("jakarta.persistence.fetchgraph", graph);
+        List<AssocAuthor> eg = egQuery.getResultList();
+        eg.forEach(a -> a.getBooks().size());
+        long egQ = stats().getPrepareStatementCount();
+
+        stats().clear();
+        List<BatchAuthor> batched = em.createQuery("SELECT a FROM BatchAuthor a", BatchAuthor.class).getResultList();
+        batched.forEach(a -> a.getBooks().size());
+        long batchQ = stats().getPrepareStatementCount();
+
+        DEMO.info("=== Side-by-side query counts for {} authors x {} books each ===", AUTHOR_COUNT, BOOKS_PER_AUTHOR);
+        DEMO.info("naive lazy iteration : {} queries", naiveQ);
+        DEMO.info("JPQL JOIN FETCH      : {} queries", fetchJoinQ);
+        DEMO.info("@EntityGraph         : {} queries", egQ);
+        DEMO.info("@BatchSize(10)       : {} queries", batchQ);
+
+        assertThat(Map.of("naive", naiveQ, "fetchJoin", fetchJoinQ, "entityGraph", egQ, "batch10", batchQ))
+                .isEqualTo(Map.of("naive", 101L, "fetchJoin", 1L, "entityGraph", 1L, "batch10", 11L));
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/association/OneToOneLazyTest.java

@@ -0,0 +1,115 @@
+package com.ankurm.hibernatedemo.association;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4872, docs/12-association-mappings.md chapter "The @OneToOne lazy trap".
+ *
+ * <p>{@link LazyUser#getProfile()} is the non-owning ("mappedBy") side of an optional
+ * {@code @OneToOne}, declared {@code FetchType.LAZY}. Without bytecode enhancement, Hibernate
+ * cannot build a lazy proxy for it (it has no FK column to defer against), so it fires an
+ * eager extra SELECT regardless of the annotation. {@link MiUser}/{@link MiProfile} show the
+ * {@code @MapsId} fix: don't map the inverse side at all, look the child up on demand by the
+ * shared primary key.
+ */
+@SpringBootTest
+class OneToOneLazyTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @BeforeEach
+    void cleanTables() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.createQuery("DELETE FROM LazyProfile").executeUpdate();
+        em.createQuery("DELETE FROM LazyUser").executeUpdate();
+        em.createQuery("DELETE FROM MiProfile").executeUpdate();
+        em.createQuery("DELETE FROM MiUser").executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    @Test
+    void mappedBySideOneToOne_firesExtraSelectEvenThoughItIsDeclaredLazy() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        LazyUser user = new LazyUser("alice");
+        em.persist(user);
+        LazyProfile profile = new LazyProfile("bio text", user);
+        user.setProfile(profile);
+        em.persist(profile);
+        em.getTransaction().commit();
+        Long id = user.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        stats().clear();
+        LazyUser loaded = em2.find(LazyUser.class, id);
+        long queriesAfterFind = stats().getPrepareStatementCount();
+        DEMO.info("LazyUser.find(): {} queries fired BEFORE touching getProfile() at all (expected 2: user + eager profile join/select)", queriesAfterFind);
+
+        // Note: the extra SELECT for profile already happened during find(), not here.
+        String bio = loaded.getProfile() == null ? null : "loaded";
+        long queriesAfterAccess = stats().getPrepareStatementCount();
+        DEMO.info("after touching getProfile(): {} queries total (profile={})", queriesAfterAccess, bio);
+
+        assertThat(queriesAfterFind)
+                .as("mappedBy @OneToOne(LAZY) still fires the profile SELECT immediately during find(), not on first access")
+                .isEqualTo(2);
+        assertThat(queriesAfterAccess).as("no further query needed -- it already ran eagerly").isEqualTo(2);
+        em2.close();
+    }
+
+    @Test
+    void mapsIdFix_loadingUserAloneFiresOnlyOneQuery_profileFetchedOnDemand() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        MiUser user = new MiUser("bob");
+        em.persist(user);
+        em.flush(); // need the generated id before building the shared-PK child
+        MiProfile profile = new MiProfile("bob's bio", user);
+        em.persist(profile);
+        em.getTransaction().commit();
+        Long id = user.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        stats().clear();
+        MiUser loaded = em2.find(MiUser.class, id);
+        long queriesForUserOnly = stats().getPrepareStatementCount();
+        DEMO.info("MiUser.find() (no mappedBy field at all): {} query", queriesForUserOnly);
+
+        // Fetch profile ONLY when actually needed, using the shared PK -- no proxy required.
+        MiProfile profileOnDemand = em2.find(MiProfile.class, id);
+        long queriesAfterExplicitProfileFetch = stats().getPrepareStatementCount();
+        DEMO.info("explicit MiProfile.find() by shared PK when actually needed: {} total queries", queriesAfterExplicitProfileFetch);
+
+        assertThat(loaded).isNotNull();
+        assertThat(queriesForUserOnly)
+                .as("with @MapsId and no inverse mappedBy field, loading the user alone costs exactly 1 query")
+                .isEqualTo(1);
+        assertThat(profileOnDemand.getId()).isEqualTo(id);
+        assertThat(queriesAfterExplicitProfileFetch)
+                .as("fetching the profile only happens when the code actually asks for it")
+                .isEqualTo(2);
+        em2.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/bootstrap/EntityManagerBootstrapTest.java

@@ -0,0 +1,152 @@
+package com.ankurm.hibernatedemo.bootstrap;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.Persistence;
+import jakarta.persistence.PersistenceConfiguration;
+import jakarta.persistence.PersistenceException;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs ankurm.com post 4855 (bootstrapping EntityManager). Docs: docs/17-entitymanager-bootstrap.md.
+ *
+ * <p>Deliberately plain JUnit, NOT {@code @SpringBootTest} -- the whole point of this chapter is
+ * bootstrapping a raw JPA {@link EntityManagerFactory} with no Spring involved, exactly as a
+ * Java SE application or a unit test outside a Spring context would. The XML path reads
+ * {@code src/test/resources/META-INF/persistence.xml}; the programmatic path uses Jakarta
+ * Persistence 3.2's {@link PersistenceConfiguration}, new in this version.
+ *
+ * <p>Run with {@code ./mvnw -Dtest=EntityManagerBootstrapTest test}.
+ */
+class EntityManagerBootstrapTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Test
+    void xmlBootstrap_createsFactoryFromPersistenceXmlAndPersistsAUser() {
+        // No properties map passed here at all -- everything comes from
+        // META-INF/persistence.xml on the test classpath, resolved purely by unit name.
+        try (EntityManagerFactory emf = Persistence.createEntityManagerFactory("XmlBootstrapPU")) {
+            EntityManager em = emf.createEntityManager();
+            em.getTransaction().begin();
+            BootstrapUser user = new BootstrapUser("Ankur", "[email protected]");
+            em.persist(user);
+            em.getTransaction().commit();
+            Long id = user.getId();
+            em.close();
+
+            EntityManager reader = emf.createEntityManager();
+            BootstrapUser reloaded = reader.find(BootstrapUser.class, id);
+            assertThat(reloaded).isNotNull();
+            assertThat(reloaded.getEmail()).isEqualTo("[email protected]");
+            reader.close();
+            DEMO.info("xmlBootstrap: persisted and reloaded user id={}", id);
+        }
+    }
+
+    @Test
+    void programmaticBootstrap_needsNoPersistenceXmlUnitOnClasspath() {
+        // "ProgrammaticPU" has NO matching <persistence-unit> anywhere in persistence.xml --
+        // this only works at all if PersistenceConfiguration genuinely bypasses XML lookup.
+        PersistenceConfiguration config = new PersistenceConfiguration("ProgrammaticPU")
+                .provider("org.hibernate.jpa.HibernatePersistenceProvider")
+                .managedClass(BootstrapUser.class)
+                .property(PersistenceConfiguration.JDBC_DRIVER, "org.h2.Driver")
+                .property(PersistenceConfiguration.JDBC_URL, "jdbc:h2:mem:bootstrap-programmatic;DB_CLOSE_DELAY=-1")
+                .property(PersistenceConfiguration.JDBC_USER, "sa")
+                .property(PersistenceConfiguration.JDBC_PASSWORD, "")
+                .property("hibernate.hbm2ddl.auto", "create-drop");
+
+        try (EntityManagerFactory emf = config.createEntityManagerFactory()) {
+            EntityManager em = emf.createEntityManager();
+            em.getTransaction().begin();
+            BootstrapUser user = new BootstrapUser("Programmatic", "[email protected]");
+            em.persist(user);
+            em.getTransaction().commit();
+            Long id = user.getId();
+            em.close();
+
+            EntityManager reader = emf.createEntityManager();
+            assertThat(reader.find(BootstrapUser.class, id)).isNotNull();
+            reader.close();
+            DEMO.info("programmaticBootstrap: persisted user id={} with zero persistence.xml units named 'ProgrammaticPU'", id);
+        }
+    }
+
+    @Test
+    void persistenceUnitName_inProgrammaticConfig_doesNotTriggerXmlSearch() {
+        // Reusing "XmlBootstrapPU" -- the EXACT SAME name as the real XML unit -- but with
+        // completely different properties built purely in code, pointed at a third database.
+        // If the name alone triggered an XML lookup/merge, this factory would end up
+        // connected to bootstrap-xml (the XML unit's database) instead. It doesn't.
+        PersistenceConfiguration config = new PersistenceConfiguration("XmlBootstrapPU")
+                .provider("org.hibernate.jpa.HibernatePersistenceProvider")
+                .managedClass(BootstrapUser.class)
+                .property(PersistenceConfiguration.JDBC_DRIVER, "org.h2.Driver")
+                .property(PersistenceConfiguration.JDBC_URL, "jdbc:h2:mem:bootstrap-namecollision;DB_CLOSE_DELAY=-1")
+                .property(PersistenceConfiguration.JDBC_USER, "sa")
+                .property(PersistenceConfiguration.JDBC_PASSWORD, "")
+                .property("hibernate.hbm2ddl.auto", "create-drop");
+
+        try (EntityManagerFactory emf = config.createEntityManagerFactory()) {
+            EntityManager em = emf.createEntityManager();
+            @SuppressWarnings("unchecked")
+            java.util.List<Object> row = em.createNativeQuery("SELECT DATABASE()").getResultList();
+            String actualDb = (String) row.get(0);
+            assertThat(actualDb).as("the programmatic config's own JDBC URL won, not the XML unit's")
+                    .isEqualToIgnoringCase("BOOTSTRAP-NAMECOLLISION");
+            em.close();
+            DEMO.info("persistenceUnitNameCollision: connected database = {} (unit name 'XmlBootstrapPU' reused on purpose)", actualDb);
+        }
+    }
+
+    @Test
+    void unconfiguredUnitName_failsWithPersistenceException_notSilently() {
+        // "TotallyUnknownPU" exists neither in persistence.xml nor as a PersistenceConfiguration
+        // -- Persistence.createEntityManagerFactory(name) with no config map has nowhere left
+        // to look.
+        assertThatThrownBy(() -> Persistence.createEntityManagerFactory("TotallyUnknownPU"))
+                .isInstanceOf(PersistenceException.class)
+                .satisfies(ex -> {
+                    DEMO.info("unconfiguredUnitName: {}: {}", ex.getClass().getName(), ex.getMessage());
+                    assertThat(ex.getMessage()).contains("TotallyUnknownPU");
+                });
+    }
+
+    @Test
+    void repeatedFactoryCreation_isMeasurablyExpensive() {
+        // Not a Metaspace OOM reproduction -- that needs sustained, uncollectable class-loader
+        // growth over many thousands of factories and isn't something to actually trigger in a
+        // shared CI sandbox. What IS safely measurable: EntityManagerFactory creation is not
+        // cheap, which is the whole reason "never create one per request" is the rule in the
+        // first place.
+        PersistenceConfiguration config = new PersistenceConfiguration("TimingPU")
+                .provider("org.hibernate.jpa.HibernatePersistenceProvider")
+                .managedClass(BootstrapUser.class)
+                .property(PersistenceConfiguration.JDBC_DRIVER, "org.h2.Driver")
+                .property(PersistenceConfiguration.JDBC_URL, "jdbc:h2:mem:bootstrap-timing;DB_CLOSE_DELAY=-1")
+                .property(PersistenceConfiguration.JDBC_USER, "sa")
+                .property(PersistenceConfiguration.JDBC_PASSWORD, "")
+                .property("hibernate.hbm2ddl.auto", "create-drop");
+
+        long factoryStart = System.nanoTime();
+        EntityManagerFactory emf = config.createEntityManagerFactory();
+        long factoryMillis = (System.nanoTime() - factoryStart) / 1_000_000;
+
+        long emStart = System.nanoTime();
+        EntityManager em = emf.createEntityManager();
+        long emMillis = (System.nanoTime() - emStart) / 1_000_000;
+        em.close();
+        emf.close();
+
+        assertThat(factoryMillis).as("factory creation happened and was timed").isGreaterThanOrEqualTo(0);
+        DEMO.info("repeatedFactoryCreation: createEntityManagerFactory() took {} ms, createEntityManager() took {} ms -- "
+                + "the factory call is the one doing schema validation, service registry bootstrap, and metadata scanning; "
+                + "the EntityManager call is comparatively trivial", factoryMillis, emMillis);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/cache/BulkUpdateBypassesCacheTest.java

@@ -0,0 +1,195 @@
+package com.ankurm.hibernatedemo.cache;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.Transaction;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+
+/**
+ * Checks the original article's claim -- "Bulk HQL mutations bypass cache: a bulk update leaves
+ * an already-cached entity stale until it is manually evicted" -- against what actually happens.
+ * The claim is FALSE both for HQL/JPQL bulk statements and, once actually measured, for native
+ * SQL bulk statements too: a fresh session sees the new value immediately in both cases, with no
+ * manual eviction step needed for either.
+ *
+ * <p>For {@code Session.createMutationQuery(...).executeUpdate()}, verified by disassembling
+ * {@code hibernate-core-7.4.5.Final.jar}: every bulk HQL/JPQL {@code update}/{@code delete}
+ * registers a {@code org.hibernate.action.internal.BulkOperationCleanupAction} as an
+ * after-transaction-completion process. Its {@code EntityCleanup} inner class calls {@code
+ * EntityDataAccess.lockRegion()} then {@code EntityDataAccess.removeAll(session)} for every
+ * entity type the statement's "query spaces" (tables) touch. Hibernate knows which entity types
+ * are affected because {@code createMutationQuery} parses the HQL/JPQL itself.
+ *
+ * <p>The natural next question -- and the original hypothesis behind the second test below --
+ * was whether a bulk update fired as raw/native SQL escapes this, since Hibernate's HQL parser
+ * never sees it and so cannot name the affected "query spaces" for {@code
+ * BulkOperationCleanupAction} to key off of. Measuring it disproves the hypothesis: Hibernate's
+ * actual default for an unqualified native DML statement is the conservative opposite of "do
+ * nothing" -- unable to prove which regions are safe, it invalidates every region it knows about.
+ * The entity cache still ends up empty after the statement, just reached by a different path.
+ *
+ * <p>Docs: docs/18-ehcache-l2-configuration.md
+ */
+class BulkUpdateBypassesCacheTest {
+
+    private StandardServiceRegistry registry;
+    private SessionFactory sessionFactory;
+
+    private void boot() {
+        registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:bulkbypass;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting("hibernate.generate_statistics", "true")
+                .applySetting("hibernate.cache.use_second_level_cache", "true")
+                .applySetting("hibernate.cache.region.factory_class", "jcache")
+                .applySetting("hibernate.javax.cache.provider", "org.ehcache.jsr107.EhcacheCachingProvider")
+                .applySetting("hibernate.javax.cache.uri", "ehcache-chapter18.xml")
+                .build();
+        Metadata metadata = new MetadataSources(registry)
+                .addAnnotatedClass(CacheProduct.class)
+                .buildMetadata();
+        sessionFactory = metadata.buildSessionFactory();
+    }
+
+    @AfterEach
+    void tearDown() {
+        if (sessionFactory != null) {
+            sessionFactory.close();
+        }
+        if (registry != null) {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    @Test
+    void bulkHqlUpdate_doesNotLeaveTheL2EntityCacheStale_becauseHibernateAutoEvictsTheRegion() {
+        boot();
+
+        Long id;
+        try (Session seed = sessionFactory.openSession()) {
+            Transaction tx = seed.beginTransaction();
+            CacheProduct p = new CacheProduct("Laptop Pro", 1199.0);
+            seed.persist(p);
+            tx.commit();
+            id = p.getId();
+        }
+
+        // Populate/confirm the L2 region with the original price via a plain get() in its own session.
+        try (Session warm = sessionFactory.openSession()) {
+            CacheProduct p = warm.get(CacheProduct.class, id);
+            assertThat(p.getPrice()).isEqualTo(1199.0);
+        }
+
+        // Bulk HQL/JPQL UPDATE: Hibernate parses this itself, knows CacheProduct's table is a
+        // "query space" the statement touches, and registers a BulkOperationCleanupAction that
+        // evicts CacheProduct's entire L2 region right after this transaction commits.
+        try (Session bulk = sessionFactory.openSession()) {
+            Transaction tx = bulk.beginTransaction();
+            int updated = bulk.createMutationQuery("update CacheProduct set price = :newPrice where id = :id")
+                    .setParameter("newPrice", 999.0)
+                    .setParameter("id", id)
+                    .executeUpdate();
+            tx.commit();
+            assertThat(updated).isEqualTo(1);
+        }
+
+        // A brand-new session's get() -- does it see the new price, or the stale cached one?
+        Double priceSeenAfterBulkUpdate;
+        try (Session after = sessionFactory.openSession()) {
+            priceSeenAfterBulkUpdate = after.get(CacheProduct.class, id).getPrice();
+        }
+
+        System.out.println("RESULT[cache-bulk-update-hql-not-stale]: price in the database after the bulk HQL "
+                + "update=999.0 | price a brand-new session's get() actually returns=" + priceSeenAfterBulkUpdate
+                + " -- contrary to the original article, a bulk HQL update via createMutationQuery does NOT "
+                + "leave the L2 cache stale. BulkOperationCleanupAction evicts CacheProduct's entire region "
+                + "automatically once the statement's transaction commits, so no manual "
+                + "sessionFactory.getCache().evictEntityData(...) call is needed for this case.");
+
+        assertThat(priceSeenAfterBulkUpdate)
+                .as("corrected finding: a fresh session sees the real 999.0 immediately -- the bulk HQL "
+                        + "update did not leave a stale cache entry behind")
+                .isEqualTo(999.0);
+    }
+
+    @Test
+    void bulkNativeSqlUpdate_alsoDoesNotLeaveTheCacheStale_hibernateInvalidatesEverythingItCannotParse() {
+        boot();
+        Statistics stats = sessionFactory.getStatistics();
+
+        Long id;
+        try (Session seed = sessionFactory.openSession()) {
+            Transaction tx = seed.beginTransaction();
+            CacheProduct p = new CacheProduct("Laptop Pro", 1199.0);
+            seed.persist(p);
+            tx.commit();
+            id = p.getId();
+        }
+
+        // Populate/confirm the L2 region with the original price via a plain get() in its own session.
+        try (Session warm = sessionFactory.openSession()) {
+            CacheProduct p = warm.get(CacheProduct.class, id);
+            assertThat(p.getPrice()).isEqualTo(1199.0);
+        }
+        long l2PutsAfterWarm = stats.getSecondLevelCachePutCount();
+
+        // Raw/native SQL UPDATE: Hibernate's HQL parser never sees this statement, so it cannot
+        // name the specific "query spaces" (tables) it touches the way createMutationQuery does.
+        // The hypothesis going in was that this means NO cache eviction happens at all -- that
+        // hypothesis is wrong, and disproven by the assertions below. Hibernate's actual behavior
+        // for an unqualified native DML statement is the conservative opposite: since it cannot
+        // prove which regions are safe, it treats every known cache region as a possibly-affected
+        // query space and invalidates all of them, exactly as if the statement had touched
+        // everything. This is confirmed here by getSecondLevelCacheHitCount() staying at zero on
+        // the read after the native update, even though the entity was demonstrably cached going
+        // in (l2PutsAfterWarm is 1, not 0).
+        try (Session bulk = sessionFactory.openSession()) {
+            Transaction tx = bulk.beginTransaction();
+            int updated = bulk.createNativeQuery("update CacheProduct set price = :newPrice where id = :id")
+                    .setParameter("newPrice", 999.0)
+                    .setParameter("id", id)
+                    .executeUpdate();
+            tx.commit();
+            assertThat(updated).isEqualTo(1);
+        }
+
+        long l2HitsBeforeRead = stats.getSecondLevelCacheHitCount();
+        Double priceSeenAfterNativeUpdate;
+        try (Session after = sessionFactory.openSession()) {
+            priceSeenAfterNativeUpdate = after.get(CacheProduct.class, id).getPrice();
+        }
+        long l2HitsAfterRead = stats.getSecondLevelCacheHitCount();
+
+        System.out.println("RESULT[cache-bulk-update-native-not-stale]: price in the database after the native "
+                + "SQL update=999.0 | price a brand-new session's get() actually returns="
+                + priceSeenAfterNativeUpdate + " | L2 puts recorded before the native update=" + l2PutsAfterWarm
+                + " | L2 hits before/after the post-update read=" + l2HitsBeforeRead + "/" + l2HitsAfterRead
+                + " -- the original hypothesis (native SQL bypasses query-space tracking, so the L2 entry "
+                + "survives stale) was WRONG. The entity WAS cached (one L2 put), yet the post-update read is "
+                + "not an L2 hit at all: Hibernate cannot verify a native statement's affected tables, so it "
+                + "conservatively invalidates every region it knows about rather than none of them.");
+
+        assertThat(l2PutsAfterWarm)
+                .as("the entity really was put into the L2 region by the warm-up get()")
+                .isEqualTo(1L);
+        assertThat(priceSeenAfterNativeUpdate)
+                .as("corrected finding: a native SQL update does not leave the cache stale either -- "
+                        + "Hibernate's conservative default invalidates the region instead")
+                .isEqualTo(999.0);
+        assertThat(l2HitsAfterRead)
+                .as("and the read after the native update is not served from L2 at all -- it is a "
+                        + "genuine re-query, not a lucky freshly-recomputed cache entry")
+                .isEqualTo(l2HitsBeforeRead);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/cache/CacheApiNamespaceTest.java

@@ -0,0 +1,63 @@
+package com.ankurm.hibernatedemo.cache;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+
+import org.junit.jupiter.api.Test;
+
+/**
+ * The original article claimed: "Without the jakarta classifier, Ehcache 3 ships with the older
+ * javax.cache JCache API. Hibernate 7 requires the jakarta.cache namespace. Using the wrong
+ * artifact causes a ClassNotFoundException or NoSuchMethodError at startup." That claim is
+ * checked here directly against the classpath rather than repeated.
+ *
+ * <p>JSR-107 (JCache) was never migrated to the Jakarta namespace by its spec maintainers --
+ * unlike JPA, Bean Validation, or Servlet. {@code javax.cache.Caching} is the one and only API
+ * class, with or without Ehcache's own "jakarta" classifier. That classifier is Ehcache's own
+ * internal choice of JAXB runtime major version (used to parse its own {@code ehcache.xml}), not
+ * a JCache API namespace switch -- confirmed by comparing the two classifier jars' Gradle module
+ * metadata (one depends on {@code jaxb-runtime [2.2,3)}, the other on {@code [3,3.1)}) and by
+ * disassembling {@code ConfigurationParser.class} in both jars, which import
+ * {@code javax.xml.bind} and {@code jakarta.xml.bind} respectively -- never {@code javax.cache}
+ * or a {@code jakarta.cache} package, because the latter does not exist.
+ *
+ * <p>Docs: docs/18-ehcache-l2-configuration.md
+ */
+class CacheApiNamespaceTest {
+
+    @Test
+    void javaxCacheApi_isOnTheClasspath_regardlessOfEhcachesJakartaClassifier() throws ClassNotFoundException {
+        Class<?> caching = Class.forName("javax.cache.Caching");
+        Class<?> cacheManager = Class.forName("javax.cache.CacheManager");
+
+        System.out.println("RESULT[cache-api-namespace]: javax.cache.Caching loads fine from this classpath "
+                + "(jar: " + caching.getProtectionDomain().getCodeSource().getLocation() + ")");
+
+        assertThat(caching).isNotNull();
+        assertThat(cacheManager).isNotNull();
+    }
+
+    @Test
+    void jakartaCacheNamespace_doesNotExist_onThisClasspathOrAnyOther() {
+        Throwable thrown = catchClassNotFound("jakarta.cache.Cache");
+
+        System.out.println("RESULT[cache-api-no-jakarta-namespace]: Class.forName(\"jakarta.cache.Cache\") -> "
+                + thrown.getClass().getSimpleName()
+                + " -- JSR-107 was never renamed to a jakarta.cache package, with or without Ehcache's "
+                + "own \"jakarta\" classifier on org.ehcache:ehcache.");
+
+        assertThatThrownBy(() -> Class.forName("jakarta.cache.Cache"))
+                .as("no jakarta.cache package has ever existed -- JCache (JSR-107) kept the javax.cache "
+                        + "namespace even after Jakarta EE 9's javax->jakarta rename")
+                .isInstanceOf(ClassNotFoundException.class);
+    }
+
+    private static Throwable catchClassNotFound(String className) {
+        try {
+            Class.forName(className);
+            return null;
+        } catch (Throwable t) {
+            return t;
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/cache/EntityL2CacheTest.java

@@ -0,0 +1,105 @@
+package com.ankurm.hibernatedemo.cache;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.Transaction;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+
+/**
+ * The ordinary case the original article's {@code Product} class was built around: PK lookups
+ * of a {@code @Cacheable}/{@code @Cache}-annotated entity, served from Ehcache after the first
+ * session closes, following the same isolated-SessionFactory pattern as chapter 06's
+ * {@code NaturalIdL2CacheTest} so this never touches the shared Spring context.
+ *
+ * <p>Docs: docs/18-ehcache-l2-configuration.md
+ */
+class EntityL2CacheTest {
+
+    private StandardServiceRegistry registry;
+    private SessionFactory sessionFactory;
+
+    private void boot() {
+        registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:entityl2;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting("hibernate.generate_statistics", "true")
+                .applySetting("hibernate.cache.use_second_level_cache", "true")
+                .applySetting("hibernate.cache.region.factory_class", "jcache")
+                .applySetting("hibernate.javax.cache.provider", "org.ehcache.jsr107.EhcacheCachingProvider")
+                .applySetting("hibernate.javax.cache.uri", "ehcache-chapter18.xml")
+                .build();
+        Metadata metadata = new MetadataSources(registry)
+                .addAnnotatedClass(CacheProduct.class)
+                .buildMetadata();
+        sessionFactory = metadata.buildSessionFactory();
+    }
+
+    @AfterEach
+    void tearDown() {
+        if (sessionFactory != null) {
+            sessionFactory.close();
+        }
+        if (registry != null) {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    @Test
+    void getById_fromABrandNewSession_isServedFromL2WithNoSql() {
+        boot();
+        Statistics stats = sessionFactory.getStatistics();
+
+        Long id;
+        try (Session seed = sessionFactory.openSession()) {
+            Transaction tx = seed.beginTransaction();
+            CacheProduct p = new CacheProduct("Laptop Pro", 1199.0);
+            seed.persist(p);
+            tx.commit();
+            id = p.getId();
+        }
+
+        stats.clear();
+        try (Session s1 = sessionFactory.openSession()) {
+            CacheProduct p = s1.get(CacheProduct.class, id);
+            assertThat(p.getName()).isEqualTo("Laptop Pro");
+        }
+        long queriesAfterSession1 = stats.getPrepareStatementCount();
+
+        try (Session s2 = sessionFactory.openSession()) {
+            CacheProduct p = s2.get(CacheProduct.class, id);
+            assertThat(p.getName()).isEqualTo("Laptop Pro");
+        }
+        long queriesAfterSession2 = stats.getPrepareStatementCount();
+        long l2HitsAfterSession2 = stats.getSecondLevelCacheHitCount();
+
+        System.out.println("RESULT[cache-entity-l2]: session1 (first get() after persist+commit) cumulative queries="
+                + queriesAfterSession1 + " | session2 (brand-new session, same id) cumulative queries="
+                + queriesAfterSession2 + ", L2 entity cache hits=" + l2HitsAfterSession2);
+
+        // Surprise, and the same one chapter 06 already documented for @NaturalIdCache: persist()
+        // + commit() populates the L2 entity cache region itself, before anyone ever calls get().
+        // So "session1" here is ALREADY a cache hit, not a cold DB read -- there is no query left
+        // for session1's own get() to save. This generalizes chapter 06's natural-id finding to
+        // plain @Cacheable/@Cache entity caching too, not just @NaturalIdCache.
+        assertThat(queriesAfterSession1)
+                .as("persist()+commit() already populated the L2 region -- session1's get() fires no SQL")
+                .isZero();
+        assertThat(queriesAfterSession2)
+                .as("session2, a brand-new session, must not fire any query either -- served from L2")
+                .isEqualTo(queriesAfterSession1);
+        assertThat(l2HitsAfterSession2)
+                .as("both get() calls (session1 and session2) register as L2 entity cache hits")
+                .isEqualTo(2L);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/cache/MissingUpdateTimestampsRegionTest.java

@@ -0,0 +1,119 @@
+package com.ankurm.hibernatedemo.cache;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.junit.jupiter.api.Test;
+
+/**
+ * Checks the original article's claim -- "Missing default-update-timestamps-region: Required for
+ * the Query Cache -- omitting it causes startup errors" -- by actually omitting it, rather than
+ * repeating the warning unverified. The claim is FALSE for this stack: {@code SessionFactory}
+ * builds with no error at all.
+ *
+ * <p>{@code hibernate-jcache}'s default {@code MissingCacheStrategy} is {@code CREATE_WARN}
+ * (external representation {@code "create-warn"}, confirmed by disassembling {@code
+ * MissingCacheStrategy.class} in {@code hibernate-jcache-7.4.5.Final.jar}): a missing region is
+ * created on the fly with provider-specific default policies, and Hibernate only logs {@code
+ * HHH90001006}. Setting {@code hibernate.javax.cache.missing_cache_strategy} to {@code "fail"}
+ * turns this into the hard startup error the article describes; {@code "create"} keeps the
+ * auto-create behavior but silences the warning.
+ *
+ * <p>Docs: docs/18-ehcache-l2-configuration.md
+ */
+class MissingUpdateTimestampsRegionTest {
+
+    @Test
+    void queryCacheEnabled_withNoUpdateTimestampsRegionInEhcacheXml_buildsFineWithOnlyAWarning() {
+        StandardServiceRegistry registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:missingtimestamps;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting("hibernate.cache.use_second_level_cache", "true")
+                .applySetting("hibernate.cache.use_query_cache", "true")
+                .applySetting("hibernate.cache.region.factory_class", "jcache")
+                .applySetting("hibernate.javax.cache.provider", "org.ehcache.jsr107.EhcacheCachingProvider")
+                .applySetting("hibernate.javax.cache.uri", "ehcache-chapter18-missing-timestamps.xml")
+                .build();
+        try {
+            Metadata metadata = new MetadataSources(registry)
+                    .addAnnotatedClass(CacheProduct.class)
+                    .buildMetadata();
+
+            Throwable thrown = catchThrowableFromBuildSessionFactory(metadata);
+
+            System.out.println("RESULT[cache-missing-timestamps-region]: "
+                    + (thrown == null
+                            ? "SessionFactory built with NO error -- contrary to the original article, the "
+                                    + "default MissingCacheStrategy (CREATE_WARN) auto-creates the missing "
+                                    + "default-update-timestamps-region and only logs HHH90001006"
+                            : thrown.getClass().getName() + ": " + rootMessage(thrown)));
+
+            assertThat(thrown)
+                    .as("corrected finding: with the default missing_cache_strategy, a missing "
+                            + "default-update-timestamps-region does NOT fail SessionFactory startup")
+                    .isNull();
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    @Test
+    void settingMissingCacheStrategyToFail_reproducesTheHardStartupErrorTheArticleDescribed() {
+        StandardServiceRegistry registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:missingtimestampsfail;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting("hibernate.cache.use_second_level_cache", "true")
+                .applySetting("hibernate.cache.use_query_cache", "true")
+                .applySetting("hibernate.cache.region.factory_class", "jcache")
+                .applySetting("hibernate.javax.cache.provider", "org.ehcache.jsr107.EhcacheCachingProvider")
+                .applySetting("hibernate.javax.cache.uri", "ehcache-chapter18-missing-timestamps.xml")
+                .applySetting("hibernate.javax.cache.missing_cache_strategy", "fail")
+                .build();
+        try {
+            Metadata metadata = new MetadataSources(registry)
+                    .addAnnotatedClass(CacheProduct.class)
+                    .buildMetadata();
+
+            Throwable thrown = catchThrowableFromBuildSessionFactory(metadata);
+
+            System.out.println("RESULT[cache-missing-timestamps-region-strict]: "
+                    + "hibernate.javax.cache.missing_cache_strategy=fail -> "
+                    + (thrown == null ? "SessionFactory built with NO error"
+                            : thrown.getClass().getName() + ": " + rootMessage(thrown))
+                    + " -- this is how to opt into the hard-failure behavior the original article assumed "
+                    + "was the default.");
+
+            assertThat(thrown)
+                    .as("with missing_cache_strategy explicitly set to fail, a missing "
+                            + "default-update-timestamps-region does cause a startup error -- this is an "
+                            + "opt-in, not the default")
+                    .isNotNull();
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    private static Throwable catchThrowableFromBuildSessionFactory(Metadata metadata) {
+        try {
+            metadata.buildSessionFactory().close();
+            return null;
+        } catch (Throwable t) {
+            return t;
+        }
+    }
+
+    private static String rootMessage(Throwable t) {
+        Throwable cause = t;
+        while (cause.getCause() != null) {
+            cause = cause.getCause();
+        }
+        return cause.getMessage();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/cache/QueryCacheWithoutEntityCacheTest.java

@@ -0,0 +1,138 @@
+package com.ankurm.hibernatedemo.cache;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import java.util.List;
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.Transaction;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.query.Query;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+
+/**
+ * Checks the original article's claim -- "Query Cache without Entity Cache causes N+1 selects" --
+ * by actually measuring it rather than repeating it. The claim does NOT hold: with {@link
+ * UncachedProduct} carrying no {@code @Cacheable}/{@code @Cache} at all, a second, brand-new
+ * session repeating the same {@code setCacheable(true)} query fires ZERO SQL statements, not five.
+ *
+ * <p>The query cache region does not store only the row ids. It stores the full hydrated tuple
+ * state of each result row (id plus every mapped column) at the moment the query first ran.
+ * Hibernate reconstitutes {@code UncachedProduct} instances directly from that stored tuple data
+ * on a cache hit -- no re-query of the rows, and (confirmed below via {@code
+ * getSecondLevelCacheHitCount()}) no dependency on the entity's own L2 region at all, because
+ * {@link UncachedProduct} does not have one. This test does not rule out an N+1 appearing for a
+ * query that returns associations Hibernate must still initialize per row, or for a partial-hit
+ * scenario after individual cache entries are evicted -- only the specific, simple case the
+ * article described (a flat entity, no associations, a repeated identical query) is measured and
+ * corrected here.
+ *
+ * <p>Docs: docs/18-ehcache-l2-configuration.md
+ */
+class QueryCacheWithoutEntityCacheTest {
+
+    private StandardServiceRegistry registry;
+    private SessionFactory sessionFactory;
+
+    private void boot() {
+        registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:querycachenoentity;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting("hibernate.generate_statistics", "true")
+                .applySetting("hibernate.cache.use_second_level_cache", "true")
+                .applySetting("hibernate.cache.use_query_cache", "true")
+                .applySetting("hibernate.cache.region.factory_class", "jcache")
+                .applySetting("hibernate.javax.cache.provider", "org.ehcache.jsr107.EhcacheCachingProvider")
+                .applySetting("hibernate.javax.cache.uri", "ehcache-chapter18.xml")
+                .build();
+        Metadata metadata = new MetadataSources(registry)
+                .addAnnotatedClass(UncachedProduct.class)
+                .buildMetadata();
+        sessionFactory = metadata.buildSessionFactory();
+    }
+
+    @AfterEach
+    void tearDown() {
+        if (sessionFactory != null) {
+            sessionFactory.close();
+        }
+        if (registry != null) {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    @Test
+    void cachedQuery_overUncachedEntities_repeatRunIsWorseThanNoCachingAtAll() {
+        boot();
+        Statistics stats = sessionFactory.getStatistics();
+
+        try (Session seed = sessionFactory.openSession()) {
+            Transaction tx = seed.beginTransaction();
+            for (int i = 1; i <= 5; i++) {
+                seed.persist(new UncachedProduct("Widget " + i));
+            }
+            tx.commit();
+        }
+
+        String hql = "select p from UncachedProduct p order by p.id";
+
+        stats.clear();
+        List<UncachedProduct> first;
+        try (Session s1 = sessionFactory.openSession()) {
+            Query<UncachedProduct> q = s1.createQuery(hql, UncachedProduct.class);
+            q.setCacheable(true);
+            first = q.list();
+        }
+        long queriesForFirstRun = stats.getPrepareStatementCount();
+        long queryCacheMissesAfterFirst = stats.getQueryCacheMissCount();
+
+        stats.clear();
+        List<UncachedProduct> second;
+        try (Session s2 = sessionFactory.openSession()) {
+            Query<UncachedProduct> q = s2.createQuery(hql, UncachedProduct.class);
+            q.setCacheable(true);
+            second = q.list();
+        }
+        long queriesForSecondRun = stats.getPrepareStatementCount();
+        long queryCacheHitsAfterSecond = stats.getQueryCacheHitCount();
+        long l2EntityHitsAfterSecond = stats.getSecondLevelCacheHitCount();
+
+        System.out.println("RESULT[cache-query-without-entity-cache]: first run (cold, new session) SQL statements="
+                + queriesForFirstRun + ", query-cache misses=" + queryCacheMissesAfterFirst
+                + " | second run (new session, query-cache HIT) SQL statements=" + queriesForSecondRun
+                + ", query-cache hits=" + queryCacheHitsAfterSecond
+                + ", L2 entity-cache hits=" + l2EntityHitsAfterSecond
+                + " -- contrary to the original article, the second run costs ZERO SQL statements: "
+                + "the query cache stores the full row tuples, not just the 5 ids, and Hibernate "
+                + "rebuilds UncachedProduct instances straight from that stored data. The zero L2 "
+                + "entity-cache hits confirm this does not depend on UncachedProduct having its own "
+                + "L2 region at all -- it has none.");
+
+        assertThat(first).hasSize(5);
+        assertThat(second).hasSize(5);
+        assertThat(queriesForFirstRun)
+                .as("the first, cold run executes the query itself as ONE statement")
+                .isEqualTo(1);
+        assertThat(queryCacheHitsAfterSecond)
+                .as("the second run IS a genuine query-cache hit")
+                .isEqualTo(1L);
+        assertThat(queriesForSecondRun)
+                .as("corrected finding: the second run costs ZERO SQL statements, not the 5 individual "
+                        + "SELECTs the original article claimed -- the query cache reconstitutes the "
+                        + "entities directly from its own stored tuple data")
+                .isZero();
+        assertThat(l2EntityHitsAfterSecond)
+                .as("and none of that reconstruction is an L2 entity-cache hit -- UncachedProduct has "
+                        + "no L2 region to hit, so the mechanism is the query cache's own stored data, "
+                        + "not a secretly-enabled entity cache")
+                .isZero();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/datetime/BasicTemporalTypesTest.java

@@ -0,0 +1,83 @@
+package com.ankurm.hibernatedemo.datetime;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.time.Instant;
+import java.time.LocalDate;
+import java.time.LocalDateTime;
+import java.time.LocalTime;
+import java.time.OffsetDateTime;
+import java.time.ZoneOffset;
+import java.time.ZonedDateTime;
+import java.util.Calendar;
+import java.util.Date;
+import java.util.GregorianCalendar;
+import java.util.TimeZone;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4876, docs/13-date-and-time-mapping.md chapter "Basic temporal types round trip".
+ * The generated DDL for {@code temporal_types} (visible in the captured log because
+ * {@code show_sql=true}) is the primary artifact here.
+ */
+@SpringBootTest
+class BasicTemporalTypesTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void roundTripEveryBasicTemporalType() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+
+        TemporalTypesEntity e = new TemporalTypesEntity();
+        e.setLocalDate(LocalDate.of(2026, 3, 15));
+        e.setLocalDateTime(LocalDateTime.of(2026, 3, 15, 10, 30, 45));
+        e.setLocalTime(LocalTime.of(10, 30, 45));
+        e.setInstant(Instant.parse("2026-03-15T10:30:45Z"));
+        e.setOffsetDateTime(OffsetDateTime.of(2026, 3, 15, 10, 30, 45, 0, ZoneOffset.ofHoursMinutes(5, 30)));
+        e.setZonedDateTime(ZonedDateTime.of(2026, 3, 15, 10, 30, 45, 0, java.time.ZoneId.of("Europe/Paris")));
+
+        Calendar cal = new GregorianCalendar(2026, Calendar.MARCH, 15, 10, 30, 45);
+        Date legacyDate = cal.getTime();
+        e.setLegacyDateAsDate(legacyDate);
+        e.setLegacyDateAsTimestamp(legacyDate);
+        e.setLegacyDateNoTemporal(legacyDate);
+        e.setLegacyCalendar(cal);
+
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        TemporalTypesEntity loaded = em2.find(TemporalTypesEntity.class, id);
+
+        DEMO.info("ROUNDTRIP localDate            = {}", loaded.getLocalDate());
+        DEMO.info("ROUNDTRIP localDateTime         = {}", loaded.getLocalDateTime());
+        DEMO.info("ROUNDTRIP localTime             = {}", loaded.getLocalTime());
+        DEMO.info("ROUNDTRIP instant               = {}", loaded.getInstant());
+        DEMO.info("ROUNDTRIP offsetDateTime        = {}", loaded.getOffsetDateTime());
+        DEMO.info("ROUNDTRIP zonedDateTime         = {}", loaded.getZonedDateTime());
+        DEMO.info("ROUNDTRIP legacyDateAsDate      = {}", loaded.getLegacyDateAsDate());
+        DEMO.info("ROUNDTRIP legacyDateAsTimestamp = {}", loaded.getLegacyDateAsTimestamp());
+        DEMO.info("ROUNDTRIP legacyDateNoTemporal  = {} (class={})", loaded.getLegacyDateNoTemporal(), loaded.getLegacyDateNoTemporal().getClass());
+        DEMO.info("ROUNDTRIP legacyCalendar        = {}", loaded.getLegacyCalendar() == null ? null : loaded.getLegacyCalendar().getTime());
+        DEMO.info("JVM default timezone during this run = {}", TimeZone.getDefault().getID());
+
+        assertThat(loaded.getLocalDate()).isEqualTo(LocalDate.of(2026, 3, 15));
+        assertThat(loaded.getLocalTime()).isEqualTo(LocalTime.of(10, 30, 45));
+        assertThat(loaded.getInstant()).isEqualTo(Instant.parse("2026-03-15T10:30:45Z"));
+        assertThat(loaded.getZonedDateTime().toInstant()).isEqualTo(e.getZonedDateTime().toInstant());
+        em2.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/datetime/JdbcTimeZoneTest.java

@@ -0,0 +1,74 @@
+package com.ankurm.hibernatedemo.datetime;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.time.LocalDateTime;
+import java.time.OffsetDateTime;
+import java.time.ZoneOffset;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.TestPropertySource;
+
+/**
+ * Backs ankurm.com post 4876, docs/13-date-and-time-mapping.md chapter "hibernate.jdbc.time_zone".
+ * Sets {@code hibernate.jdbc.time_zone=America/New_York} (JVM default left at whatever the
+ * build runs under) and observes: (1) what it does to a {@code LocalDateTime} (no offset of
+ * its own -- the JDBC time zone controls what wall-clock value is actually sent to the driver),
+ * and (2) whether it changes anything for a {@code TimeZoneStorage.NATIVE} OffsetDateTime,
+ * which already carries its own explicit offset.
+ */
+@SpringBootTest
+@TestPropertySource(properties = {
+        "spring.jpa.properties.hibernate.jdbc.time_zone=America/New_York"
+})
+class JdbcTimeZoneTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void jdbcTimeZone_affectsLocalDateTime_doesNotAffectExplicitOffset() {
+        LocalDateTime localDateTime = LocalDateTime.of(2026, 7, 4, 9, 0, 0);
+        OffsetDateTime explicitOffset = OffsetDateTime.of(2026, 7, 4, 9, 0, 0, 0, ZoneOffset.ofHoursMinutes(5, 30));
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        NanoPrecisionEntity np = new NanoPrecisionEntity();
+        np.setPlainLocalDateTime(localDateTime);
+        em.persist(np);
+
+        TimeZoneStorageEntity tz = new TimeZoneStorageEntity();
+        tz.setNativeMode(explicitOffset);
+        em.persist(tz);
+
+        em.getTransaction().commit();
+        Long npId = np.getId();
+        Long tzId = tz.getId();
+        em.close();
+
+        // Read back the raw stored value via native SQL to see the literal DB representation.
+        EntityManager em2 = emf.createEntityManager();
+        Object rawLocalDateTime = em2.createNativeQuery(
+                "SELECT CAST(plain_local_date_time AS VARCHAR) FROM nano_precision WHERE id = :id")
+                .setParameter("id", npId).getSingleResult();
+        Object rawOffset = em2.createNativeQuery(
+                "SELECT CAST(native_col AS VARCHAR) FROM tz_storage WHERE id = :id")
+                .setParameter("id", tzId).getSingleResult();
+
+        NanoPrecisionEntity npLoaded = em2.find(NanoPrecisionEntity.class, npId);
+        TimeZoneStorageEntity tzLoaded = em2.find(TimeZoneStorageEntity.class, tzId);
+
+        DEMO.info("hibernate.jdbc.time_zone=America/New_York -- original LocalDateTime = {}", localDateTime);
+        DEMO.info("hibernate.jdbc.time_zone=America/New_York -- raw DB value for LocalDateTime column = {}", rawLocalDateTime);
+        DEMO.info("hibernate.jdbc.time_zone=America/New_York -- round-tripped LocalDateTime = {}", npLoaded.getPlainLocalDateTime());
+        DEMO.info("hibernate.jdbc.time_zone=America/New_York -- original OffsetDateTime (NATIVE) = {}", explicitOffset);
+        DEMO.info("hibernate.jdbc.time_zone=America/New_York -- raw DB value for NATIVE offset column = {}", rawOffset);
+        DEMO.info("hibernate.jdbc.time_zone=America/New_York -- round-tripped OffsetDateTime (NATIVE) = {}", tzLoaded.getNativeMode());
+        em2.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/datetime/NanosecondTruncationHsqldbTest.java

@@ -0,0 +1,62 @@
+package com.ankurm.hibernatedemo.datetime;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.time.Instant;
+import java.time.LocalDateTime;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.TestPropertySource;
+
+/**
+ * Same experiment as {@link NanosecondTruncationTest} but against HSQLDB 2.7.3 in-memory,
+ * to see whether the microsecond rounding is H2-specific or shared. Docs: 13-date-and-time-mapping.md.
+ */
+@SpringBootTest
+@TestPropertySource(properties = {
+        "spring.datasource.url=jdbc:hsqldb:mem:nanotest;shutdown=true",
+        "spring.datasource.driver-class-name=org.hsqldb.jdbc.JDBCDriver",
+        "spring.datasource.username=SA",
+        "spring.datasource.password=",
+        "spring.jpa.database-platform=org.hibernate.dialect.HSQLDialect"
+})
+class NanosecondTruncationHsqldbTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void nanosecondsOnHsqldb() {
+        LocalDateTime withNanos = LocalDateTime.of(2026, 1, 1, 12, 0, 0, 123_456_789);
+        Instant instantWithNanos = Instant.ofEpochSecond(1_800_000_000L, 123_456_789);
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        NanoPrecisionEntity e = new NanoPrecisionEntity();
+        e.setPlainLocalDateTime(withNanos);
+        e.setHighPrecisionLocalDateTime(withNanos);
+        e.setPlainInstant(instantWithNanos);
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        NanoPrecisionEntity loaded = em2.find(NanoPrecisionEntity.class, id);
+
+        DEMO.info("HSQLDB 2.7.3: original LocalDateTime nanos          = {}", withNanos.getNano());
+        DEMO.info("HSQLDB 2.7.3: plain column (precision default) nanos = {} (value={})",
+                loaded.getPlainLocalDateTime().getNano(), loaded.getPlainLocalDateTime());
+        DEMO.info("HSQLDB 2.7.3: @Column(precision=9) column nanos      = {} (value={})",
+                loaded.getHighPrecisionLocalDateTime().getNano(), loaded.getHighPrecisionLocalDateTime());
+        DEMO.info("HSQLDB 2.7.3: original Instant nanos                 = {}", instantWithNanos.getNano());
+        DEMO.info("HSQLDB 2.7.3: plain Instant column nanos             = {} (value={})",
+                loaded.getPlainInstant().getNano(), loaded.getPlainInstant());
+        em2.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/datetime/NanosecondTruncationTest.java

@@ -0,0 +1,54 @@
+package com.ankurm.hibernatedemo.datetime;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.time.Instant;
+import java.time.LocalDateTime;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4876, docs/13-date-and-time-mapping.md chapter "Second-precision / truncation".
+ * Default (H2) profile here; see {@link NanosecondTruncationHsqldbTest} for the HSQLDB variant.
+ */
+@SpringBootTest
+class NanosecondTruncationTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void nanosecondsOnH2() {
+        LocalDateTime withNanos = LocalDateTime.of(2026, 1, 1, 12, 0, 0, 123_456_789);
+        Instant instantWithNanos = Instant.ofEpochSecond(1_800_000_000L, 123_456_789);
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        NanoPrecisionEntity e = new NanoPrecisionEntity();
+        e.setPlainLocalDateTime(withNanos);
+        e.setHighPrecisionLocalDateTime(withNanos);
+        e.setPlainInstant(instantWithNanos);
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        NanoPrecisionEntity loaded = em2.find(NanoPrecisionEntity.class, id);
+
+        DEMO.info("H2 2.4.240: original LocalDateTime nanos          = {}", withNanos.getNano());
+        DEMO.info("H2 2.4.240: plain column (precision default) nanos = {} (value={})",
+                loaded.getPlainLocalDateTime().getNano(), loaded.getPlainLocalDateTime());
+        DEMO.info("H2 2.4.240: @Column(precision=9) column nanos      = {} (value={})",
+                loaded.getHighPrecisionLocalDateTime().getNano(), loaded.getHighPrecisionLocalDateTime());
+        DEMO.info("H2 2.4.240: original Instant nanos                 = {}", instantWithNanos.getNano());
+        DEMO.info("H2 2.4.240: plain Instant column nanos             = {} (value={})",
+                loaded.getPlainInstant().getNano(), loaded.getPlainInstant());
+        em2.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/datetime/TemporalAnnotationTest.java

@@ -0,0 +1,45 @@
+package com.ankurm.hibernatedemo.datetime;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.time.Instant;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4876, docs/13-date-and-time-mapping.md chapter "@Temporal verified".
+ * The application context bootstrapping successfully with {@link TemporalOnJavaTimeEntity} on
+ * the classpath is itself the finding: Hibernate 7.4.5 does NOT reject the misuse at boot.
+ */
+@SpringBootTest
+class TemporalAnnotationTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void temporalAnnotationOnInstantIsSilentlyIgnored_bootSucceedsAndValueRoundTrips() {
+        Instant now = Instant.parse("2026-05-20T09:15:30Z");
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        TemporalOnJavaTimeEntity e = new TemporalOnJavaTimeEntity();
+        e.setInstantWithTemporalAnnotation(now);
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        TemporalOnJavaTimeEntity loaded = em2.find(TemporalOnJavaTimeEntity.class, id);
+        DEMO.info("@Temporal(TIMESTAMP) on Instant field: boot succeeded, round-tripped value = {} (expected {})",
+                loaded.getInstantWithTemporalAnnotation(), now);
+        em2.close();
+
+        org.assertj.core.api.Assertions.assertThat(loaded.getInstantWithTemporalAnnotation()).isEqualTo(now);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/datetime/TimeZoneStorageTest.java

@@ -0,0 +1,61 @@
+package com.ankurm.hibernatedemo.datetime;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.time.OffsetDateTime;
+import java.time.ZoneOffset;
+import java.util.TimeZone;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4876, docs/13-date-and-time-mapping.md chapter "The central experiment".
+ * Stores an {@code OffsetDateTime} with offset {@code +05:30} through every
+ * {@code @TimeZoneStorage} mode and logs exactly what offset comes back. Run this same test
+ * under different {@code -Duser.timezone} values (see docs/output capture commands) to observe
+ * the JVM-default-timezone hazard.
+ */
+@SpringBootTest
+class TimeZoneStorageTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void storeNonUtcOffsetAndReadBackUnderEveryMode() {
+        OffsetDateTime original = OffsetDateTime.of(2026, 6, 15, 14, 0, 0, 0, ZoneOffset.ofHoursMinutes(5, 30));
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        TimeZoneStorageEntity e = new TimeZoneStorageEntity();
+        e.setNoAnnotation(original);
+        e.setNativeMode(original);
+        e.setNormalizeMode(original);
+        e.setNormalizeUtcMode(original);
+        e.setColumnMode(original);
+        e.setAutoMode(original);
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        TimeZoneStorageEntity loaded = em2.find(TimeZoneStorageEntity.class, id);
+
+        DEMO.info("JVM user.timezone system property = {}", System.getProperty("user.timezone"));
+        DEMO.info("JVM TimeZone.getDefault()          = {}", TimeZone.getDefault().getID());
+        DEMO.info("ORIGINAL stored                     = {}", original);
+        DEMO.info("TZ_MODE no-annotation (default)     = {}", loaded.getNoAnnotation());
+        DEMO.info("TZ_MODE NATIVE                       = {}", loaded.getNativeMode());
+        DEMO.info("TZ_MODE NORMALIZE                    = {}", loaded.getNormalizeMode());
+        DEMO.info("TZ_MODE NORMALIZE_UTC                = {}", loaded.getNormalizeUtcMode());
+        DEMO.info("TZ_MODE COLUMN                       = {}", loaded.getColumnMode());
+        DEMO.info("TZ_MODE AUTO                         = {}", loaded.getAutoMode());
+        em2.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/hikari/HikariLeakDetectionTest.java

@@ -0,0 +1,119 @@
+package com.ankurm.hibernatedemo.hikari;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import ch.qos.logback.classic.Logger;
+import ch.qos.logback.classic.spi.ILoggingEvent;
+import ch.qos.logback.core.read.ListAppender;
+import com.zaxxer.hikari.HikariConfig;
+import com.zaxxer.hikari.HikariDataSource;
+import java.sql.Connection;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.LoggerFactory;
+
+/**
+ * The original article's "leak detection" advice was a single line -- "set
+ * leakDetectionThreshold to catch connections that are opened but never closed" -- with no
+ * mention of a floor value. Measuring it surfaces a trap the article missed entirely: HikariCP
+ * silently disables leak detection for any threshold under 2000ms, rather than honoring a short
+ * value for a fast test or a tight dev-loop check.
+ *
+ * <p>Both behaviors are confirmed by disassembling {@code HikariConfig.class} in {@code
+ * HikariCP-7.0.2.jar}: {@code validate()} logs {@code "{} - leakDetectionThreshold is less than
+ * 2000ms or more than maxLifetime, disabling it."} via {@code HikariConfig}'s own logger and
+ * resets the field to {@code 0} (disabled) whenever the configured value is under 2000ms -- this
+ * runs synchronously inside the {@code HikariDataSource} constructor, before any connection is
+ * ever checked out.
+ *
+ * <p>Docs: docs/19-hikaricp-connection-pooling.md
+ */
+class HikariLeakDetectionTest {
+
+    private HikariDataSource dataSource;
+
+    @AfterEach
+    void tearDown() {
+        if (dataSource != null) {
+            dataSource.close();
+        }
+    }
+
+    @Test
+    void thresholdUnder2000ms_isSilentlyDisabled_notShortenedToWhatWasAsked() {
+        Logger configLogger = (Logger) LoggerFactory.getLogger(HikariConfig.class);
+        ListAppender<ILoggingEvent> appender = new ListAppender<>();
+        appender.start();
+        configLogger.addAppender(appender);
+
+        HikariConfig config = new HikariConfig();
+        config.setJdbcUrl("jdbc:h2:mem:hikarileakshort;DB_CLOSE_DELAY=-1");
+        config.setUsername("sa");
+        config.setLeakDetectionThreshold(500); // the trap: under the 2000ms floor
+
+        dataSource = new HikariDataSource(config); // validate() runs here, synchronously
+
+        System.out.println("RESULT[hikari-leak-threshold-floor]: requested leakDetectionThreshold=500ms | "
+                + "actual leakDetectionThreshold after construction=" + config.getLeakDetectionThreshold()
+                + "ms | logged warnings=" + appender.list.size()
+                + (appender.list.isEmpty() ? "" : " | message=" + appender.list.get(0).getFormattedMessage())
+                + " -- HikariCP does not clamp 500ms up to 2000ms, it disables leak detection "
+                + "entirely and logs a WARN naming the reason.");
+
+        assertThat(config.getLeakDetectionThreshold())
+                .as("HikariConfig.validate() resets a sub-2000ms threshold to 0 (disabled), it does "
+                        + "not round it up to the 2000ms floor")
+                .isZero();
+        assertThat(appender.list)
+                .as("and it says so, once, at construction time")
+                .hasSize(1);
+        assertThat(appender.list.get(0).getFormattedMessage())
+                .contains("leakDetectionThreshold is less than 2000ms");
+
+        configLogger.detachAppender(appender);
+    }
+
+    @Test
+    void thresholdAtOrAbove2000ms_actuallyLogsAWarning_whenAConnectionIsHeldPastIt() throws Exception {
+        Logger leakTaskLogger = (Logger) LoggerFactory.getLogger("com.zaxxer.hikari.pool.ProxyLeakTask");
+        ListAppender<ILoggingEvent> appender = new ListAppender<>();
+        appender.start();
+        leakTaskLogger.addAppender(appender);
+
+        HikariConfig config = new HikariConfig();
+        config.setJdbcUrl("jdbc:h2:mem:hikarileak;DB_CLOSE_DELAY=-1");
+        config.setUsername("sa");
+        config.setMaximumPoolSize(2);
+        config.setLeakDetectionThreshold(2000); // the floor itself -- the shortest value that "counts"
+        dataSource = new HikariDataSource(config);
+
+        assertThat(config.getLeakDetectionThreshold())
+                .as("2000ms is exactly at the floor, so unlike 500ms above, it is NOT disabled")
+                .isEqualTo(2000L);
+
+        // Deliberately leaked: checked out and never closed within this test method.
+        Connection leaked = dataSource.getConnection();
+
+        long deadline = System.currentTimeMillis() + 8000;
+        while (appender.list.isEmpty() && System.currentTimeMillis() < deadline) {
+            Thread.sleep(100);
+        }
+        assertThat(appender.list)
+                .as("HikariCP's own leak-detection background task should have logged by now")
+                .isNotEmpty();
+
+        String warning = appender.list.get(0).getFormattedMessage();
+        System.out.println("RESULT[hikari-leak-detection]: leakDetectionThreshold=2000ms | logger="
+                + leakTaskLogger.getName() + " | level=" + appender.list.get(0).getLevel()
+                + " | message=" + warning);
+
+        assertThat(warning)
+                .as("HikariCP's own leak-detection task logs a WARN naming the pool and the stack "
+                        + "trace of where the connection was checked out, once it's been held longer "
+                        + "than leakDetectionThreshold")
+                .contains("Connection leak detection triggered");
+
+        leaked.close(); // clean up now that the test has what it needs
+        leakTaskLogger.detachAppender(appender);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/hikari/HikariPoolExhaustionTest.java

@@ -0,0 +1,84 @@
+package com.ankurm.hibernatedemo.hikari;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.zaxxer.hikari.HikariConfig;
+import com.zaxxer.hikari.HikariDataSource;
+import java.sql.Connection;
+import java.sql.SQLTransientConnectionException;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+
+/**
+ * The failure mode a pool-sizing article should lead with: what actually happens when every
+ * connection in the pool is checked out and something else asks for one more. Not "it blocks
+ * forever" and not a generic timeout -- HikariCP throws a specific, named exception with the pool
+ * name and the timeout value baked into the message.
+ *
+ * <p>Docs: docs/19-hikaricp-connection-pooling.md
+ */
+class HikariPoolExhaustionTest {
+
+    private HikariDataSource dataSource;
+
+    @AfterEach
+    void tearDown() {
+        if (dataSource != null) {
+            dataSource.close();
+        }
+    }
+
+    @Test
+    void requestingOneMoreConnectionThanMaximumPoolSize_failsFastWithSqlTransientConnectionException()
+            throws Exception {
+        HikariConfig config = new HikariConfig();
+        config.setJdbcUrl("jdbc:h2:mem:hikariexhaustion;DB_CLOSE_DELAY=-1");
+        config.setUsername("sa");
+        config.setPoolName("exhaustion-pool");
+        config.setMaximumPoolSize(1);
+        config.setConnectionTimeout(1000); // fail fast for the test, default is 30000ms
+        dataSource = new HikariDataSource(config);
+
+        // Hold the pool's one and only connection open.
+        Connection held = dataSource.getConnection();
+
+        long start = System.currentTimeMillis();
+        Throwable thrown = catchThrowable(() -> dataSource.getConnection());
+        long waitedMs = System.currentTimeMillis() - start;
+
+        System.out.println("RESULT[hikari-pool-exhaustion]: maximumPoolSize=1, connectionTimeout=1000ms | "
+                + "second getConnection() waited=" + waitedMs + "ms before throwing "
+                + thrown.getClass().getName() + ": " + thrown.getMessage());
+
+        assertThat(thrown).isInstanceOf(SQLTransientConnectionException.class);
+        assertThat(thrown.getMessage())
+                .as("the exception message names the pool and states it's a connection-timeout, "
+                        + "not a generic SQL error -- this is what to grep application logs for")
+                .contains("exhaustion-pool")
+                .contains("Connection is not available");
+        assertThat(waitedMs)
+                .as("the caller waits roughly connectionTimeout, not forever and not instantly")
+                .isGreaterThanOrEqualTo(900);
+
+        held.close();
+
+        // With the held connection released, a new request succeeds immediately.
+        try (Connection recovered = dataSource.getConnection()) {
+            assertThat(recovered.isValid(1)).isTrue();
+        }
+    }
+
+    private static Throwable catchThrowable(ThrowingCallable callable) {
+        try {
+            callable.call();
+            return null;
+        } catch (Throwable t) {
+            return t;
+        }
+    }
+
+    @FunctionalInterface
+    private interface ThrowingCallable {
+        void call() throws Exception;
+    }
+}

src/test/java/com/ankurm/hibernatedemo/hikari/HikariRawBootstrapTest.java

@@ -0,0 +1,102 @@
+package com.ankurm.hibernatedemo.hikari;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.zaxxer.hikari.HikariDataSource;
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.engine.jdbc.connections.spi.ConnectionProvider;
+import org.hibernate.engine.spi.SessionFactoryImplementor;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+
+/**
+ * The non-Spring side of this chapter: a plain {@code StandardServiceRegistry} -- no Spring Boot
+ * autoconfiguration anywhere -- explicitly wired to HikariCP via {@code hibernate-hikaricp}
+ * (the {@code org.hibernate.orm:hibernate-hikaricp} integration jar, added to this project's
+ * {@code pom.xml} test scope specifically for this chapter). This is the style a Java SE
+ * application, a batch job, or the original article's own non-Spring example would use.
+ *
+ * <p>{@code hibernate.connection.provider_class} accepts the short name {@code hikari} or {@code
+ * hikaricp} (both registered, confirmed by disassembling {@code
+ * StrategyRegistrationProviderImpl.class} in {@code hibernate-hikaricp-7.4.5.Final.jar}) as well
+ * as the fully-qualified {@code org.hibernate.hikaricp.internal.HikariCPConnectionProvider}.
+ * Every {@code hibernate.hikari.*}-prefixed setting (confirmed via the same jar's {@code
+ * HikariConfigurationUtil.CONFIG_PREFIX} constant, {@code "hibernate.hikari."}) is copied
+ * directly onto the underlying {@code HikariConfig} by property name -- {@code
+ * hibernate.hikari.maximumPoolSize} sets {@code HikariConfig#setMaximumPoolSize}, {@code
+ * hibernate.hikari.poolName} sets {@code HikariConfig#setPoolName}, and so on.
+ *
+ * <p>Docs: docs/19-hikaricp-connection-pooling.md
+ */
+class HikariRawBootstrapTest {
+
+    private StandardServiceRegistry registry;
+    private SessionFactory sessionFactory;
+
+    @AfterEach
+    void tearDown() {
+        if (sessionFactory != null) {
+            sessionFactory.close();
+        }
+        if (registry != null) {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    @Test
+    void rawStandardServiceRegistry_wiredToHikariByShortName_actuallyUsesHikariUnderneath() {
+        registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:hikarirawbootstrap;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting("hibernate.connection.provider_class", "hikari")
+                .applySetting("hibernate.hikari.maximumPoolSize", "7")
+                .applySetting("hibernate.hikari.poolName", "hibernate-demo-ch19-pool")
+                .applySetting("hibernate.hikari.connectionTimeout", "5000")
+                .build();
+        Metadata metadata = new MetadataSources(registry)
+                .addAnnotatedClass(PoolProbe.class)
+                .buildMetadata();
+        sessionFactory = metadata.buildSessionFactory();
+
+        ConnectionProvider provider = sessionFactory.unwrap(SessionFactoryImplementor.class)
+                .getServiceRegistry()
+                .getService(ConnectionProvider.class);
+
+        System.out.println("RESULT[hikari-raw-bootstrap]: ConnectionProvider class="
+                + provider.getClass().getName()
+                + " | isUnwrappableAs(HikariDataSource)=" + provider.isUnwrappableAs(HikariDataSource.class));
+
+        assertThat(provider.getClass().getName())
+                .as("hibernate.connection.provider_class=hikari resolves to the real HikariCP integration")
+                .isEqualTo("org.hibernate.hikaricp.internal.HikariCPConnectionProvider");
+        assertThat(provider.isUnwrappableAs(HikariDataSource.class)).isTrue();
+
+        HikariDataSource hikari = provider.unwrap(HikariDataSource.class);
+
+        System.out.println("RESULT[hikari-raw-bootstrap-config]: poolName=" + hikari.getPoolName()
+                + " | maximumPoolSize=" + hikari.getMaximumPoolSize()
+                + " | connectionTimeout=" + hikari.getConnectionTimeout() + "ms"
+                + " -- every value traces back to a hibernate.hikari.* setting passed into "
+                + "StandardServiceRegistryBuilder, with zero Spring involved.");
+
+        assertThat(hikari.getPoolName()).isEqualTo("hibernate-demo-ch19-pool");
+        assertThat(hikari.getMaximumPoolSize()).isEqualTo(7);
+        assertThat(hikari.getConnectionTimeout()).isEqualTo(5000L);
+
+        // Prove the pool is actually live, not just configured: persist through it.
+        try (var session = sessionFactory.openSession()) {
+            var tx = session.beginTransaction();
+            session.persist(new PoolProbe("raw-bootstrap-probe"));
+            tx.commit();
+        }
+        assertThat(hikari.getHikariPoolMXBean().getTotalConnections())
+                .as("the pool actually opened at least one real connection to service that persist()")
+                .isGreaterThanOrEqualTo(1);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/hikari/SpringAutoConfiguredHikariTest.java

@@ -0,0 +1,55 @@
+package com.ankurm.hibernatedemo.hikari;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import com.zaxxer.hikari.HikariDataSource;
+import javax.sql.DataSource;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Checks the original article's opening claim -- "Spring Boot uses HikariCP by default since 2.0"
+ * -- against the actual bean in this project's own Spring context, rather than repeating the
+ * version number from memory. `application.yml` in this repo names no connection-pool type at
+ * all: no {@code spring.datasource.type}, no {@code spring.datasource.hikari.*} block, nothing.
+ * The {@code DataSource} bean Spring Boot 4.1.1 hands out anyway is a real {@code
+ * HikariDataSource} -- confirmed here, not assumed.
+ *
+ * <p>Docs: docs/19-hikaricp-connection-pooling.md
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class SpringAutoConfiguredHikariTest {
+
+    @Autowired
+    private DataSource dataSource;
+
+    @Test
+    void springBootDataSourceBean_isHikariByDefault_withNoExplicitPoolConfiguration() {
+        assertThat(dataSource)
+                .as("with no spring.datasource.type and no spring.datasource.hikari.* block "
+                        + "anywhere in application.yml, Spring Boot's own default connection pool "
+                        + "choice is still HikariCP")
+                .isInstanceOf(HikariDataSource.class);
+
+        HikariDataSource hikari = (HikariDataSource) dataSource;
+
+        System.out.println("RESULT[hikari-spring-default]: dataSource class=" + dataSource.getClass().getName()
+                + " | pool name=" + hikari.getPoolName()
+                + " | maximumPoolSize=" + hikari.getMaximumPoolSize()
+                + " | minimumIdle=" + hikari.getMinimumIdle()
+                + " | connectionTimeout=" + hikari.getConnectionTimeout() + "ms"
+                + " | idleTimeout=" + hikari.getIdleTimeout() + "ms"
+                + " -- these are HikariCP's own built-in defaults (maximumPoolSize=10, "
+                + "minimumIdle defaults to maximumPoolSize), not anything this project set.");
+
+        assertThat(hikari.getMaximumPoolSize())
+                .as("HikariCP's own documented default pool size, unless overridden")
+                .isEqualTo(10);
+        assertThat(hikari.getPoolName())
+                .as("with no spring.datasource.hikari.pool-name set, Spring Boot lets HikariCP "
+                        + "generate its own default name (HikariPool-N)")
+                .startsWith("HikariPool-");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/interceptor/InterceptorTest.java

@@ -0,0 +1,203 @@
+package com.ankurm.hibernatedemo.interceptor;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Proves chapter 24's interceptor claims: implementing {@code Interceptor} directly (no
+ * {@code EmptyInterceptor} base class needed), the {@code state}-array-mutation contract on
+ * {@code onSave}/{@code onFlushDirty}, session-scoped vs. globally-registered interceptors (the
+ * property Spring Boot's {@code HibernatePropertiesCustomizer} sets under the hood), and bulk
+ * HQL updates bypassing interceptor callbacks entirely.
+ *
+ * <p>Docs: docs/24-interceptors.md.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class InterceptorTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private StandardServiceRegistry nativeRegistry;
+    private SessionFactory nativeSessionFactory;
+
+    @AfterEach
+    void tearDown() {
+        if (nativeSessionFactory != null) {
+            nativeSessionFactory.close();
+        }
+        if (nativeRegistry != null) {
+            StandardServiceRegistryBuilder.destroy(nativeRegistry);
+        }
+    }
+
+    @Test
+    void sessionScopedInterceptor_mutatesStateArray_onSaveAndOnFlushDirty() {
+        SessionFactory sessionFactory = emf.unwrap(SessionFactory.class);
+        UppercasingInterceptor interceptor = new UppercasingInterceptor();
+
+        Long id;
+        try (Session session = sessionFactory.withOptions().interceptor(interceptor).openSession()) {
+            session.getTransaction().begin();
+            Task task = new Task("wash the car", 3);
+            session.persist(task);
+            session.getTransaction().commit();
+            id = task.getId();
+        }
+
+        String persistedNameAfterInsert;
+        try (Session plain = sessionFactory.openSession()) {
+            persistedNameAfterInsert = plain.find(Task.class, id).getName();
+        }
+
+        try (Session session = sessionFactory.withOptions().interceptor(interceptor).openSession()) {
+            session.getTransaction().begin();
+            Task task = session.find(Task.class, id);
+            task.setName("buy milk");
+            session.getTransaction().commit();
+        }
+
+        String persistedNameAfterUpdate;
+        try (Session plain = sessionFactory.openSession()) {
+            persistedNameAfterUpdate = plain.find(Task.class, id).getName();
+        }
+
+        System.out.println("RESULT[interceptor-session-scoped-mutation]: onSave called "
+                + interceptor.getOnSaveCalls() + " time(s), onFlushDirty called "
+                + interceptor.getOnFlushDirtyCalls() + " time(s) -- name after insert, reloaded "
+                + "from the database: '" + persistedNameAfterInsert + "' | name after update, "
+                + "reloaded from the database: '" + persistedNameAfterUpdate + "' -- both "
+                + "mutations happened inside the interceptor's state array, not in application "
+                + "code, and both are visible in what was actually persisted.");
+
+        assertThat(interceptor.getOnSaveCalls()).isEqualTo(1);
+        assertThat(interceptor.getOnFlushDirtyCalls()).isEqualTo(1);
+        assertThat(persistedNameAfterInsert).isEqualTo("WASH THE CAR");
+        assertThat(persistedNameAfterUpdate).isEqualTo("BUY MILK");
+    }
+
+    @Test
+    void plainSessionWithoutInterceptor_leavesNameUnchanged() {
+        SessionFactory sessionFactory = emf.unwrap(SessionFactory.class);
+
+        Long id;
+        try (Session session = sessionFactory.openSession()) {
+            session.getTransaction().begin();
+            Task task = new Task("mow the lawn", 1);
+            session.persist(task);
+            session.getTransaction().commit();
+            id = task.getId();
+        }
+
+        String name;
+        try (Session session = sessionFactory.openSession()) {
+            name = session.find(Task.class, id).getName();
+        }
+
+        System.out.println("RESULT[interceptor-scoping]: a plain sessionFactory.openSession() "
+                + "with no interceptor supplied left the name exactly as the application wrote "
+                + "it -- '" + name + "' -- the interceptor used by the previous test is scoped to"
+                + " the specific Session it was passed to via withOptions().interceptor(...), not"
+                + " to the SessionFactory as a whole.");
+
+        assertThat(name).isEqualTo("mow the lawn");
+    }
+
+    @Test
+    void globalInterceptorViaSessionFactoryInterceptorProperty_appliesToEverySessionAutomatically() {
+        // What Spring Boot's HibernatePropertiesCustomizer does under the hood is set exactly
+        // this property -- hibernate.session_factory.interceptor -- on the properties map before
+        // the SessionFactory is built, so every Session obtained from it carries the interceptor
+        // without any per-session withOptions() call. Demonstrated here on a standalone,
+        // non-Spring registry so it doesn't retroactively change every OTHER test's shared
+        // Spring-managed SessionFactory.
+        UppercasingInterceptor globalInterceptor = new UppercasingInterceptor();
+        nativeRegistry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url",
+                        "jdbc:h2:mem:globalinterceptortest;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting("hibernate.session_factory.interceptor", globalInterceptor)
+                .build();
+        Metadata metadata = new MetadataSources(nativeRegistry)
+                .addAnnotatedClass(Task.class)
+                .buildMetadata();
+        nativeSessionFactory = metadata.buildSessionFactory();
+
+        // Two entirely separate, unrelated openSession() calls -- neither one asks for the
+        // interceptor explicitly.
+        try (Session s1 = nativeSessionFactory.openSession()) {
+            s1.getTransaction().begin();
+            s1.persist(new Task("first task", 1));
+            s1.getTransaction().commit();
+        }
+        try (Session s2 = nativeSessionFactory.openSession()) {
+            s2.getTransaction().begin();
+            s2.persist(new Task("second task", 2));
+            s2.getTransaction().commit();
+        }
+
+        System.out.println("RESULT[interceptor-global-via-property]: hibernate.session_factory."
+                + "interceptor set once at SessionFactory build time -- onSave fired "
+                + globalInterceptor.getOnSaveCalls() + " times across 2 independent "
+                + "openSession() calls that never mentioned the interceptor themselves -- this is"
+                + " the mechanism a Spring Boot HibernatePropertiesCustomizer bean uses to "
+                + "register an interceptor application-wide.");
+
+        assertThat(globalInterceptor.getOnSaveCalls()).isEqualTo(2);
+    }
+
+    @Test
+    void bulkHqlUpdate_bypassesInterceptorCallbacksEntirely() {
+        SessionFactory sessionFactory = emf.unwrap(SessionFactory.class);
+        UppercasingInterceptor interceptor = new UppercasingInterceptor();
+
+        Long id;
+        try (Session session = sessionFactory.withOptions().interceptor(interceptor).openSession()) {
+            session.getTransaction().begin();
+            Task task = new Task("bulk-update-seed-task", 5);
+            session.persist(task);
+            session.getTransaction().commit();
+            id = task.getId();
+        }
+        int onSaveCallsAfterInsert = interceptor.getOnSaveCalls();
+
+        try (Session session = sessionFactory.withOptions().interceptor(interceptor).openSession()) {
+            session.getTransaction().begin();
+            session.createMutationQuery("update Task set name = 'renamed by bulk update' where id = :id")
+                    .setParameter("id", id)
+                    .executeUpdate();
+            session.getTransaction().commit();
+        }
+        int onFlushDirtyCallsAfterBulkUpdate = interceptor.getOnFlushDirtyCalls();
+
+        String persistedName;
+        try (Session session = sessionFactory.openSession()) {
+            persistedName = session.find(Task.class, id).getName();
+        }
+
+        System.out.println("RESULT[interceptor-bulk-update-bypass]: onSaveCalls after the initial"
+                + " insert=" + onSaveCallsAfterInsert + " | onFlushDirtyCalls after a bulk "
+                + "'update Task set name = ...' executeUpdate()=" + onFlushDirtyCallsAfterBulkUpdate
+                + " (still 0) | actual persisted name: '" + persistedName + "' -- the bulk HQL "
+                + "statement changed the row directly in the database without loading a Task "
+                + "instance into the persistence context at all, so onFlushDirty (which needs a"
+                + " managed entity's dirty state to fire against) never had anything to call.");
+
+        assertThat(onFlushDirtyCallsAfterBulkUpdate).isZero();
+        assertThat(persistedName).isEqualTo("renamed by bulk update");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/jndi/CrossTestPollutionTest.java

@@ -0,0 +1,87 @@
+package com.ankurm.hibernatedemo.jndi;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import javax.naming.Context;
+import javax.naming.InitialContext;
+import javax.naming.NameAlreadyBoundException;
+import org.h2.jdbcx.JdbcDataSource;
+import org.junit.jupiter.api.MethodOrderer;
+import org.junit.jupiter.api.Order;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestMethodOrder;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs docs/10-mocking-jndi-datasources.md, chapter "'Name already bound' across two tests in the same JVM".
+ * Simple-JNDI's {@code MemoryContextFactory}, with {@code org.osjava.sj.jndi.shared=true},
+ * backs its bindings with a single JVM-wide static map (see
+ * {@code JndiDataSourceResolutionTest}'s javadoc). If test A binds a name and never unbinds it,
+ * test B's attempt to bind the SAME name in the SAME JVM fails with
+ * {@code NameAlreadyBoundException} -- even though the two tests share no code, no fixture, no
+ * Spring context. {@link MethodOrderer.OrderAnnotation} pins the order here deliberately, so the
+ * pollution is forced to happen rather than left to JUnit's default (effectively random)
+ * ordering.
+ */
+@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
+class CrossTestPollutionTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static final String SHARED_NAME = "jdbc/SharedAcrossTests";
+
+    static {
+        System.setProperty(Context.INITIAL_CONTEXT_FACTORY, "org.osjava.sj.MemoryContextFactory");
+        System.setProperty("org.osjava.sj.jndi.shared", "true");
+    }
+
+    @Test
+    @Order(1)
+    void testA_bindsAName_andDeliberatelyDoesNotCleanUp() throws Exception {
+        JdbcDataSource ds = new JdbcDataSource();
+        ds.setURL("jdbc:h2:mem:pollution-a;DB_CLOSE_DELAY=-1");
+        Context ctx = new InitialContext();
+        ctx.createSubcontext("jdbc");
+        ctx.bind(SHARED_NAME, ds);
+        DEMO.info("testA bound {} -- no @AfterEach unbind on purpose, to force the pollution", SHARED_NAME);
+        // If this assertion passes, the bind succeeded.
+        assertThat(new InitialContext().lookup(SHARED_NAME)).isNotNull();
+    }
+
+    @Test
+    @Order(2)
+    void testB_bindingTheSameNameAgain_throwsNameAlreadyBoundException() throws Exception {
+        JdbcDataSource ds2 = new JdbcDataSource();
+        ds2.setURL("jdbc:h2:mem:pollution-b;DB_CLOSE_DELAY=-1");
+        Context ctx = new InitialContext();
+
+        NameAlreadyBoundException ex = assertThrows(NameAlreadyBoundException.class,
+                () -> ctx.bind(SHARED_NAME, ds2));
+        DEMO.info("testB's bind() of the SAME name testA left behind failed verbatim with: {}: {}",
+                ex.getClass().getName(), ex.getMessage());
+
+        // The fix: rebind() instead of bind() is idempotent for this exact failure mode --
+        // it replaces whatever is there instead of throwing.
+        ctx.rebind(SHARED_NAME, ds2);
+        Object rebound = new InitialContext().lookup(SHARED_NAME);
+        assertThat(rebound).isSameAs(ds2);
+        DEMO.info("ctx.rebind() instead of ctx.bind() -- the standard fix -- succeeded: {}", rebound);
+    }
+
+    @Test
+    @Order(3)
+    void testC_theRealFix_isAfterEachUnbindNotRebind() throws Exception {
+        // rebind() papers over the symptom but each test still leaks its binding into the next
+        // one's JNDI namespace unless something cleans up. The actual fix is symmetry: whatever
+        // a test binds, that same test unbinds, in @AfterEach, unconditionally.
+        try {
+            new InitialContext().unbind(SHARED_NAME);
+            DEMO.info("cleanup: unbound {} so it does not leak into any test that runs after this class", SHARED_NAME);
+        } catch (Exception e) {
+            DEMO.info("cleanup: nothing to unbind ({})", e.toString());
+        }
+        assertThrows(javax.naming.NameNotFoundException.class,
+                () -> new InitialContext().lookup(SHARED_NAME));
+    }
+}

src/test/java/com/ankurm/hibernatedemo/jndi/HibernateJndiDataSourceTest.java

@@ -0,0 +1,101 @@
+package com.ankurm.hibernatedemo.jndi;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import javax.naming.Context;
+import javax.naming.InitialContext;
+import javax.naming.NameAlreadyBoundException;
+import org.h2.jdbcx.JdbcDataSource;
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.cfg.Configuration;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs docs/10-mocking-jndi-datasources.md, chapter "Getting Hibernate itself to resolve a JNDI DataSource by
+ * name". Deliberately bypasses Spring Boot's autoconfiguration entirely and goes straight at
+ * Hibernate's own {@code hibernate.connection.datasource} setting (see
+ * {@code org.hibernate.cfg.JdbcSettings.DATASOURCE} -- confirmed present in 7.4.5.Final via
+ * javap, docs/output/jndi-hibernate-datasource-setting-javap.txt), which is the exact mechanism
+ * the article's original code was trying to exercise through Spring.
+ *
+ * <p>A separate attempt to get Spring Boot's own {@code spring.datasource.jndi-name} property
+ * to resolve through a full {@code @SpringBootTest} context (with {@code spring-boot-starter-web}
+ * on the test classpath and {@code simple-jndi}'s {@code MemoryContextFactory}) reproduced a
+ * {@code NameNotFoundException} at Spring bean-creation time that this test's plain-Hibernate
+ * bootstrap does not hit at all -- see the findings report for what was and was not diagnosed
+ * about that gap. This test is the one that stayed green and demonstrates the real mechanism:
+ * a JNDI-bound {@code DataSource}, resolved by name, driving a working {@code SessionFactory}.
+ */
+class HibernateJndiDataSourceTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static final String JNDI_NAME = "jdbc/HibernateTestDS";
+
+    @BeforeEach
+    void bindDataSource() throws Exception {
+        System.setProperty(Context.INITIAL_CONTEXT_FACTORY, "org.osjava.sj.MemoryContextFactory");
+        System.setProperty("org.osjava.sj.jndi.shared", "true");
+
+        JdbcDataSource ds = new JdbcDataSource();
+        ds.setURL("jdbc:h2:mem:hibernate-jndi-test;DB_CLOSE_DELAY=-1");
+        ds.setUser("sa");
+        ds.setPassword("");
+
+        Context ctx = new InitialContext();
+        createSubcontextIfAbsent(ctx, "jdbc");
+        ctx.rebind(JNDI_NAME, ds);
+    }
+
+    @AfterEach
+    void unbindAndClearFactory() throws Exception {
+        try {
+            new InitialContext().unbind(JNDI_NAME);
+        } catch (Exception ignored) {
+        }
+        System.clearProperty(Context.INITIAL_CONTEXT_FACTORY);
+        System.clearProperty("org.osjava.sj.jndi.shared");
+    }
+
+    // Real-world hygiene, discovered the hard way: simple-jndi's shared MemoryContext is a
+    // single JVM-wide namespace. If a DIFFERENT test class in the same run already created the
+    // "jdbc" subcontext and did not tear it down, a plain createSubcontext("jdbc") here throws
+    // NameAlreadyBoundException before this test even gets to the DataSource bind -- this is
+    // the exact cross-test pollution CrossTestPollutionTest demonstrates on purpose, caught
+    // here by accident the first time this suite ran as a whole rather than one class at a time.
+    private static void createSubcontextIfAbsent(Context ctx, String name) throws Exception {
+        try {
+            ctx.createSubcontext(name);
+        } catch (NameAlreadyBoundException alreadyThere) {
+            // fine -- another test in this JVM already created it
+        }
+    }
+
+    @Test
+    void hibernateResolvesDataSourceByJndiName_andBuildsAWorkingSessionFactory() {
+        StandardServiceRegistry registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.datasource", JNDI_NAME)
+                .applySetting("hibernate.hbm2ddl.auto", "create-drop")
+                .build();
+
+        try {
+            SessionFactory sessionFactory = new Configuration().buildSessionFactory(registry);
+
+            assertThat(sessionFactory).isNotNull();
+            try (var session = sessionFactory.openSession()) {
+                Integer result = session.createNativeQuery("SELECT 1", Integer.class).getSingleResult();
+                DEMO.info("Hibernate SessionFactory built from JNDI name '{}' ran SELECT 1 -> {}", JNDI_NAME, result);
+                assertThat(result).isEqualTo(1);
+            } finally {
+                sessionFactory.close();
+            }
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/jndi/JndiDataSourceResolutionTest.java

@@ -0,0 +1,108 @@
+package com.ankurm.hibernatedemo.jndi;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import java.sql.SQLException;
+import javax.naming.Context;
+import javax.naming.InitialContext;
+import javax.naming.NameAlreadyBoundException;
+import javax.naming.NameNotFoundException;
+import javax.naming.NamingException;
+import javax.sql.DataSource;
+import org.h2.jdbcx.JdbcDataSource;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs docs/10-mocking-jndi-datasources.md (post 4871 rewrite), chapter "Getting simple-jndi 0.25.0 actually
+ * working". Uses {@code org.osjava.sj.MemoryContextFactory} directly -- no root properties
+ * file needed for a pure in-memory bind/lookup within one JVM. Every test here sets
+ * {@code java.naming.factory.initial} itself in {@code @BeforeEach} and clears the JVM-wide
+ * JNDI environment in {@code @AfterEach}, on purpose: JNDI's {@code InitialContext} is backed
+ * by static, JVM-global state (see {@code CrossTestPollutionTest} for what happens when this
+ * discipline is skipped).
+ */
+class JndiDataSourceResolutionTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static final String JNDI_NAME = "java:comp/env/jdbc/TestDS";
+
+    @BeforeEach
+    void setJndiFactory() {
+        System.setProperty(Context.INITIAL_CONTEXT_FACTORY, "org.osjava.sj.MemoryContextFactory");
+        // Without this, org.osjava.sj.MemoryContextFactory.getInitialContext() hands back a
+        // BRAND NEW org.osjava.sj.jndi.MemoryContext on every single `new InitialContext()`
+        // call (confirmed via javap -c on MemoryContextFactory.class: it branches on this exact
+        // property name before deciding whether to consult its static, shared context cache).
+        // Real application code calls `new InitialContext()` in more than one place -- a DAO
+        // here, a test's @BeforeAll there -- so without this flag, a bind() in one InitialContext
+        // instance is invisible to a lookup() via a different instance, even in the same test.
+        System.setProperty("org.osjava.sj.jndi.shared", "true");
+    }
+
+    @AfterEach
+    void clearJndiFactory() throws NamingException {
+        try {
+            new InitialContext().unbind(JNDI_NAME);
+        } catch (NamingException ignored) {
+            // not bound -- fine
+        }
+        System.clearProperty(Context.INITIAL_CONTEXT_FACTORY);
+        System.clearProperty("org.osjava.sj.jndi.shared");
+    }
+
+    @Test
+    void bindDataSourceIntoMockJndi_andLookItUpByName() throws Exception {
+        JdbcDataSource ds = new JdbcDataSource();
+        ds.setURL("jdbc:h2:mem:jnditestdb;DB_CLOSE_DELAY=-1");
+        ds.setUser("sa");
+        ds.setPassword("");
+
+        Context ctx = new InitialContext();
+        createSubcontextIfAbsent(ctx, "java:");
+        createSubcontextIfAbsent(ctx, "java:comp");
+        createSubcontextIfAbsent(ctx, "java:comp/env");
+        createSubcontextIfAbsent(ctx, "java:comp/env/jdbc");
+        ctx.rebind(JNDI_NAME, ds);
+
+        DataSource looked = (DataSource) new InitialContext().lookup(JNDI_NAME);
+        assertThat(looked).isNotNull();
+        try (var conn = looked.getConnection()) {
+            assertThat(conn.isValid(2)).isTrue();
+            DEMO.info("looked-up DataSource produced a valid connection: {}", conn.getMetaData().getURL());
+        }
+    }
+
+    @Test
+    void noInitialContextFactoryProperty_throwsNoInitialContextException() {
+        System.clearProperty(Context.INITIAL_CONTEXT_FACTORY);
+        javax.naming.NoInitialContextException ex = assertThrows(
+                javax.naming.NoInitialContextException.class,
+                () -> new InitialContext().lookup("java:comp/env/jdbc/Anything"));
+        DEMO.info("verbatim NoInitialContextException message: {}", ex.getMessage());
+        assertThat(ex.getMessage()).contains("Need to specify class name in environment or system property");
+        assertThat(ex.getMessage()).contains(Context.INITIAL_CONTEXT_FACTORY);
+    }
+
+    @Test
+    void lookupOfUnboundName_throwsNameNotFoundException() throws NamingException {
+        Context ctx = new InitialContext();
+        NameNotFoundException ex = assertThrows(NameNotFoundException.class,
+                () -> ctx.lookup("java:comp/env/jdbc/DoesNotExist"));
+        DEMO.info("verbatim NameNotFoundException message: {}", ex.getMessage());
+    }
+
+    // See docs/10-mocking-jndi-datasources.md's cross-test-pollution chapter -- this suite tripped over its own
+    // advice the first time it ran as a whole rather than one class at a time.
+    private static void createSubcontextIfAbsent(Context ctx, String name) throws Exception {
+        try {
+            ctx.createSubcontext(name);
+        } catch (NameAlreadyBoundException alreadyThere) {
+            // fine -- another test in this JVM already created it
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/mappingstyle/AnnotationXmlOverrideTest.java

@@ -0,0 +1,58 @@
+package com.ankurm.hibernatedemo.mappingstyle;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.SessionFactory;
+import org.hibernate.engine.spi.SessionFactoryImplementor;
+import org.hibernate.persister.entity.EntityPersister;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.TestPropertySource;
+
+/**
+ * The entity's field is annotated {@code @Column(name = "annotation_name")}. The matching
+ * orm.xml entry maps the same field to {@code xml_name}. This test reads back the ACTUAL
+ * column name Hibernate used, straight from the runtime metamodel and from the real DDL/SQL,
+ * to settle who wins.
+ *
+ * <p>Docs: docs/04-annotations-vs-xml.md, Topic 1.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+@TestPropertySource(properties = {
+        "spring.jpa.mapping-resources=orm-xml-override-mapping.xml"
+})
+class AnnotationXmlOverrideTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void xmlColumnMapping_winsOverAnnotationColumnMapping() {
+        SessionFactoryImplementor sfi = emf.unwrap(SessionFactoryImplementor.class);
+        EntityPersister persister = sfi.getMappingMetamodel()
+                .getEntityDescriptor(OverrideEntity.class);
+        String[] columnNames = persister.getPropertyColumnNames("value");
+        System.out.println("RESULT[override]: runtime column name for OverrideEntity.value = " + columnNames[0]
+                + " (annotation said 'annotation_name', orm.xml said 'xml_name')");
+        assertThat(columnNames).containsExactly("xml_name");
+
+        // Prove it end-to-end: actually persist and read the row back through the winning column.
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        OverrideEntity e = new OverrideEntity("hello");
+        em.persist(e);
+        em.getTransaction().commit();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        Object row = em2.createNativeQuery("select xml_name from override_entity where id = " + e.getId())
+                .getSingleResult();
+        em2.close();
+        assertThat(row).isEqualTo("hello");
+        System.out.println("RESULT[override]: native query against column 'xml_name' returned: " + row);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/mappingstyle/HbmXmlBootTest.java

@@ -0,0 +1,79 @@
+package com.ankurm.hibernatedemo.mappingstyle;
+
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.cfg.MappingSettings;
+import org.junit.jupiter.api.Test;
+
+/**
+ * Empirical probe: what does Hibernate 7.4.5.Final actually do with a legacy
+ * {@code .hbm.xml} mapping file, bypassing Spring entirely so every setting is explicit.
+ *
+ * <p>Docs: docs/04-annotations-vs-xml.md, Topic 1.
+ */
+class HbmXmlBootTest {
+
+    private StandardServiceRegistry baseRegistry() {
+        return new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:hbmtest;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .build();
+    }
+
+    @Test
+    void defaultSettings_bootingWithHbmXml_printsWhatHappens() {
+        StandardServiceRegistry registry = baseRegistry();
+        try {
+            Metadata metadata = new MetadataSources(registry)
+                    .addResource("com/ankurm/hibernatedemo/mappingstyle/HbmEmployee.hbm.xml")
+                    .buildMetadata();
+            SessionFactory sf = metadata.buildSessionFactory();
+            System.out.println("RESULT[default]: BOOT SUCCEEDED, SessionFactory built without hibernate.transform_hbm_xml.enabled");
+            sf.close();
+        } catch (Throwable t) {
+            System.out.println("RESULT[default]: BOOT FAILED: " + t.getClass().getName() + ": " + t.getMessage());
+            Throwable cause = t.getCause();
+            while (cause != null) {
+                System.out.println("RESULT[default]:   caused by: " + cause.getClass().getName() + ": " + cause.getMessage());
+                cause = cause.getCause();
+            }
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    @Test
+    void transformHbmXmlEnabled_bootingWithHbmXml_printsWhatHappens() {
+        StandardServiceRegistry registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:hbmtest2;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting(MappingSettings.TRANSFORM_HBM_XML, "true")
+                .build();
+        try {
+            Metadata metadata = new MetadataSources(registry)
+                    .addResource("com/ankurm/hibernatedemo/mappingstyle/HbmEmployee.hbm.xml")
+                    .buildMetadata();
+            SessionFactory sf = metadata.buildSessionFactory();
+            System.out.println("RESULT[transform=true]: BOOT SUCCEEDED, SessionFactory built WITH " + MappingSettings.TRANSFORM_HBM_XML + "=true");
+            sf.close();
+        } catch (Throwable t) {
+            System.out.println("RESULT[transform=true]: BOOT FAILED: " + t.getClass().getName() + ": " + t.getMessage());
+            Throwable cause = t.getCause();
+            while (cause != null) {
+                System.out.println("RESULT[transform=true]:   caused by: " + cause.getClass().getName() + ": " + cause.getMessage());
+                cause = cause.getCause();
+            }
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/mappingstyle/HbmXmlRuntimeTest.java

@@ -0,0 +1,58 @@
+package com.ankurm.hibernatedemo.mappingstyle;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.Transaction;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.cfg.MappingSettings;
+import org.junit.jupiter.api.Test;
+
+/**
+ * Proves the hbm.xml-mapped entity actually round-trips through the database -- not just
+ * that metadata parses. Docs: docs/04-annotations-vs-xml.md, Topic 1.
+ */
+class HbmXmlRuntimeTest {
+
+    @Test
+    void hbmXmlEntity_defaultSettings_actuallyPersistsAndQueries() {
+        StandardServiceRegistry registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:hbmruntime1;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                // NOTE: hibernate.transform_hbm_xml.enabled is deliberately NOT set here.
+                .build();
+        try {
+            Metadata metadata = new MetadataSources(registry)
+                    .addResource("com/ankurm/hibernatedemo/mappingstyle/HbmEmployee.hbm.xml")
+                    .buildMetadata();
+            try (SessionFactory sf = metadata.buildSessionFactory()) {
+                Long id;
+                try (Session s = sf.openSession()) {
+                    Transaction tx = s.beginTransaction();
+                    HbmEmployee e = new HbmEmployee("Ada", "[email protected]");
+                    s.persist(e);
+                    tx.commit();
+                    id = e.getId();
+                }
+                try (Session s = sf.openSession()) {
+                    HbmEmployee loaded = s.get(HbmEmployee.class, id);
+                    assertThat(loaded).isNotNull();
+                    assertThat(loaded.getFirstName()).isEqualTo("Ada");
+                    assertThat(loaded.getEmail()).isEqualTo("[email protected]");
+                    System.out.println("RESULT[hbm-default-runtime]: persisted+loaded id=" + id
+                            + " firstName=" + loaded.getFirstName() + " email=" + loaded.getEmail()
+                            + " -- NO hibernate.transform_hbm_xml.enabled setting was applied.");
+                }
+            }
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/mappingstyle/HbmXmlTransformFalseTest.java

@@ -0,0 +1,37 @@
+package com.ankurm.hibernatedemo.mappingstyle;
+
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.cfg.MappingSettings;
+import org.junit.jupiter.api.Test;
+
+/** Explicitly setting transform_hbm_xml.enabled=false -- does it throw or refuse? */
+class HbmXmlTransformFalseTest {
+
+    @Test
+    void transformExplicitlyFalse_bootingWithHbmXml_printsWhatHappens() {
+        StandardServiceRegistry registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:hbmtest3;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting(MappingSettings.TRANSFORM_HBM_XML, "false")
+                .build();
+        try {
+            Metadata metadata = new MetadataSources(registry)
+                    .addResource("com/ankurm/hibernatedemo/mappingstyle/HbmEmployee.hbm.xml")
+                    .buildMetadata();
+            SessionFactory sf = metadata.buildSessionFactory();
+            System.out.println("RESULT[transform=false]: BOOT SUCCEEDED even with transform_hbm_xml.enabled=false");
+            sf.close();
+        } catch (Throwable t) {
+            System.out.println("RESULT[transform=false]: BOOT FAILED: " + t.getClass().getName() + ": " + t.getMessage());
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/mappingstyle/MappingXmlNaturalIdTest.java

@@ -0,0 +1,53 @@
+package com.ankurm.hibernatedemo.mappingstyle;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.TestPropertySource;
+
+/**
+ * A @NaturalId concept, expressed in Hibernate's native "mapping.xml" XML dialect
+ * (namespace http://www.hibernate.org/xsd/orm/mapping) on a class with ZERO annotations.
+ * The JPA-standard orm.xml dialect (orm_3_2.xsd) has no <natural-id> element -- this is a
+ * Hibernate-only extension that only the extended XML dialect (or Java annotations) can express.
+ *
+ * <p>Docs: docs/04-annotations-vs-xml.md, Topic 1.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+@TestPropertySource(properties = {
+        "spring.jpa.mapping-resources=mapping-xml-natural-id.xml"
+})
+class MappingXmlNaturalIdTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void naturalIdDefinedPurelyInXml_resolvesViaByNaturalId() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        MappingXmlNaturalIdEntity e = new MappingXmlNaturalIdEntity("SKU-XML-1", "XML Widget");
+        em.persist(e);
+        em.getTransaction().commit();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        Session session = em2.unwrap(Session.class);
+        MappingXmlNaturalIdEntity loaded = session.byNaturalId(MappingXmlNaturalIdEntity.class)
+                .using("sku", "SKU-XML-1")
+                .load();
+        em2.close();
+
+        assertThat(loaded).isNotNull();
+        assertThat(loaded.getName()).isEqualTo("XML Widget");
+        System.out.println("RESULT[mapping-xml-natural-id]: session.byNaturalId() resolved an entity whose "
+                + "@NaturalId-equivalent was declared ENTIRELY in Hibernate's native mapping.xml dialect, "
+                + "zero Java annotations. name=" + loaded.getName());
+    }
+}

src/test/java/com/ankurm/hibernatedemo/mappingstyle/OrmXmlMappingResourcesTest.java

@@ -0,0 +1,56 @@
+package com.ankurm.hibernatedemo.mappingstyle;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.List;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.TestPropertySource;
+
+/**
+ * Proves that {@code spring.jpa.mapping-resources} is the Spring Boot 4.1.1 wiring that makes
+ * an orm.xml-only mapping (no {@code @Entity} at all) a real managed JPA entity, backed by a
+ * table ({@code xml_only_widgets}) that ONLY orm.xml knows about.
+ *
+ * <p>Docs: docs/04-annotations-vs-xml.md, Topic 1.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+@TestPropertySource(properties = {
+        "spring.jpa.mapping-resources=orm-xml-only-mapping.xml"
+})
+class OrmXmlMappingResourcesTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void ormXmlOnlyEntity_isManaged_andRoundTripsThroughItsOwnTable() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        OrmXmlOnlyEntity e = new OrmXmlOnlyEntity("mapped-by-orm-xml-only");
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        assertThat(id).isNotNull();
+
+        EntityManager em2 = emf.createEntityManager();
+        // This JPQL uses the entity name (defaults to simple class name) -- proves the entity is
+        // registered in metadata purely via orm.xml, with zero annotations on the Java class.
+        List<OrmXmlOnlyEntity> found = em2.createQuery(
+                "select o from OrmXmlOnlyEntity o where o.label = :label", OrmXmlOnlyEntity.class)
+                .setParameter("label", "mapped-by-orm-xml-only")
+                .getResultList();
+        em2.close();
+
+        assertThat(found).hasSize(1);
+        assertThat(found.get(0).getId()).isEqualTo(id);
+        System.out.println("RESULT[orm-xml-only]: persisted+queried id=" + id
+                + " via JPQL against entity mapped ENTIRELY by orm.xml (table xml_only_widgets), zero annotations on the Java class.");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/mappingstyle/XmlMappingMetadataCompleteTest.java

@@ -0,0 +1,46 @@
+package com.ankurm.hibernatedemo.mappingstyle;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import org.hibernate.AnnotationException;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.BeanCreationException;
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.builder.SpringApplicationBuilder;
+import org.springframework.context.ConfigurableApplicationContext;
+
+/**
+ * <xml-mapping-metadata-complete/> makes Hibernate IGNORE ALL annotations for this
+ * persistence unit -- not just the ones a matching orm.xml entry overrides. OverrideEntity
+ * carries @Id/@GeneratedValue on "id" in Java, but the metadata-complete orm.xml entry only
+ * declares <basic name="value"> and omits <id> entirely. Result: bootstrap fails because
+ * the (ignored) @Id annotation no longer counts -- proving metadata-complete is not just an
+ * override switch, it is a full annotation kill-switch for the persistence unit.
+ *
+ * <p>Docs: docs/04-annotations-vs-xml.md, Topic 1.
+ */
+class XmlMappingMetadataCompleteTest {
+
+    @Test
+    void metadataComplete_ignoresAtIdAnnotation_bootFailsWithNoIdentifier() {
+        SpringApplicationBuilder builder = new SpringApplicationBuilder(HibernateDemoApplication.class)
+                .properties("spring.jpa.mapping-resources=orm-xml-metadata-complete.xml");
+
+        BeanCreationException ex = assertThrows(BeanCreationException.class, () -> {
+            try (ConfigurableApplicationContext ctx = builder.run()) {
+                // never reached
+            }
+        });
+
+        Throwable root = ex;
+        while (root.getCause() != null) {
+            root = root.getCause();
+        }
+        System.out.println("RESULT[metadata-complete]: boot FAILED as predicted: " + root.getClass().getName()
+                + ": " + root.getMessage());
+        assertThat(root).isInstanceOf(AnnotationException.class);
+        assertThat(root.getMessage()).contains("has no identifier");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/namedquery/NamedQueryExecutionTest.java

@@ -0,0 +1,159 @@
+package com.ankurm.hibernatedemo.namedquery;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.NoResultException;
+import jakarta.persistence.Query;
+import java.util.List;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.TestPropertySource;
+
+/**
+ * Backs ankurm.com post 4877, docs/14-named-queries.md. Covers: jakarta @NamedQuery execution,
+ * org.hibernate.annotations.NamedQuery's cacheable extra actually taking effect,
+ * @NamedNativeQuery + @SqlResultSetMapping DTO projection, record constructor-result (JPA 3.2),
+ * and getSingleResultOrNull() vs getSingleResult().
+ */
+@SpringBootTest(properties = {
+        "spring.jpa.properties.hibernate.cache.use_second_level_cache=true",
+        "spring.jpa.properties.hibernate.cache.use_query_cache=true",
+        "spring.jpa.properties.hibernate.cache.region.factory_class=jcache",
+        "spring.jpa.properties.hibernate.javax.cache.provider=org.ehcache.jsr107.EhcacheCachingProvider"
+})
+class NamedQueryExecutionTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @BeforeEach
+    void cleanTables() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.createQuery("DELETE FROM NqEmployee").executeUpdate();
+        em.createQuery("DELETE FROM HibernateExtraEmployee").executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    @Test
+    void jakartaNamedQuery_executesAndReturnsExpectedRows() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new NqEmployee("Ankur", "ACTIVE"));
+        em.persist(new NqEmployee("Priya", "ACTIVE"));
+        em.getTransaction().commit();
+
+        List<NqEmployee> found = em.createNamedQuery("Employee.findByName", NqEmployee.class)
+                .setParameter("name", "Ankur")
+                .getResultList();
+        DEMO.info("Employee.findByName(Ankur): {} rows", found.size());
+        assertThat(found).hasSize(1);
+        em.close();
+    }
+
+    @Test
+    void hibernateNamedQuery_cacheableExtra_actuallyMarksTheQueryCacheable() {
+        // org.hibernate.annotations.NamedQuery offers `cacheable` -- jakarta.persistence.NamedQuery
+        // does not. Verify it actually takes effect using Statistics' query-cache put count.
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new HibernateExtraEmployee("A"));
+        em.persist(new HibernateExtraEmployee("B"));
+        em.getTransaction().commit();
+
+        em.close();
+
+        stats().clear();
+        EntityManager em1 = emf.createEntityManager();
+        List<HibernateExtraEmployee> first = em1.createNamedQuery("HibernateExtraEmployee.cacheableFindAll", HibernateExtraEmployee.class)
+                .getResultList();
+        long putsAfterFirst = stats().getQueryCachePutCount();
+        em1.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        List<HibernateExtraEmployee> second = em2.createNamedQuery("HibernateExtraEmployee.cacheableFindAll", HibernateExtraEmployee.class)
+                .getResultList();
+        long hitsAfterSecond = stats().getQueryCacheHitCount();
+        em2.close();
+
+        DEMO.info("cacheable=true named query: puts after 1st run = {}, cache hits after 2nd run = {}", putsAfterFirst, hitsAfterSecond);
+
+        assertThat(first).hasSize(2);
+        assertThat(second).hasSize(2);
+        assertThat(putsAfterFirst).as("cacheable=true on org.hibernate.annotations.NamedQuery must populate the query cache").isGreaterThan(0);
+        assertThat(hitsAfterSecond).as("second identical call must hit the query cache").isGreaterThan(0);
+    }
+
+    @Test
+    void namedNativeQuery_withSqlResultSetMapping_projectsToDto() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new NqEmployee("Native1", "ACTIVE"));
+        em.persist(new NqEmployee("Native2", "INACTIVE"));
+        em.getTransaction().commit();
+
+        @SuppressWarnings("unchecked")
+        List<EmployeeDto> dtos = (List<EmployeeDto>) (List<?>) em.createNamedQuery("Employee.byNativeDto")
+                .setParameter("status", "ACTIVE")
+                .getResultList();
+
+        DEMO.info("Employee.byNativeDto(ACTIVE): {}", dtos);
+        assertThat(dtos).hasSize(1);
+        assertThat(dtos.get(0).getFirstName()).isEqualTo("Native1");
+        em.close();
+    }
+
+    @Test
+    void jpql31ConstructorExpression_worksWithARecordAsTheTarget() {
+        // Jakarta Persistence 3.2 alternative to @SqlResultSetMapping: a plain JPQL constructor
+        // expression targeting a java `record`.
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new NqEmployee("RecordTest", "ACTIVE"));
+        em.getTransaction().commit();
+
+        List<EmployeeRecordDto> records = em.createQuery(
+                        "SELECT NEW com.ankurm.hibernatedemo.namedquery.EmployeeRecordDto(e.id, e.firstName) FROM NqEmployee e WHERE e.firstName = :name",
+                        EmployeeRecordDto.class)
+                .setParameter("name", "RecordTest")
+                .getResultList();
+
+        DEMO.info("JPQL constructor expression into a record: {}", records);
+        assertThat(records).hasSize(1);
+        assertThat(records.get(0).firstName()).isEqualTo("RecordTest");
+        em.close();
+    }
+
+    @Test
+    void getSingleResultOrNull_vs_getSingleResult_onNoRows() {
+        EntityManager em = emf.createEntityManager();
+
+        Object viaOrNull = em.createQuery("SELECT e FROM NqEmployee e WHERE e.firstName = :n")
+                .setParameter("n", "NoSuchPersonAtAll")
+                .getSingleResultOrNull();
+        DEMO.info("getSingleResultOrNull() on zero rows returned: {}", viaOrNull);
+        assertThat(viaOrNull).isNull();
+
+        Query q = em.createQuery("SELECT e FROM NqEmployee e WHERE e.firstName = :n")
+                .setParameter("n", "NoSuchPersonAtAll");
+        NoResultException ex = assertThrows(NoResultException.class, q::getSingleResult);
+        DEMO.info("getSingleResult() on zero rows threw: {}: {}", ex.getClass().getName(), ex.getMessage());
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/namedquery/NamedQueryPerformanceTest.java

@@ -0,0 +1,86 @@
+package com.ankurm.hibernatedemo.namedquery;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4877, docs/14-named-queries.md chapter "Does pre-parsing actually help?"
+ *
+ * <p>Measures whether a {@code @NamedQuery} is measurably faster than the identical inline JPQL
+ * string, after JIT/plan-cache warmup. Sandbox is a shared container -- treat absolute numbers
+ * as indicative only, the RATIO between the two is what matters here.
+ */
+@SpringBootTest(properties = {
+        "spring.jpa.properties.hibernate.generate_statistics=false" // avoid stats overhead skewing a micro-benchmark
+})
+class NamedQueryPerformanceTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static final int WARMUP = 500;
+    private static final int MEASURED = 5000;
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @BeforeEach
+    void seed() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.createQuery("DELETE FROM NqEmployee").executeUpdate();
+        for (int i = 0; i < 20; i++) {
+            em.persist(new NqEmployee("Perf" + i, "ACTIVE"));
+        }
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void measureNamedQueryVsInlineJpql() {
+        // Warmup both paths (JIT + Hibernate's internal query-plan cache, which is keyed by the
+        // query STRING regardless of whether it came from a @NamedQuery or an inline literal).
+        for (int i = 0; i < WARMUP; i++) {
+            runNamed();
+            runInline();
+        }
+
+        // Interleave the two so neither gets an unfair ordering/JIT/GC advantage.
+        long namedElapsedNs = 0;
+        long inlineElapsedNs = 0;
+        for (int i = 0; i < MEASURED; i++) {
+            long t0 = System.nanoTime();
+            runNamed();
+            long t1 = System.nanoTime();
+            runInline();
+            long t2 = System.nanoTime();
+            namedElapsedNs += (t1 - t0);
+            inlineElapsedNs += (t2 - t1);
+        }
+
+        double namedAvgUs = namedElapsedNs / 1000.0 / MEASURED;
+        double inlineAvgUs = inlineElapsedNs / 1000.0 / MEASURED;
+
+        DEMO.info("PERF (shared sandbox container, indicative only): {} iterations after {} warmup each",
+                MEASURED, WARMUP);
+        DEMO.info("PERF named query   : total={} ms, avg={} us/call", namedElapsedNs / 1_000_000.0, namedAvgUs);
+        DEMO.info("PERF inline JPQL   : total={} ms, avg={} us/call", inlineElapsedNs / 1_000_000.0, inlineAvgUs);
+        DEMO.info("PERF ratio (named/inline) = {}", namedAvgUs / inlineAvgUs);
+    }
+
+    private void runNamed() {
+        EntityManager em = emf.createEntityManager();
+        em.createNamedQuery("Employee.findAllActive", NqEmployee.class).getResultList();
+        em.close();
+    }
+
+    private void runInline() {
+        EntityManager em = emf.createEntityManager();
+        em.createQuery("SELECT e FROM NqEmployee e WHERE e.status = 'ACTIVE' ORDER BY e.id DESC", NqEmployee.class).getResultList();
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/namedquery/NamedQueryStartupValidationTest.java

@@ -0,0 +1,92 @@
+package com.ankurm.hibernatedemo.namedquery;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import com.ankurm.brokenprobe.BrokenNamedQueryEmployee;
+import java.util.Properties;
+import org.hibernate.HibernateException;
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.cfg.JdbcSettings;
+import org.hibernate.cfg.MappingSettings;
+import org.hibernate.cfg.QuerySettings;
+import org.hibernate.cfg.SchemaToolingSettings;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs ankurm.com post 4877, docs/14-named-queries.md chapter "Startup validation".
+ *
+ * <p>Uses a fully standalone Hibernate bootstrap (no Spring) specifically so the deliberately
+ * broken {@link BrokenNamedQueryEmployee} entity never enters the shared Spring application
+ * context that every other {@code @SpringBootTest} in this repository relies on.
+ */
+class NamedQueryStartupValidationTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    private StandardServiceRegistry buildRegistry(boolean startupCheckEnabled) {
+        Properties props = new Properties();
+        props.put(JdbcSettings.JAKARTA_JDBC_URL, "jdbc:h2:mem:namedquery-startup-" + System.nanoTime() + ";DB_CLOSE_DELAY=-1");
+        props.put(JdbcSettings.JAKARTA_JDBC_DRIVER, "org.h2.Driver");
+        props.put(JdbcSettings.JAKARTA_JDBC_USER, "sa");
+        props.put(JdbcSettings.JAKARTA_JDBC_PASSWORD, "");
+        props.put(SchemaToolingSettings.HBM2DDL_AUTO, "update");
+        props.put(QuerySettings.QUERY_STARTUP_CHECKING, String.valueOf(startupCheckEnabled));
+        return new StandardServiceRegistryBuilder().applySettings(props).build();
+    }
+
+    @Test
+    void brokenNamedQuery_failsFastAtSessionFactoryBuildTime_withStartupCheckEnabled() {
+        StandardServiceRegistry registry = buildRegistry(true);
+        try {
+            MetadataSources sources = new MetadataSources(registry);
+            sources.addAnnotatedClass(BrokenNamedQueryEmployee.class);
+            Metadata metadata = sources.buildMetadata();
+
+            HibernateException ex = assertThrows(HibernateException.class,
+                    () -> metadata.getSessionFactoryBuilder().build());
+
+            DEMO.info("startup_check=true (default): bootstrap failure -- wrapper class: {}", ex.getClass().getName());
+            DEMO.info("startup_check=true (default): verbatim message: {}", ex.getMessage());
+
+            assertThat(ex.getMessage()).contains("firsNam");
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    @Test
+    void brokenNamedQuery_bootsFineWithStartupCheckDisabled_failsOnlyAtCallTime() {
+        StandardServiceRegistry registry = buildRegistry(false);
+        SessionFactory sf = null;
+        try {
+            MetadataSources sources = new MetadataSources(registry);
+            sources.addAnnotatedClass(BrokenNamedQueryEmployee.class);
+            Metadata metadata = sources.buildMetadata();
+
+            // With hibernate.query.startup_check=false, this must NOT throw.
+            sf = metadata.getSessionFactoryBuilder().build();
+            DEMO.info("startup_check=false: SessionFactory built successfully with the broken named query still inside it: {}", sf != null);
+
+            SessionFactory finalSf = sf;
+            try (Session session = finalSf.openSession()) {
+                RuntimeException callTimeEx = assertThrows(RuntimeException.class,
+                        () -> session.createNamedQuery("BrokenNamedQueryEmployee.badProperty", BrokenNamedQueryEmployee.class).getResultList());
+                DEMO.info("startup_check=false: query only fails when actually CALLED -- class: {}, message: {}",
+                        callTimeEx.getClass().getName(), callTimeEx.getMessage());
+            }
+        } finally {
+            if (sf != null) {
+                sf.close();
+            }
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/namedquery/OrmXmlNamedQueryTest.java

@@ -0,0 +1,77 @@
+package com.ankurm.hibernatedemo.namedquery;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.List;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4877, docs/14-named-queries.md chapter "Named queries in orm.xml".
+ */
+@SpringBootTest
+class OrmXmlNamedQueryTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @BeforeEach
+    void cleanTable() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.createQuery("DELETE FROM XmlQueryEmployee").executeUpdate();
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void namedQueryDefinedInOrmXml_worksAlongsideTheAnnotatedOne() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new XmlQueryEmployee("Low", 30_000));
+        em.persist(new XmlQueryEmployee("High", 90_000));
+        em.getTransaction().commit();
+
+        List<XmlQueryEmployee> viaAnnotation = em.createNamedQuery("XmlQueryEmployee.findBySalaryAbove", XmlQueryEmployee.class)
+                .setParameter("min", 50_000.0)
+                .getResultList();
+        List<XmlQueryEmployee> viaXml = em.createNamedQuery("XmlQueryEmployee.findBySalaryAboveXml", XmlQueryEmployee.class)
+                .setParameter("min", 50_000.0)
+                .getResultList();
+
+        DEMO.info("annotation-defined named query result: {} rows", viaAnnotation.size());
+        DEMO.info("orm.xml-defined named query result: {} rows", viaXml.size());
+
+        assertThat(viaAnnotation).hasSize(1);
+        assertThat(viaXml).hasSize(1);
+        em.close();
+    }
+
+    @Test
+    void ormXmlNamedQuery_overridesTheSameNamedAnnotatedOne() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new XmlQueryEmployee("Whoever", 60_000));
+        em.getTransaction().commit();
+
+        // The annotation on XmlQueryEmployee for "overridden" is deliberately wrong (salary < 0).
+        // If orm.xml wins, this returns 1 row; if the annotation wins, it returns 0.
+        List<XmlQueryEmployee> result = em.createNamedQuery("XmlQueryEmployee.overridden", XmlQueryEmployee.class)
+                .setParameter("min", 50_000.0)
+                .getResultList();
+
+        DEMO.info("XmlQueryEmployee.overridden (annotation says salary<0, orm.xml says salary>:min): {} rows", result.size());
+        assertThat(result)
+                .as("orm.xml's definition must win over the annotation of the same name")
+                .hasSize(1);
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/naturalid/CompositeNaturalIdTest.java

@@ -0,0 +1,88 @@
+package com.ankurm.hibernatedemo.naturalid;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Proves the article's composite-natural-id code sample actually resolves, and captures the
+ * real generated SQL: a two-column WHERE clause that includes the FK to Company, not a join
+ * on the natural id of Company itself.
+ *
+ * <p>Docs: docs/06-natural-ids.md, Topic 3.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class CompositeNaturalIdTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    @Test
+    void byNaturalId_compositeKey_usingTwoFields_resolvesCorrectRow() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Company acme = new Company("Acme");
+        Company other = new Company("Other Co");
+        em.persist(acme);
+        em.persist(other);
+        // Same deptCode ("ENG-01") at TWO different companies -- proves it's the (company, code)
+        // PAIR that is unique, not deptCode alone.
+        em.persist(new Department(acme, "ENG-01", "Acme Engineering"));
+        em.persist(new Department(other, "ENG-01", "Other Co Engineering"));
+        em.getTransaction().commit();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        Session session = em2.unwrap(Session.class);
+        stats().clear();
+
+        Department dept = session.byNaturalId(Department.class)
+                .using("company", acme)
+                .using("deptCode", "ENG-01")
+                .load();
+
+        long queries = stats().getPrepareStatementCount();
+        em2.close();
+
+        System.out.println("RESULT[composite-naturalid]: byNaturalId(company=Acme, deptCode=ENG-01) resolved to '"
+                + dept.getName() + "' in " + queries + " query/queries");
+
+        assertThat(dept).isNotNull();
+        assertThat(dept.getName()).isEqualTo("Acme Engineering");
+        assertThat(queries).isEqualTo(1);
+    }
+
+    @Test
+    void byNaturalId_compositeKey_capturesTheGeneratedSql() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Company acme = new Company("SQL-Capture Co");
+        em.persist(acme);
+        em.persist(new Department(acme, "OPS-1", "Operations"));
+        em.getTransaction().commit();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        Session session = em2.unwrap(Session.class);
+        Department dept = session.byNaturalId(Department.class)
+                .using("company", acme)
+                .using("deptCode", "OPS-1")
+                .load();
+        em2.close();
+        assertThat(dept).isNotNull();
+        // The actual SQL is captured in docs/output/naturalid-composite-sql.txt via show_sql
+        // logging on this test run -- see that file for the verbatim SELECT.
+    }
+}

src/test/java/com/ankurm/hibernatedemo/naturalid/NaturalIdEqualsHashSetTest.java

@@ -0,0 +1,84 @@
+package com.ankurm.hibernatedemo.naturalid;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.HashSet;
+import java.util.Set;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Does the "base equals()/hashCode() on the natural id, not the surrogate id" advice from
+ * posts 4864/4865 actually hold up? Reproduces the SAME HashSet-before-flush scenario as
+ * {@code IdBasedEqualsHashSetTrapTest} (persistenceannotations package) but with natural-id-based
+ * equals/hashCode instead of surrogate-id-based -- this time contains() should stay TRUE.
+ *
+ * <p>Docs: docs/06-natural-ids.md, Topic 3.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class NaturalIdEqualsHashSetTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void naturalIdBasedEquals_addedToSetBeforeFlush_containsStaysTrueAfterPersist() {
+        Set<NaturalIdEqualsEntity> set = new HashSet<>();
+        NaturalIdEqualsEntity e = new NaturalIdEqualsEntity("SKU-EQ-1", "widget");
+
+        set.add(e); // sku is already set -- hashCode() is stable from construction
+        assertThat(set.contains(e)).isTrue();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(e);
+        em.getTransaction().commit(); // id gets assigned, but sku (and hence hashCode) never changes
+        em.close();
+
+        boolean stillFound = set.contains(e);
+        System.out.println("RESULT[naturalid-equals-hashset]: after persist(), e.getId()=" + e.getId()
+                + ", e.getSku()=" + e.getSku() + ", set.contains(e) = " + stillFound
+                + " (equals/hashCode based on the immutable natural id, NOT the surrogate id)");
+
+        assertThat(stillFound)
+                .as("natural-id-based equals/hashCode must survive persist() -- the advice holds up, unlike the surrogate-id version")
+                .isTrue();
+    }
+
+    @Test
+    void naturalIdBasedEquals_twoTransientInstancesWithDifferentSkus_areNotEqual() {
+        NaturalIdEqualsEntity a = new NaturalIdEqualsEntity("SKU-EQ-A", "Widget A");
+        NaturalIdEqualsEntity b = new NaturalIdEqualsEntity("SKU-EQ-B", "Widget B");
+
+        // Unlike surrogate-id equals (where two transient instances are BOTH "equal" because
+        // both ids are null), natural-id equals correctly distinguishes them even before persist.
+        System.out.println("RESULT[naturalid-equals-transient]: a.equals(b) for two DIFFERENT transient instances = "
+                + a.equals(b) + " (both have null surrogate ids, but different natural ids)");
+        assertThat(a).isNotEqualTo(b);
+    }
+
+    @Test
+    void naturalIdBasedEquals_twoTransientInstancesWithSameSku_areEqual_evenBeforePersist() {
+        // This is the flip side worth knowing: TWO DIFFERENT transient objects representing
+        // the "same" business entity (same sku, not yet persisted) are already equal() to
+        // each other, well before either has a database identity. That is usually desirable,
+        // but it means a HashSet can silently dedupe two not-yet-persisted objects.
+        NaturalIdEqualsEntity a = new NaturalIdEqualsEntity("SKU-EQ-DUP", "First instance");
+        NaturalIdEqualsEntity b = new NaturalIdEqualsEntity("SKU-EQ-DUP", "Second instance, different name");
+
+        Set<NaturalIdEqualsEntity> set = new HashSet<>();
+        set.add(a);
+        boolean bWasRejectedAsADuplicate = !set.add(b);
+
+        System.out.println("RESULT[naturalid-equals-transient-dup]: a.equals(b)=" + a.equals(b)
+                + " for two transient instances sharing sku='SKU-EQ-DUP' but different names; "
+                + "HashSet.add(b) rejected it as a duplicate = " + bWasRejectedAsADuplicate);
+
+        assertThat(a).isEqualTo(b);
+        assertThat(bWasRejectedAsADuplicate).isTrue();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/naturalid/NaturalIdL1CacheTest.java

@@ -0,0 +1,92 @@
+package com.ankurm.hibernatedemo.naturalid;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * THE central empirical question for post 4865: with NO second-level cache, does a
+ * bySimpleNaturalId lookup save a query on a second call in the SAME session? Counted with
+ * real Hibernate Statistics, not asserted from documentation.
+ *
+ * <p>Docs: docs/06-natural-ids.md, Topic 3.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class NaturalIdL1CacheTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    @Test
+    void bySimpleNaturalId_secondCallSameSession_noL2Cache_savesTheQuery() {
+        EntityManager seedEm = emf.createEntityManager();
+        seedEm.getTransaction().begin();
+        seedEm.persist(new NaturalIdProduct("SKU-L1-1", "Widget"));
+        seedEm.getTransaction().commit();
+        seedEm.close();
+
+        EntityManager em = emf.createEntityManager();
+        Session session = em.unwrap(Session.class);
+        stats().clear();
+
+        NaturalIdProduct first = session.bySimpleNaturalId(NaturalIdProduct.class).load("SKU-L1-1");
+        long queriesAfterFirst = stats().getPrepareStatementCount();
+
+        NaturalIdProduct second = session.bySimpleNaturalId(NaturalIdProduct.class).load("SKU-L1-1");
+        long queriesAfterSecond = stats().getPrepareStatementCount();
+
+        em.close();
+
+        System.out.println("RESULT[naturalid-l1-no-l2]: queries after 1st bySimpleNaturalId=" + queriesAfterFirst
+                + ", after 2nd (same session)=" + queriesAfterSecond
+                + " (no @NaturalIdCache, no L2 cache provider configured)");
+
+        assertThat(queriesAfterFirst).isEqualTo(1);
+        assertThat(queriesAfterSecond)
+                .as("second bySimpleNaturalId call in the SAME session must NOT re-fire a query -- L1 natural-id resolution cache")
+                .isEqualTo(1);
+        assertThat(second).isSameAs(first);
+    }
+
+    @Test
+    void bySimpleNaturalId_newSession_noL2Cache_reFiresTheQuery() {
+        EntityManager seedEm = emf.createEntityManager();
+        seedEm.getTransaction().begin();
+        seedEm.persist(new NaturalIdProduct("SKU-L1-2", "Gadget"));
+        seedEm.getTransaction().commit();
+        seedEm.close();
+
+        EntityManager em1 = emf.createEntityManager();
+        Session session1 = em1.unwrap(Session.class);
+        stats().clear();
+        session1.bySimpleNaturalId(NaturalIdProduct.class).load("SKU-L1-2");
+        long queriesSession1 = stats().getPrepareStatementCount();
+        em1.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        Session session2 = em2.unwrap(Session.class);
+        session2.bySimpleNaturalId(NaturalIdProduct.class).load("SKU-L1-2");
+        long queriesAfterSession2 = stats().getPrepareStatementCount();
+        em2.close();
+
+        System.out.println("RESULT[naturalid-cross-session-no-l2]: queries after session 1 lookup=" + queriesSession1
+                + ", cumulative after a NEW session repeats the same lookup=" + queriesAfterSession2
+                + " (no L2 cache -- the L1 natural-id map dies with the session)");
+
+        assertThat(queriesAfterSession2)
+                .as("without L2 cache, a brand-new session must re-fire the query -- the L1 mapping does not survive session close")
+                .isEqualTo(queriesSession1 + 1);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/naturalid/NaturalIdL2CacheTest.java

@@ -0,0 +1,160 @@
+package com.ankurm.hibernatedemo.naturalid;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.Transaction;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+
+/**
+ * The other half of the central empirical question: turn ON the natural-id resolution L2
+ * cache (@NaturalIdCache + @Cache, backed by hibernate-jcache + ehcache) and count queries
+ * for a bySimpleNaturalId lookup from a SECOND, brand-new session -- something
+ * {@link NaturalIdL1CacheTest} proved fails (re-fires a query) without L2.
+ *
+ * <p>Docs: docs/06-natural-ids.md, Topic 3.
+ */
+class NaturalIdL2CacheTest {
+
+    private StandardServiceRegistry registry;
+    private SessionFactory sessionFactory;
+
+    private void bootWithL2Cache() {
+        registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:naturalidl2;DB_CLOSE_DELAY=-1")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", "create")
+                .applySetting("hibernate.generate_statistics", "true")
+                .applySetting("hibernate.cache.use_second_level_cache", "true")
+                .applySetting("hibernate.cache.region.factory_class", "jcache")
+                .applySetting("hibernate.javax.cache.provider", "org.ehcache.jsr107.EhcacheCachingProvider")
+                .build();
+        Metadata metadata = new MetadataSources(registry)
+                .addAnnotatedClass(CachedNaturalIdProduct.class)
+                .buildMetadata();
+        sessionFactory = metadata.buildSessionFactory();
+    }
+
+    @AfterEach
+    void tearDown() {
+        if (sessionFactory != null) {
+            sessionFactory.close();
+        }
+        if (registry != null) {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+
+    @Test
+    void bySimpleNaturalId_withNaturalIdCache_crossSession_savesTheQuery() {
+        bootWithL2Cache();
+        Statistics stats = sessionFactory.getStatistics();
+
+        stats.clear();
+        Long id;
+        try (Session seed = sessionFactory.openSession()) {
+            Transaction tx = seed.beginTransaction();
+            CachedNaturalIdProduct p = new CachedNaturalIdProduct("SKU-L2-1", "Cached Widget");
+            seed.persist(p);
+            tx.commit();
+            id = p.getId();
+        }
+        System.out.println("RESULT[naturalid-l2-cache]: immediately after persist()+commit(): queries="
+                + stats.getPrepareStatementCount() + ", naturalId cache put=" + stats.getNaturalIdCachePutCount()
+                + ", naturalId cache hit=" + stats.getNaturalIdCacheHitCount()
+                + " -- @NaturalIdCache populates the L2 region on INSERT, before anyone ever looked it up.");
+
+        stats.clear();
+
+        // Session 1: lookup right after insert. Given the surprise above, this is ALREADY a
+        // cache hit, not a cold DB miss -- there is no query left to save at this point.
+        try (Session s1 = sessionFactory.openSession()) {
+            CachedNaturalIdProduct p = s1.bySimpleNaturalId(CachedNaturalIdProduct.class).load("SKU-L2-1");
+            assertThat(p.getId()).isEqualTo(id);
+        }
+        long queriesAfterSession1 = stats.getPrepareStatementCount();
+
+        // Session 2: BRAND NEW session, same natural id. With NO L2 cache (see NaturalIdL1CacheTest)
+        // this re-fires a query. With @NaturalIdCache + L2 enabled, it should NOT.
+        try (Session s2 = sessionFactory.openSession()) {
+            CachedNaturalIdProduct p = s2.bySimpleNaturalId(CachedNaturalIdProduct.class).load("SKU-L2-1");
+            assertThat(p.getId()).isEqualTo(id);
+        }
+        long queriesAfterSession2 = stats.getPrepareStatementCount();
+        long naturalIdCacheHitsAfterSession2 = stats.getNaturalIdCacheHitCount();
+
+        System.out.println("RESULT[naturalid-l2-cache]: session1 (post-insert) cumulative queries=" + queriesAfterSession1
+                + " | session2 (new session, same natural id) cumulative queries=" + queriesAfterSession2
+                + ", naturalId cache hits=" + naturalIdCacheHitsAfterSession2);
+
+        // Surprise (see the persist()/commit() log line above): @NaturalIdCache populates the L2
+        // region on INSERT itself, so even "session1" here is already a cache hit, not a cold
+        // DB miss -- there is no query left to save by the time we get here.
+        assertThat(queriesAfterSession1)
+                .as("both post-insert lookups resolve entirely from the L2 natural-id cache -- zero queries")
+                .isEqualTo(0);
+        assertThat(queriesAfterSession2)
+                .as("session2, a BRAND NEW session, must not fire any query either -- the L2 natural-id cache resolves it")
+                .isEqualTo(queriesAfterSession1);
+        assertThat(naturalIdCacheHitsAfterSession2)
+                .as("both lookups (session1 and session2) register as L2 natural-id cache hits")
+                .isEqualTo(2L);
+    }
+
+    @Test
+    void bySimpleNaturalId_rowInsertedOutsideHibernate_firstLookupIsARealMiss_secondIsARealHit() {
+        bootWithL2Cache();
+        Statistics stats = sessionFactory.getStatistics();
+
+        // Insert via raw JDBC, bypassing Hibernate entirely -- @NaturalIdCache never gets a
+        // chance to populate the L2 region at insert time, unlike the persist()-based test above.
+        try (Session s = sessionFactory.openSession()) {
+            s.doWork(connection -> {
+                try (var stmt = connection.createStatement()) {
+                    stmt.execute("insert into CachedNaturalIdProduct (id, sku, name) "
+                            + "values (999, 'SKU-L2-RAW', 'Raw Insert Widget')");
+                }
+                connection.commit();
+            });
+        }
+
+        stats.clear();
+
+        try (Session s1 = sessionFactory.openSession()) {
+            CachedNaturalIdProduct p = s1.bySimpleNaturalId(CachedNaturalIdProduct.class).load("SKU-L2-RAW");
+            assertThat(p.getName()).isEqualTo("Raw Insert Widget");
+        }
+        long queriesAfterMiss = stats.getPrepareStatementCount();
+        long missesAfterFirst = stats.getNaturalIdCacheMissCount();
+        long putsAfterFirst = stats.getNaturalIdCachePutCount();
+
+        try (Session s2 = sessionFactory.openSession()) {
+            CachedNaturalIdProduct p = s2.bySimpleNaturalId(CachedNaturalIdProduct.class).load("SKU-L2-RAW");
+            assertThat(p.getName()).isEqualTo("Raw Insert Widget");
+        }
+        long queriesAfterHit = stats.getPrepareStatementCount();
+        long hitsAfterSecond = stats.getNaturalIdCacheHitCount();
+
+        System.out.println("RESULT[naturalid-l2-cache-real-miss-then-hit]: first lookup (genuine cold row) queries="
+                + queriesAfterMiss + ", naturalId miss=" + missesAfterFirst + ", naturalId put=" + putsAfterFirst
+                + " | second lookup (new session) cumulative queries=" + queriesAfterHit
+                + ", naturalId hits=" + hitsAfterSecond);
+
+        assertThat(queriesAfterMiss).as("the first lookup of a row Hibernate never cached must hit the DB").isEqualTo(1);
+        assertThat(missesAfterFirst).isEqualTo(1L);
+        assertThat(putsAfterFirst).isEqualTo(1L);
+        assertThat(queriesAfterHit)
+                .as("the second lookup, from a brand-new session, must be satisfied entirely from the L2 cache")
+                .isEqualTo(queriesAfterMiss);
+        assertThat(hitsAfterSecond).isEqualTo(1L);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/naturalid/NaturalIdMutabilityTest.java

@@ -0,0 +1,111 @@
+package com.ankurm.hibernatedemo.naturalid;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.HibernateException;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * What actually happens if you mutate a {@code @NaturalId} field Hibernate believes is
+ * immutable (the default), versus one explicitly marked {@code mutable = true}?
+ *
+ * <p>Docs: docs/06-natural-ids.md, Topic 3.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class NaturalIdMutabilityTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void mutatingAnImmutableNaturalId_throwsOnFlush() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ImmutableNaturalIdEntity e = new ImmutableNaturalIdEntity("CODE-A");
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        Session session = em2.unwrap(Session.class);
+        session.getTransaction().begin();
+        ImmutableNaturalIdEntity managed = session.find(ImmutableNaturalIdEntity.class, id);
+        managed.setCode("CODE-B"); // mutate the field Hibernate believes is immutable
+
+        HibernateException ex = org.junit.jupiter.api.Assertions.assertThrows(
+                HibernateException.class,
+                () -> {
+                    session.flush();
+                });
+        System.out.println("RESULT[naturalid-immutable-mutation]: flushing a changed IMMUTABLE natural id threw: "
+                + ex.getClass().getName() + ": " + ex.getMessage());
+        session.getTransaction().rollback();
+        em2.close();
+
+        assertThat(ex.getMessage()).containsIgnoringCase("immutable");
+    }
+
+    @Test
+    void mutatingAMutableNaturalId_flushesFine_andUpdatesTheColumn() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        MutableNaturalIdEntity e = new MutableNaturalIdEntity("CODE-X");
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        MutableNaturalIdEntity managed = em2.find(MutableNaturalIdEntity.class, id);
+        managed.setCode("CODE-Y");
+        em2.getTransaction().commit(); // should NOT throw
+        em2.close();
+
+        EntityManager em3 = emf.createEntityManager();
+        Object raw = em3.createNativeQuery(
+                "select code from mutable_natural_id_entity where id = " + id).getSingleResult();
+        em3.close();
+
+        System.out.println("RESULT[naturalid-mutable-mutation]: flush succeeded, DB column now = " + raw);
+        assertThat(raw).isEqualTo("CODE-Y");
+    }
+
+    @Test
+    void mutatingAMutableNaturalId_staleLookupByOldValue_noLongerResolves() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        MutableNaturalIdEntity e = new MutableNaturalIdEntity("CODE-OLD");
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        MutableNaturalIdEntity managed = em2.find(MutableNaturalIdEntity.class, id);
+        managed.setCode("CODE-NEW");
+        em2.getTransaction().commit();
+        em2.close();
+
+        EntityManager em3 = emf.createEntityManager();
+        Session session = em3.unwrap(Session.class);
+        MutableNaturalIdEntity byOld = session.bySimpleNaturalId(MutableNaturalIdEntity.class).load("CODE-OLD");
+        MutableNaturalIdEntity byNew = session.bySimpleNaturalId(MutableNaturalIdEntity.class).load("CODE-NEW");
+        em3.close();
+
+        System.out.println("RESULT[naturalid-mutable-stale-lookup]: byNaturalId(\"CODE-OLD\") = " + byOld
+                + ", byNaturalId(\"CODE-NEW\") = " + (byNew == null ? "null" : byNew.getId()));
+
+        assertThat(byOld).isNull();
+        assertThat(byNew).isNotNull();
+        assertThat(byNew.getId()).isEqualTo(id);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/pagination/PaginationTest.java

@@ -0,0 +1,251 @@
+package com.ankurm.hibernatedemo.pagination;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.TypedQuery;
+import java.util.ArrayList;
+import java.util.List;
+import org.hibernate.ScrollMode;
+import org.hibernate.ScrollableResults;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Proves chapter 23's pagination claims: {@code setFirstResult}/{@code setMaxResults}
+ * translating to the dialect's real LIMIT/OFFSET syntax, {@code ScrollableResults} with
+ * {@code ScrollMode.FORWARD_ONLY}, the in-memory-pagination fallback that a JOIN FETCH triggers
+ * (and its real warning code), keyset/seek pagination as the fix for deep offsets, and the
+ * total-count-query pattern for a "Page N of M" UI.
+ *
+ * <p>Docs: docs/23-pagination.md.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class PaginationTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void limitOffset_translatesToDialectSyntax() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= 5; i++) {
+            em.persist(new Article("LimitOffset-" + i, i));
+        }
+        em.getTransaction().commit();
+        em.clear();
+
+        TypedQuery<Article> query = em.createQuery(
+                "select a from Article a where a.title like 'LimitOffset-%' order by a.sequence",
+                Article.class);
+        query.setFirstResult(2);
+        query.setMaxResults(2);
+        List<Article> page = query.getResultList();
+        em.close();
+
+        List<String> titles = page.stream().map(Article::getTitle).toList();
+        System.out.println("RESULT[pagination-limit-offset]: setFirstResult(2).setMaxResults(2) "
+                + "over 5 rows ordered by sequence -- page contents: " + titles
+                + " -- items 3 and 4 of 5, confirming the OFFSET skipped exactly 2 rows and the"
+                + " LIMIT capped the page at exactly 2.");
+
+        assertThat(titles).containsExactly("LimitOffset-3", "LimitOffset-4");
+    }
+
+    @Test
+    void scrollableResults_forwardOnly_readsWithoutLoadingWholeListUpfront() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= 10; i++) {
+            em.persist(new Article("Scroll-" + i, i));
+        }
+        em.getTransaction().commit();
+
+        Session session = em.unwrap(Session.class);
+        int seen = 0;
+        List<String> firstThree = new ArrayList<>();
+        try (ScrollableResults<Article> results = session.createQuery(
+                        "select a from Article a where a.title like 'Scroll-%' order by a.sequence",
+                        Article.class)
+                .setReadOnly(true)
+                .scroll(ScrollMode.FORWARD_ONLY)) {
+            while (results.next()) {
+                Article a = results.get();
+                seen++;
+                if (firstThree.size() < 3) {
+                    firstThree.add(a.getTitle());
+                }
+            }
+        }
+        em.close();
+
+        System.out.println("RESULT[pagination-scrollable-forward-only]: ScrollMode.FORWARD_ONLY "
+                + "walked all " + seen + " rows one at a time via results.next()/results.get() -- "
+                + "first three encountered: " + firstThree
+                + " -- no List<Article> holding all 10 rows was ever built by this test's own"
+                + " code, unlike getResultList().");
+
+        assertThat(seen).isEqualTo(10);
+        assertThat(firstThree).containsExactly("Scroll-1", "Scroll-2", "Scroll-3");
+    }
+
+    @Test
+    void joinFetchOrderedByRoot_paginatesViaDerivedTable_noInMemoryFallback() {
+        // Ordering by a column on the ROOT entity: Hibernate 7.4.5.Final's query translator
+        // paginates the root ids first (a derived-table subquery with its own OFFSET/FETCH) and
+        // joins the fetched collection onto that already-paginated set of ids -- confirmed by
+        // reading the generated SQL below, not by assuming the older in-memory-fallback story
+        // still applies here.
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= 3; i++) {
+            Article a = new Article("JoinFetch-" + i, i);
+            a.addComment(new Comment("first comment on " + i));
+            a.addComment(new Comment("second comment on " + i));
+            em.persist(a);
+        }
+        em.getTransaction().commit();
+        em.clear();
+
+        TypedQuery<Article> query = em.createQuery(
+                "select distinct a from Article a join fetch a.comments "
+                        + "where a.title like 'JoinFetch-%' order by a.sequence",
+                Article.class);
+        query.setFirstResult(0);
+        query.setMaxResults(2);
+        List<Article> page = query.getResultList();
+        em.close();
+
+        System.out.println("RESULT[pagination-joinfetch-root-order-no-warning]: join fetch + "
+                + "setFirstResult/setMaxResults, ordered by a ROOT-entity column -- no "
+                + "HHH90003004 warning was logged; the generated SQL (see the committed "
+                + "transcript) paginates a derived subquery of article ids first, then joins the "
+                + "comments onto that already-paginated set. Page size: " + page.size()
+                + " distinct articles.");
+
+        assertThat(page).hasSize(2);
+    }
+
+    @Test
+    void joinFetchOrderedByCollectionColumn_fallsBackToInMemoryPagination() {
+        // Ordering by a column that lives on the FETCHED COLLECTION itself: the "paginate the
+        // root ids first" trick above can't work when the sort key isn't a root-entity column,
+        // so this is the query shape that actually reproduces the classic in-memory-pagination
+        // fallback and its real warning code.
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= 3; i++) {
+            Article a = new Article("JoinFetchOrder-" + i, i);
+            a.addComment(new Comment("first comment on " + i));
+            a.addComment(new Comment("second comment on " + i));
+            em.persist(a);
+        }
+        em.getTransaction().commit();
+        em.clear();
+
+        TypedQuery<Article> query = em.createQuery(
+                "select distinct a from Article a join fetch a.comments c "
+                        + "where a.title like 'JoinFetchOrder-%' order by c.body",
+                Article.class);
+        query.setFirstResult(0);
+        query.setMaxResults(2);
+        List<Article> page = query.getResultList();
+        em.close();
+
+        System.out.println("RESULT[pagination-joinfetch-collection-order-warning]: join fetch + "
+                + "setFirstResult/setMaxResults, ordered by a column on the FETCHED COLLECTION "
+                + "(c.body) -- Hibernate logs its own HHH90003004 warning (\"firstResult/"
+                + "maxResults specified with collection fetch; applying in memory\"), not the "
+                + "HHH000104 code sometimes quoted for this; that code belongs to a different, "
+                + "older message entirely. Page size returned: " + page.size()
+                + " distinct articles, computed by loading the full joined result set into "
+                + "memory and paginating it there in application code.");
+
+        assertThat(page).hasSize(2);
+    }
+
+    @Test
+    void keysetPagination_avoidsOffsetEntirely() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= 20; i++) {
+            em.persist(new Article("Keyset-" + i, i));
+        }
+        em.getTransaction().commit();
+        em.clear();
+
+        // Page 1: no keyset yet, so a sentinel "everything greater than the smallest possible id".
+        List<Article> firstPage = em.createQuery(
+                "select a from Article a where a.title like 'Keyset-%' and a.id > :lastId "
+                        + "order by a.id asc", Article.class)
+                .setParameter("lastId", 0L)
+                .setMaxResults(5)
+                .getResultList();
+
+        Long lastIdOfFirstPage = firstPage.get(firstPage.size() - 1).getId();
+
+        // Page 2: WHERE id > <last id seen> -- no OFFSET at all, so this stays O(page size) no
+        // matter how deep into the result set the caller has paged.
+        List<Article> secondPage = em.createQuery(
+                "select a from Article a where a.title like 'Keyset-%' and a.id > :lastId "
+                        + "order by a.id asc", Article.class)
+                .setParameter("lastId", lastIdOfFirstPage)
+                .setMaxResults(5)
+                .getResultList();
+        em.close();
+
+        List<String> firstTitles = firstPage.stream().map(Article::getTitle).toList();
+        List<String> secondTitles = secondPage.stream().map(Article::getTitle).toList();
+        System.out.println("RESULT[pagination-keyset-seek]: keyset page 1 (id > 0) -- "
+                + firstTitles + " | keyset page 2 (id > last id of page 1) -- " + secondTitles
+                + " -- each page's WHERE clause carries the previous page's last id, so the "
+                + "database never has to count-and-skip rows the way OFFSET does.");
+
+        assertThat(firstTitles).containsExactly(
+                "Keyset-1", "Keyset-2", "Keyset-3", "Keyset-4", "Keyset-5");
+        assertThat(secondTitles).containsExactly(
+                "Keyset-6", "Keyset-7", "Keyset-8", "Keyset-9", "Keyset-10");
+    }
+
+    @Test
+    void totalCountQuery_forPageOfMPattern() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        for (int i = 1; i <= 7; i++) {
+            em.persist(new Article("CountPattern-" + i, i));
+        }
+        em.getTransaction().commit();
+        em.clear();
+
+        long totalMatching = em.createQuery(
+                "select count(a) from Article a where a.title like 'CountPattern-%'", Long.class)
+                .getSingleResult();
+        int pageSize = 3;
+        long totalPages = (totalMatching + pageSize - 1) / pageSize;
+
+        List<Article> pageTwo = em.createQuery(
+                "select a from Article a where a.title like 'CountPattern-%' order by a.sequence",
+                Article.class)
+                .setFirstResult(pageSize)
+                .setMaxResults(pageSize)
+                .getResultList();
+        em.close();
+
+        List<String> pageTwoTitles = pageTwo.stream().map(Article::getTitle).toList();
+        System.out.println("RESULT[pagination-total-count-pattern]: " + totalMatching
+                + " matching rows, page size " + pageSize + " -> " + totalPages
+                + " total pages ('Page 2 of " + totalPages + "') | page 2 contents: "
+                + pageTwoTitles
+                + " -- two separate queries (a COUNT and a LIMIT/OFFSET SELECT), not one query"
+                + " doing both.");
+
+        assertThat(totalMatching).isEqualTo(7);
+        assertThat(totalPages).isEqualTo(3);
+        assertThat(pageTwoTitles).containsExactly("CountPattern-4", "CountPattern-5", "CountPattern-6");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/persistenceannotations/EnumOrdinalDefaultTest.java

@@ -0,0 +1,85 @@
+package com.ankurm.hibernatedemo.persistenceannotations;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.hibernate.Transaction;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.junit.jupiter.api.Test;
+
+/**
+ * Reproduces the real failure mode of the JPA default {@code @Enumerated} strategy (ORDINAL):
+ * persist a row with the V1 enum ordering (via one standalone SessionFactory that owns only
+ * {@link EnumDefaultOrdinalEntity}), then read the SAME row back through a second SessionFactory
+ * that only knows {@link EnumReorderedV2Entity} -- a status enum with a constant inserted before
+ * SHIPPED. Two separate SessionFactories against the same physical H2 database avoid Hibernate's
+ * "same table mapped twice in one persistence unit" schema-export guard, which a single Spring
+ * context would trip.
+ *
+ * <p>Docs: docs/05-jpa-persistence-annotations.md, Topic 2.
+ */
+class EnumOrdinalDefaultTest {
+
+    private static final String DB_URL = "jdbc:h2:mem:enumordinal;DB_CLOSE_DELAY=-1";
+
+    private StandardServiceRegistry registry(String ddlAuto) {
+        return new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", DB_URL)
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.connection.password", "")
+                .applySetting("hibernate.hbm2ddl.auto", ddlAuto)
+                .build();
+    }
+
+    @Test
+    void ordinalDefault_reorderedEnum_silentlyReturnsWrongConstant_noException() {
+        StandardServiceRegistry writeRegistry = registry("create");
+        Long id;
+        try (SessionFactory writeSf = new MetadataSources(writeRegistry)
+                .addAnnotatedClass(EnumDefaultOrdinalEntity.class)
+                .buildMetadata()
+                .buildSessionFactory()) {
+            try (Session s = writeSf.openSession()) {
+                Transaction tx = s.beginTransaction();
+                EnumDefaultOrdinalEntity original = new EnumDefaultOrdinalEntity(EnumDefaultOrdinalEntity.OrderStatus.SHIPPED);
+                s.persist(original);
+                tx.commit();
+                id = original.getId();
+            }
+            // Prove the raw stored ordinal.
+            try (Session s = writeSf.openSession()) {
+                Number rawOrdinal = (Number) s.createNativeQuery(
+                        "select status from enum_default_ordinal_entity where id = " + id)
+                        .getSingleResult();
+                assertThat(rawOrdinal.intValue()).isEqualTo(1);
+                System.out.println("RESULT[enum-ordinal-default]: stored ordinal for SHIPPED (V1 ordering) = " + rawOrdinal);
+            }
+        } finally {
+            StandardServiceRegistryBuilder.destroy(writeRegistry);
+        }
+
+        // Second SessionFactory, same physical DB, "V2" reordered enum, table already exists (ddl-auto=none).
+        StandardServiceRegistry readRegistry = registry("none");
+        try (SessionFactory readSf = new MetadataSources(readRegistry)
+                .addAnnotatedClass(EnumReorderedV2Entity.class)
+                .buildMetadata()
+                .buildSessionFactory()) {
+            try (Session s = readSf.openSession()) {
+                EnumReorderedV2Entity reread = s.get(EnumReorderedV2Entity.class, id);
+                System.out.println("RESULT[enum-ordinal-default]: same row re-read through V2 (PENDING_REVIEW inserted "
+                        + "before SHIPPED) enum ordering = " + reread.getStatus()
+                        + " -- no exception thrown, silently resolves to the WRONG constant.");
+                assertThat(reread.getStatus())
+                        .as("ordinal 1 now means PENDING_REVIEW in the V2 enum, not SHIPPED -- silent data corruption")
+                        .isEqualTo(EnumReorderedV2Entity.ReorderedStatus.PENDING_REVIEW);
+            }
+        } finally {
+            StandardServiceRegistryBuilder.destroy(readRegistry);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/persistenceannotations/IdBasedEqualsHashSetTrapTest.java

@@ -0,0 +1,59 @@
+package com.ankurm.hibernatedemo.persistenceannotations;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.HashSet;
+import java.util.Set;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * The concrete failure: an entity with id-based equals()/hashCode() is added to a HashSet
+ * BEFORE flush (id == null), then persisted (id gets assigned). The same reference, looked up
+ * in the SAME set, is no longer found -- because its hash code changed after insertion, so
+ * HashSet is now probing the wrong bucket.
+ *
+ * <p>Docs: docs/05-jpa-persistence-annotations.md, Topic 2.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class IdBasedEqualsHashSetTrapTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void idBasedEquals_addedToSetBeforeFlush_containsReturnsFalseAfterIdAssigned() {
+        Set<IdBasedEqualsEntity> set = new HashSet<>();
+        IdBasedEqualsEntity e = new IdBasedEqualsEntity("widget");
+
+        set.add(e); // id is null at this point -- hashCode() = Objects.hash((Long) null)
+        assertThat(set.contains(e)).isTrue(); // trivially true right now
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(e);
+        em.getTransaction().commit(); // id gets assigned HERE -- hashCode() changes
+        em.close();
+
+        assertThat(e.getId()).isNotNull();
+
+        boolean stillFound = set.contains(e);
+        System.out.println("RESULT[id-based-equals-hashset-trap]: after persist(), e.getId()=" + e.getId()
+                + ", set.contains(e) = " + stillFound + " (same reference, same set, only the hash code changed)");
+
+        assertThat(stillFound)
+                .as("HashSet.contains() on the SAME reference must return false once the id-based hashCode changed after insertion")
+                .isFalse();
+
+        // Bonus: iterating the set and calling equals() manually still finds it (equals() itself is fine) --
+        // it's specifically the bucket lookup (which trusts the now-stale cached hash) that is broken.
+        boolean foundByIteration = set.stream().anyMatch(x -> x.equals(e));
+        System.out.println("RESULT[id-based-equals-hashset-trap]: manual iteration foundByIteration = " + foundByIteration
+                + " -- confirms equals() itself still works; it's HashSet's bucket indexing that is now wrong.");
+        assertThat(foundByIteration).isTrue();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/persistenceannotations/Jpa32NewFeaturesTest.java

@@ -0,0 +1,81 @@
+package com.ankurm.hibernatedemo.persistenceannotations;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.TypedQuery;
+import java.util.List;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Three things new in Jakarta Persistence 3.2 that post 4864 predates: {@code @EnumeratedValue}
+ * (custom enum persisted representation), {@code getSingleResultOrNull()} on TypedQuery, and
+ * record types as JPQL constructor-expression targets.
+ *
+ * <p>Docs: docs/05-jpa-persistence-annotations.md, Topic 2.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class Jpa32NewFeaturesTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void enumeratedValue_persistsTheCustomCode_notOrdinalOrName() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        EnumeratedValueEntity e = new EnumeratedValueEntity(EnumeratedValueEntity.Priority.HIGH);
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        Object raw = em2.createNativeQuery(
+                "select priority from enumerated_value_entity where id = " + id).getSingleResult();
+        EnumeratedValueEntity reread = em2.find(EnumeratedValueEntity.class, id);
+        em2.close();
+
+        System.out.println("RESULT[jpa32-enumeratedvalue]: raw DB value for HIGH = '" + raw
+                + "' (neither ordinal '2' nor name 'HIGH' -- the @EnumeratedValue-annotated code 'H')");
+        assertThat(raw).isEqualTo("H");
+        assertThat(reread.getPriority()).isEqualTo(EnumeratedValueEntity.Priority.HIGH);
+    }
+
+    @Test
+    void getSingleResultOrNull_newIn32_returnsNullInsteadOfThrowing() {
+        EntityManager em = emf.createEntityManager();
+        TypedQuery<EnumeratedValueEntity> q = em.createQuery(
+                "select e from EnumeratedValueEntity e where e.id = :id", EnumeratedValueEntity.class);
+        q.setParameter("id", -999L);
+        EnumeratedValueEntity result = q.getSingleResultOrNull();
+        em.close();
+        System.out.println("RESULT[jpa32-getsingleresultornull]: query matching zero rows via getSingleResultOrNull() = " + result
+                + " (getSingleResult() would have thrown NoResultException here)");
+        assertThat(result).isNull();
+    }
+
+    @Test
+    void jpqlConstructorExpression_targetingARecord_worksIn725() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.persist(new EnumeratedValueEntity(EnumeratedValueEntity.Priority.HIGH));
+        em.persist(new EnumeratedValueEntity(EnumeratedValueEntity.Priority.HIGH));
+        em.persist(new EnumeratedValueEntity(EnumeratedValueEntity.Priority.LOW));
+        em.getTransaction().commit();
+
+        List<PriorityCountView> counts = em.createQuery(
+                "select new com.ankurm.hibernatedemo.persistenceannotations.PriorityCountView(e.priority, count(e)) "
+                        + "from EnumeratedValueEntity e group by e.priority order by e.priority",
+                PriorityCountView.class).getResultList();
+        em.close();
+
+        System.out.println("RESULT[jpa32-record-constructor-expression]: " + counts);
+        assertThat(counts).extracting(PriorityCountView::priority)
+                .contains(EnumeratedValueEntity.Priority.HIGH, EnumeratedValueEntity.Priority.LOW);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/persistenceannotations/JsonColumnOnH2Test.java

@@ -0,0 +1,51 @@
+package com.ankurm.hibernatedemo.persistenceannotations;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.Map;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Does {@code @JdbcTypeCode(SqlTypes.JSON)} actually work against H2 2.4.240? Honest empirical
+ * check -- if H2 rejects it, this test says so instead of asserting success.
+ *
+ * <p>Docs: docs/05-jpa-persistence-annotations.md, Topic 2.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class JsonColumnOnH2Test {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void jdbcTypeCodeJson_onH2_roundTripsAMap() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        JsonColumnEntity e = new JsonColumnEntity(Map.of("color", "red", "qty", 5));
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        JsonColumnEntity loaded = em2.find(JsonColumnEntity.class, id);
+        em2.close();
+
+        System.out.println("RESULT[jdbctypecode-json-h2]: persisted+loaded details=" + loaded.getDetails());
+        assertThat(loaded.getDetails()).containsEntry("color", "red");
+
+        // Inspect the actual column type H2 chose for it.
+        EntityManager em3 = emf.createEntityManager();
+        Object colType = em3.createNativeQuery(
+                "select data_type from information_schema.columns "
+                        + "where table_name = 'JSON_COLUMN_ENTITY' and column_name = 'DETAILS'")
+                .getSingleResult();
+        em3.close();
+        System.out.println("RESULT[jdbctypecode-json-h2]: H2 column type for the JSON field = " + colType);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/persistenceannotations/MixedAccessTest.java

@@ -0,0 +1,51 @@
+package com.ankurm.hibernatedemo.persistenceannotations;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * MixedAccessEntity has FIELD access by default (because @Id sits on a field), but one
+ * property ("computedLabel") is explicitly switched to PROPERTY access. This proves:
+ * (1) Hibernate really does call the getter -- not read a backing field -- to determine the
+ * persisted value for that one property, and (2) it calls it MORE than once per flush
+ * (dirty-check read + write), which matters if the getter has side effects or is expensive.
+ *
+ * <p>Docs: docs/05-jpa-persistence-annotations.md, Topic 2.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class MixedAccessTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void propertyAccessAttribute_getterIsCalledByHibernate_multipleTimesPerFlush() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        MixedAccessEntity e = new MixedAccessEntity("widget");
+        int callsBeforePersist = e.getGetterCallCount();
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        int callsAfterFlush = e.getGetterCallCount();
+        em.close();
+
+        System.out.println("RESULT[mixed-access]: getComputedLabel() call count before persist=" + callsBeforePersist
+                + ", after commit/flush=" + callsAfterFlush
+                + " (PROPERTY-access attributes are read via the getter at flush time, not via a backing field)");
+        assertThat(callsAfterFlush).isGreaterThan(callsBeforePersist);
+
+        EntityManager em2 = emf.createEntityManager();
+        Object storedLabel = em2.createNativeQuery(
+                "select computed_label from mixed_access_entity where id = " + id).getSingleResult();
+        em2.close();
+        System.out.println("RESULT[mixed-access]: DB column computed_label = " + storedLabel);
+        assertThat(storedLabel).isEqualTo("WIDGET");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/persistenceannotations/TemporalOnJavaTimeTest.java

@@ -0,0 +1,45 @@
+package com.ankurm.hibernatedemo.persistenceannotations;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.time.LocalDate;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Empirical: does {@code @Temporal} on a {@code java.time.LocalDate} field boot cleanly in
+ * Hibernate 7.4.5.Final, despite the annotation itself being {@code @Deprecated(since="3.2")}?
+ *
+ * <p>Docs: docs/05-jpa-persistence-annotations.md, Topic 2.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class TemporalOnJavaTimeTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void temporalOnLocalDate_bootsAndPersistsFine_annotationIsSimplyIgnored() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        TemporalOnLocalDateEntity e = new TemporalOnLocalDateEntity(LocalDate.of(2026, 1, 15));
+        em.persist(e);
+        em.getTransaction().commit();
+        Long id = e.getId();
+        em.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        TemporalOnLocalDateEntity loaded = em2.find(TemporalOnLocalDateEntity.class, id);
+        em2.close();
+
+        assertThat(loaded.getEventDate()).isEqualTo(LocalDate.of(2026, 1, 15));
+        System.out.println("RESULT[temporal-on-localdate]: boot succeeded (not silent -- Hibernate logs "
+                + "HHH90000033: Encountered use of deprecated annotation [interface jakarta.persistence.Temporal] "
+                + "at boot time, WARN level, one line per annotated field); round-tripped eventDate=" + loaded.getEventDate()
+                + ". The mapping itself is unaffected -- LocalDate maps the same with or without @Temporal.");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/procedure/ProcedureFailureModesTest.java

@@ -0,0 +1,297 @@
+package com.ankurm.hibernatedemo.procedure;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.ParameterMode;
+import jakarta.persistence.StoredProcedureQuery;
+import java.math.BigDecimal;
+import javax.sql.DataSource;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Assertions;
+import org.junit.jupiter.api.MethodOrderer;
+import org.junit.jupiter.api.Order;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestMethodOrder;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs docs/08-stored-procedures.md, "Potential Pitfalls" section (merged posts 4867 + 4881) --
+ * this is the highest-value part of the chapter: real, verbatim exceptions from real
+ * misconfigurations, not described-but-untested prose.
+ *
+ * <p>Own DataSource: {@code jdbc:hsqldb:mem:procdemo-failures}.
+ */
+@SpringBootTest(properties = {
+        "spring.datasource.url=jdbc:hsqldb:mem:procdemo-failures;shutdown=true",
+        "spring.datasource.driver-class-name=org.hsqldb.jdbc.JDBCDriver",
+        "spring.datasource.username=SA",
+        "spring.datasource.password=",
+        "spring.jpa.hibernate.ddl-auto=create-drop"
+})
+@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
+class ProcedureFailureModesTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static volatile boolean schemaReady = false;
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Autowired
+    private DataSource dataSource;
+
+    private void ensureSchema() throws Exception {
+        if (!schemaReady) {
+            synchronized (ProcedureFailureModesTest.class) {
+                if (!schemaReady) {
+                    ProcedureSchemaSupport.createAll(dataSource);
+                    EntityManager em = emf.createEntityManager();
+                    em.getTransaction().begin();
+                    em.persist(new ProcEmployee(1, "Alice", new BigDecimal("50000.00")));
+                    em.persist(new ProcEmployee(2, "Bob", new BigDecimal("60000.00")));
+                    em.getTransaction().commit();
+                    em.close();
+                    schemaReady = true;
+                }
+            }
+        }
+    }
+
+    /**
+     * Registering a parameter under a name the procedure does not actually have.
+     *
+     * <p>SURPRISE (verified, corrects an assumption): this does NOT fail, and does NOT bind a
+     * NULL. HSQLDB's JDBC driver calls procedures using positional {@code {call GET_TAX(?, ?)}}
+     * syntax -- the parameter NAME never crosses the wire to the database at all. Hibernate maps
+     * a {@code registerStoredProcedureParameter(String name, ...)} call to the Nth JDBC "?"
+     * purely by REGISTRATION ORDER; the {@code name} string is only a client-side label used
+     * later by {@code setParameter(name, ...)} / {@code getOutputParameterValue(name)}. So
+     * registering "employee_id" first (matching the procedure's real first parameter by
+     * POSITION) still binds correctly and returns the right tax value, even though "employee_id"
+     * is not a real parameter of GET_TAX. The article's advice to "match parameter order" is
+     * therefore the operative safety rule -- matching NAMES is cosmetic for drivers like this one.
+     */
+    @Test
+    @Order(1)
+    void wrongParameterName_bindsPositionally_nameIsCosmeticOnHsqldb() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createStoredProcedureQuery("GET_TAX");
+        query.registerStoredProcedureParameter("employee_id", Integer.class, ParameterMode.IN); // WRONG: should be "emp_id"
+        query.registerStoredProcedureParameter("tax_amount", BigDecimal.class, ParameterMode.OUT);
+
+        Exception caught = null;
+        Object outValue = null;
+        try {
+            query.setParameter("employee_id", 1);
+            query.execute();
+            outValue = query.getOutputParameterValue("tax_amount");
+        } catch (Exception e) {
+            caught = e;
+        }
+        em.getTransaction().rollback();
+        em.close();
+
+        DEMO.info("wrong parameter name 'employee_id' (procedure expects 'emp_id') threw: {}: {}",
+                caught == null ? "NOTHING -- bound positionally regardless of the name" : caught.getClass().getName(),
+                caught == null ? "tax_amount output = " + outValue : caught.getMessage());
+        // The mislabeled parameter still binds to JDBC position 1 (registration order), which is
+        // GET_TAX's real first ("emp_id") slot -- so the call succeeds with the CORRECT result
+        // despite the wrong name. Proof that "name" is not validated against the database here.
+        assertThat(caught).isNull();
+        assertThat((BigDecimal) outValue).isEqualByComparingTo("7500.00");
+    }
+
+    /** Registering parameters in the wrong positional order (swap IN and OUT slots). */
+    @Test
+    @Order(2)
+    void wrongPositionalOrder_throwsOrMisbinds() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        // GET_TAX is really (1=emp_id IN, 2=tax_amount OUT); register them swapped.
+        StoredProcedureQuery query = em.createStoredProcedureQuery("GET_TAX");
+        query.registerStoredProcedureParameter(1, BigDecimal.class, ParameterMode.OUT);
+        query.registerStoredProcedureParameter(2, Integer.class, ParameterMode.IN);
+
+        Exception caught = null;
+        try {
+            query.setParameter(2, 1);
+            query.execute();
+            Object out = query.getOutputParameterValue(1);
+            DEMO.info("swapped positional registration did NOT throw; out param 1 = {}", out);
+        } catch (Exception e) {
+            caught = e;
+        }
+        em.getTransaction().rollback();
+        em.close();
+
+        DEMO.info("swapped IN/OUT positional registration on GET_TAX threw: {}: {}",
+                caught == null ? "NOTHING (see logged value above)" : caught.getClass().getName(),
+                caught == null ? "" : caught.getMessage());
+    }
+
+    /** ParameterMode mismatch: registering the real IN parameter as OUT. */
+    @Test
+    @Order(3)
+    void parameterModeMismatch_inRegisteredAsOut_throws() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createStoredProcedureQuery("GET_TAX");
+        query.registerStoredProcedureParameter("emp_id", Integer.class, ParameterMode.OUT); // WRONG mode
+        query.registerStoredProcedureParameter("tax_amount", BigDecimal.class, ParameterMode.OUT);
+
+        Exception caught = null;
+        try {
+            query.execute();
+        } catch (Exception e) {
+            caught = e;
+        }
+        em.getTransaction().rollback();
+        em.close();
+
+        DEMO.info("emp_id (really IN) registered as ParameterMode.OUT threw: {}: {}",
+                caught == null ? "NOTHING" : caught.getClass().getName(),
+                caught == null ? "" : caught.getMessage());
+        assertThat(caught).isNotNull();
+    }
+
+    /** getResultList() called on a procedure that has NO result set and NO output parameters. */
+    @Test
+    @Order(4)
+    void getResultListOnProcedureWithNoResultSet_throws() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createStoredProcedureQuery("NO_RESULT_SET_PROC");
+        query.registerStoredProcedureParameter("emp_id", Integer.class, ParameterMode.IN);
+        query.setParameter("emp_id", 1);
+        query.execute();
+
+        IllegalStateException caught = Assertions.assertThrows(IllegalStateException.class, query::getResultList);
+        DEMO.info("getResultList() on a no-result-set procedure threw: {}: {}",
+                caught.getClass().getName(), caught.getMessage());
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    /** Forgetting to call execute() before reading an output parameter. */
+    @Test
+    @Order(5)
+    void forgettingExecute_beforeReadingOutputParameter_throws() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createStoredProcedureQuery("GET_TAX");
+        query.registerStoredProcedureParameter("emp_id", Integer.class, ParameterMode.IN);
+        query.registerStoredProcedureParameter("tax_amount", BigDecimal.class, ParameterMode.OUT);
+        query.setParameter("emp_id", 1);
+        // Deliberately NOT calling query.execute() here.
+
+        Exception caught = null;
+        Object value = null;
+        try {
+            value = query.getOutputParameterValue("tax_amount");
+        } catch (Exception e) {
+            caught = e;
+        }
+        em.getTransaction().rollback();
+        em.close();
+
+        DEMO.info("getOutputParameterValue() WITHOUT calling execute() first threw: {} (value={})",
+                caught == null ? "NOTHING -- getOutputParameterValue() triggered execution implicitly" : caught.getClass().getName(),
+                value);
+        // SURPRISE (verified): calling getOutputParameterValue() without an explicit execute()
+        // call first does NOT throw "forgot to call execute()". Hibernate's ProcedureCallImpl
+        // lazily triggers the JDBC execute() itself the first time output is requested. The
+        // "forgetting execute()" pitfall described in blog folklore is not reproducible against
+        // Hibernate 7.4.5's StoredProcedureQuery for OUT-parameter access.
+        assertThat(caught).isNull();
+        assertThat((BigDecimal) value).isEqualByComparingTo("7500.00");
+    }
+
+    /**
+     * THE flush question: persist a row, do NOT flush, then call a stored procedure that counts
+     * rows in the same table over the SAME connection/transaction. Does the procedure see the
+     * unflushed row?
+     */
+    @Test
+    @Order(6)
+    void unflushedPersist_isNotVisibleToStoredProcedure_untilFlushed() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+
+        // Baseline count before adding anything in this transaction.
+        StoredProcedureQuery baseline = em.createStoredProcedureQuery("COUNT_EMPLOYEES");
+        baseline.registerStoredProcedureParameter("total", Integer.class, ParameterMode.OUT);
+        baseline.execute();
+        int before = (Integer) baseline.getOutputParameterValue("total");
+        DEMO.info("COUNT_EMPLOYEES before persisting a new row = {}", before);
+
+        // Persist a THIRD employee but deliberately do not flush.
+        em.persist(new ProcEmployee(3, "Carol", new BigDecimal("70000.00")));
+
+        StoredProcedureQuery afterPersist = em.createStoredProcedureQuery("COUNT_EMPLOYEES");
+        afterPersist.registerStoredProcedureParameter("total", Integer.class, ParameterMode.OUT);
+        afterPersist.execute();
+        int afterUnflushed = (Integer) afterPersist.getOutputParameterValue("total");
+        DEMO.info("COUNT_EMPLOYEES after persist() but WITHOUT an explicit flush() = {}", afterUnflushed);
+
+        em.flush();
+        StoredProcedureQuery afterFlush = em.createStoredProcedureQuery("COUNT_EMPLOYEES");
+        afterFlush.registerStoredProcedureParameter("total", Integer.class, ParameterMode.OUT);
+        afterFlush.execute();
+        int afterExplicitFlush = (Integer) afterFlush.getOutputParameterValue("total");
+        DEMO.info("COUNT_EMPLOYEES after an explicit flush() = {}", afterExplicitFlush);
+
+        em.getTransaction().rollback();
+        em.close();
+
+        assertThat(afterUnflushed).isEqualTo(before);
+        assertThat(afterExplicitFlush).isEqualTo(before + 1);
+    }
+
+    /**
+     * CORRECTION to a common assumption: for HQL/native queries, registering
+     * addSynchronizedEntityClass(...)/addSynchronizedQuerySpace(...) is documented to trigger an
+     * auto-flush of pending changes to the synchronized table before the query runs. Stored
+     * procedures are DIFFERENT: {@link org.hibernate.procedure.ProcedureCall} exposes the same
+     * addSynchronizedEntityClass(...) method (inherited from SynchronizeableQuery), but calling
+     * it here does NOT cause an auto-flush before the CallableStatement executes. Verified below:
+     * an unflushed persist() is still invisible to the procedure even after declaring the
+     * synchronization.
+     */
+    @Test
+    @Order(7)
+    void procedureCallSynchronizedEntityClass_doesNotAutoFlush() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        Session session = em.unwrap(Session.class);
+        em.getTransaction().begin();
+
+        em.persist(new ProcEmployee(4, "Dave", new BigDecimal("80000.00"))); // NOT flushed explicitly
+
+        org.hibernate.procedure.ProcedureCall call = session.createStoredProcedureCall("COUNT_EMPLOYEES");
+        call.registerStoredProcedureParameter("total", Integer.class, ParameterMode.OUT);
+        call.addSynchronizedEntityClass(ProcEmployee.class); // documented to auto-flush for HQL/native -- does NOT for procedures
+        call.execute();
+        int total = (Integer) call.getOutputParameterValue("total");
+        DEMO.info("ProcedureCall with addSynchronizedEntityClass(ProcEmployee.class), unflushed Dave NOT counted: "
+                + "COUNT_EMPLOYEES = {} (still just Alice+Bob -- addSynchronizedEntityClass had NO auto-flush effect here)", total);
+
+        em.getTransaction().rollback();
+        em.close();
+
+        // Alice + Bob (seeded) only -- Dave was never flushed, and addSynchronizedEntityClass did
+        // not force it. Carol from the earlier test was rolled back, so she is not present either.
+        assertThat(total).isEqualTo(2);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/procedure/ProcedureSchemaSupport.java

@@ -0,0 +1,96 @@
+package com.ankurm.hibernatedemo.procedure;
+
+import java.sql.Connection;
+import java.sql.SQLException;
+import java.sql.Statement;
+import javax.sql.DataSource;
+
+/**
+ * Creates the real HSQLDB 2.7.3 SQL/PSM stored procedures used by every test in this package.
+ * Hibernate's {@code ddl-auto} only creates the entity table; it has no concept of stored
+ * procedures, so they are created directly over JDBC once per test-class DataSource.
+ *
+ * <p>Idempotent: {@code DROP PROCEDURE} first (ignoring failure), so re-running against a
+ * context that Spring's test cache kept warm from a previous run doesn't fail with
+ * "already exists".
+ */
+final class ProcedureSchemaSupport {
+
+    private ProcedureSchemaSupport() {}
+
+    static void createAll(DataSource ds) throws SQLException {
+        try (Connection c = ds.getConnection(); Statement st = c.createStatement()) {
+            drop(st, "GET_TAX");
+            drop(st, "ADJUST_SALARY");
+            drop(st, "LIST_EMPLOYEES");
+            drop(st, "LIST_EMPLOYEE_NAMES");
+            drop(st, "COUNT_EMPLOYEES");
+            drop(st, "NO_RESULT_SET_PROC");
+
+            st.execute("""
+                CREATE PROCEDURE GET_TAX(IN emp_id INT, OUT tax_amount DECIMAL(10,2))
+                READS SQL DATA
+                BEGIN ATOMIC
+                  SELECT salary * 0.15 INTO tax_amount FROM PROC_EMPLOYEES WHERE id = emp_id;
+                END
+                """);
+
+            st.execute("""
+                CREATE PROCEDURE ADJUST_SALARY(INOUT sal DECIMAL(10,2), IN bonus_pct DECIMAL(5,2))
+                MODIFIES SQL DATA
+                BEGIN ATOMIC
+                  SET sal = sal * (1 + bonus_pct / 100);
+                END
+                """);
+
+            st.execute("""
+                CREATE PROCEDURE LIST_EMPLOYEES()
+                READS SQL DATA DYNAMIC RESULT SETS 1
+                BEGIN ATOMIC
+                  DECLARE result CURSOR WITH RETURN FOR
+                    SELECT id, name, salary FROM PROC_EMPLOYEES ORDER BY id;
+                  OPEN result;
+                END
+                """);
+
+            st.execute("""
+                CREATE PROCEDURE LIST_EMPLOYEE_NAMES()
+                READS SQL DATA DYNAMIC RESULT SETS 1
+                BEGIN ATOMIC
+                  DECLARE result CURSOR WITH RETURN FOR
+                    SELECT id, name FROM PROC_EMPLOYEES ORDER BY id;
+                  OPEN result;
+                END
+                """);
+
+            // Deliberately has NO result set and NO out parameter -- used for the
+            // "getResultList() on a procedure with no result set" and "forgetting execute()"
+            // failure-mode tests.
+            st.execute("""
+                CREATE PROCEDURE NO_RESULT_SET_PROC(IN emp_id INT)
+                MODIFIES SQL DATA
+                BEGIN ATOMIC
+                  UPDATE PROC_EMPLOYEES SET name = name WHERE id = emp_id;
+                END
+                """);
+
+            // Used for the flush-visibility trap: does a procedure called mid-transaction see a
+            // persisted-but-not-yet-flushed row?
+            st.execute("""
+                CREATE PROCEDURE COUNT_EMPLOYEES(OUT total INT)
+                READS SQL DATA
+                BEGIN ATOMIC
+                  SELECT COUNT(*) INTO total FROM PROC_EMPLOYEES;
+                END
+                """);
+        }
+    }
+
+    private static void drop(Statement st, String name) throws SQLException {
+        try {
+            st.execute("DROP PROCEDURE " + name);
+        } catch (SQLException ignored) {
+            // did not exist yet
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/procedure/StoredProcedureHappyPathTest.java

@@ -0,0 +1,204 @@
+package com.ankurm.hibernatedemo.procedure;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.annotation.PostConstruct;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.ParameterMode;
+import jakarta.persistence.StoredProcedureQuery;
+import java.math.BigDecimal;
+import java.util.List;
+import javax.sql.DataSource;
+import org.hibernate.Session;
+import org.junit.jupiter.api.BeforeAll;
+import org.junit.jupiter.api.MethodOrderer;
+import org.junit.jupiter.api.Order;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestMethodOrder;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.transaction.annotation.Transactional;
+
+/**
+ * Backs docs/08-stored-procedures.md (merged posts 4867 + 4881). Runs REAL SQL/PSM stored procedures
+ * on HSQLDB 2.7.3 -- see {@link ProcedureSchemaSupport} for the DDL -- and calls them through
+ * every API surface the two source articles described but never executed:
+ * {@code @NamedStoredProcedureQuery}, {@code EntityManager.createStoredProcedureQuery(...)},
+ * and {@code Session.createStoredProcedureQuery(...)}.
+ *
+ * <p>Own DataSource: {@code jdbc:hsqldb:mem:procdemo-happy} (HSQLDB, not H2 -- H2 does not
+ * support IN/OUT/INOUT stored procedures with SQL/PSM bodies the way HSQLDB does).
+ */
+@SpringBootTest(properties = {
+        "spring.datasource.url=jdbc:hsqldb:mem:procdemo-happy;shutdown=true",
+        "spring.datasource.driver-class-name=org.hsqldb.jdbc.JDBCDriver",
+        "spring.datasource.username=SA",
+        "spring.datasource.password=",
+        "spring.jpa.hibernate.ddl-auto=create-drop"
+})
+@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
+class StoredProcedureHappyPathTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static volatile boolean schemaReady = false;
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Autowired
+    private DataSource dataSource;
+
+    @BeforeAll
+    static void resetFlag() {
+        schemaReady = false;
+    }
+
+    private void ensureSchema() throws Exception {
+        if (!schemaReady) {
+            synchronized (StoredProcedureHappyPathTest.class) {
+                if (!schemaReady) {
+                    ProcedureSchemaSupport.createAll(dataSource);
+                    EntityManager em = emf.createEntityManager();
+                    em.getTransaction().begin();
+                    em.persist(new ProcEmployee(1, "Alice", new BigDecimal("50000.00")));
+                    em.persist(new ProcEmployee(2, "Bob", new BigDecimal("60000.00")));
+                    em.getTransaction().commit();
+                    em.close();
+                    schemaReady = true;
+                }
+            }
+        }
+    }
+
+    @Test
+    @Order(1)
+    void namedStoredProcedureQuery_viaEntityManager_returnsRealOutParameter() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createNamedStoredProcedureQuery("ProcEmployee.getTax");
+        query.setParameter("emp_id", 1);
+        boolean hadResultSet = query.execute();
+        BigDecimal tax = (BigDecimal) query.getOutputParameterValue("tax_amount");
+        em.getTransaction().commit();
+        em.close();
+
+        DEMO.info("@NamedStoredProcedureQuery ProcEmployee.getTax(emp_id=1) execute()={} tax_amount={}", hadResultSet, tax);
+        assertThat(tax).isEqualByComparingTo("7500.00");
+    }
+
+    @Test
+    @Order(2)
+    void unnamedStoredProcedureQuery_viaEntityManagerCreateStoredProcedureQuery() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createStoredProcedureQuery("GET_TAX");
+        query.registerStoredProcedureParameter("emp_id", Integer.class, ParameterMode.IN);
+        query.registerStoredProcedureParameter("tax_amount", BigDecimal.class, ParameterMode.OUT);
+        query.setParameter("emp_id", 2);
+        query.execute();
+        BigDecimal tax = (BigDecimal) query.getOutputParameterValue("tax_amount");
+        em.getTransaction().commit();
+        em.close();
+
+        DEMO.info("EntityManager.createStoredProcedureQuery(\"GET_TAX\") for emp 2, tax_amount={}", tax);
+        assertThat(tax).isEqualByComparingTo("9000.00");
+    }
+
+    @Test
+    @Order(3)
+    void unnamedStoredProcedureQuery_viaHibernateSession() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        Session session = em.unwrap(Session.class);
+        em.getTransaction().begin();
+        StoredProcedureQuery query = session.createStoredProcedureQuery("GET_TAX");
+        query.registerStoredProcedureParameter("emp_id", Integer.class, ParameterMode.IN);
+        query.registerStoredProcedureParameter("tax_amount", BigDecimal.class, ParameterMode.OUT);
+        query.setParameter("emp_id", 1);
+        query.execute();
+        BigDecimal tax = (BigDecimal) query.getOutputParameterValue("tax_amount");
+        em.getTransaction().commit();
+        em.close();
+
+        DEMO.info("Session.createStoredProcedureQuery(\"GET_TAX\") for emp 1, tax_amount={}", tax);
+        assertThat(tax).isEqualByComparingTo("7500.00");
+    }
+
+    @Test
+    @Order(4)
+    void inoutParameter_roundTripsThroughSameParameterSlot() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createStoredProcedureQuery("ADJUST_SALARY");
+        query.registerStoredProcedureParameter("sal", BigDecimal.class, ParameterMode.INOUT);
+        query.registerStoredProcedureParameter("bonus_pct", BigDecimal.class, ParameterMode.IN);
+        query.setParameter("sal", new BigDecimal("1000.00"));
+        query.setParameter("bonus_pct", new BigDecimal("10.00"));
+        query.execute();
+        Object result = query.getOutputParameterValue("sal");
+        em.getTransaction().commit();
+        em.close();
+
+        DEMO.info("INOUT parameter 'sal' after ADJUST_SALARY(1000.00, 10.00) = {}", result);
+        assertThat((BigDecimal) result).isEqualByComparingTo("1100.00");
+    }
+
+    /**
+     * DOCUMENTED FAILURE, not a bug in this test: Hibernate's {@code ProcedureCallImpl} decides
+     * whether a stored procedure produced a result set by trusting the boolean returned from
+     * JDBC {@code CallableStatement.execute()}. A raw-JDBC probe (outside Hibernate, see
+     * docs/output/procedure-hsqldb-jdbc-driver-quirk.txt) shows HSQLDB 2.7.3's driver returns
+     * {@code false} from {@code execute()} for a {@code DYNAMIC RESULT SETS} procedure even
+     * though {@code getResultSet()} (and {@code executeQuery()}) DOES return a populated
+     * {@code ResultSet}. Hibernate believes the (wrong) {@code false} and never attaches a
+     * {@code ResultSetOutput}, so {@code getResultList()} throws. This blocks "result set mapped
+     * to an entity" and "result set mapped to a DTO via @SqlResultSetMapping" through Hibernate's
+     * stored-procedure API specifically on HSQLDB + Hibernate 7.4.5 -- it is not something
+     * fixable from application code. A database whose JDBC driver reports {@code execute()}
+     * correctly (PostgreSQL's REF_CURSOR, or MySQL's direct result sets) would not hit this.
+     */
+    @Test
+    @Order(5)
+    void resultSetProcedure_mappedToEntity_hitsHsqldbDriverIncompatibility() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createNamedStoredProcedureQuery("ProcEmployee.listAll");
+        boolean hadResultSet = query.execute();
+        DEMO.info("ProcEmployee.listAll execute() returned {} (HSQLDB misreports this as false)", hadResultSet);
+
+        IllegalStateException caught = org.junit.jupiter.api.Assertions.assertThrows(
+                IllegalStateException.class, query::getResultList);
+        DEMO.info("getResultList() on the (mis-reported) result-set procedure threw: {}: {}",
+                caught.getClass().getName(), caught.getMessage());
+        em.getTransaction().rollback();
+        em.close();
+
+        assertThat(caught.getMessage()).contains("was not a ResultSet");
+    }
+
+    /** Same HSQLDB-driver incompatibility as above, this time through @SqlResultSetMapping to a DTO. */
+    @Test
+    @Order(6)
+    void resultSetProcedure_mappedToDto_alsoHitsHsqldbDriverIncompatibility() throws Exception {
+        ensureSchema();
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        StoredProcedureQuery query = em.createStoredProcedureQuery("LIST_EMPLOYEE_NAMES", "EmployeeSummaryMapping");
+        query.execute();
+
+        IllegalStateException caught = org.junit.jupiter.api.Assertions.assertThrows(
+                IllegalStateException.class, query::getResultList);
+        DEMO.info("DTO-mapped getResultList() threw: {}: {}", caught.getClass().getName(), caught.getMessage());
+        em.getTransaction().rollback();
+        em.close();
+
+        assertThat(caught.getMessage()).contains("was not a ResultSet");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/proxy/EntityGraphFetchTest.java

@@ -0,0 +1,131 @@
+package com.ankurm.hibernatedemo.proxy;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityGraph;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.Map;
+import org.hibernate.Hibernate;
+import org.hibernate.SessionFactory;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs docs/11-proxies-and-lazy-initialization.md, chapter "fetchgraph vs loadgraph, actually demonstrated".
+ *
+ * <p>{@link ProxyBook} has two associations: {@code publisher} (default fetch type, EAGER) and
+ * {@code reviews} (explicit LAZY). The named graph {@code Book.reviews-only} names only
+ * {@code reviews}. The two JPA hint keys treat the association NOT named in the graph
+ * differently:
+ *
+ * <ul>
+ *   <li>{@code jakarta.persistence.loadgraph} -- attributes not in the graph keep their
+ *       mapped fetch type. {@code publisher} stays EAGER and gets joined anyway.</li>
+ *   <li>{@code jakarta.persistence.fetchgraph} -- the graph IS the complete fetch plan.
+ *       Any attribute not in it is forced to LAZY, so {@code publisher} does NOT get joined,
+ *       regardless of its mapped EAGER fetch type.</li>
+ * </ul>
+ */
+@SpringBootTest
+class EntityGraphFetchTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    private Long seedBookWithReviewAndPublisher() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ProxyPublisher publisher = new ProxyPublisher("Graph Press");
+        em.persist(publisher);
+        ProxyBook book = new ProxyBook("Graph Book", publisher);
+        em.persist(book);
+        ProxyReview review = new ProxyReview("Nice graph", book);
+        em.persist(review);
+        em.getTransaction().commit();
+        Long id = book.getId();
+        em.close();
+        return id;
+    }
+
+    @Test
+    void loadgraph_joinsNamedAttributeAndKeepsMappedEagerAttributeJoinedToo() {
+        Long id = seedBookWithReviewAndPublisher();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        EntityGraph<?> graph = em.getEntityGraph("Book.reviews-only");
+
+        stats().clear();
+        ProxyBook book = em.find(ProxyBook.class, id, Map.of("jakarta.persistence.loadgraph", graph));
+
+        // One SELECT total: publisher (mapped EAGER, loadgraph does not touch it) and
+        // reviews (named in the graph) are both fetched without a second round-trip.
+        assertThat(stats().getPrepareStatementCount())
+                .as("loadgraph must fetch the named attribute AND keep the mapped-EAGER one, in one query")
+                .isEqualTo(1);
+        assertThat(Hibernate.isInitialized(book.getPublisher()))
+                .as("loadgraph does not demote attributes outside the graph -- publisher is still EAGER")
+                .isTrue();
+        assertThat(Hibernate.isInitialized(book.getReviews())).isTrue();
+
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void fetchgraph_joinsOnlyNamedAttributeAndForcesMappedEagerAttributeToLazy() {
+        Long id = seedBookWithReviewAndPublisher();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        EntityGraph<?> graph = em.getEntityGraph("Book.reviews-only");
+
+        stats().clear();
+        ProxyBook book = em.find(ProxyBook.class, id, Map.of("jakarta.persistence.fetchgraph", graph));
+
+        assertThat(stats().getPrepareStatementCount())
+                .as("fetchgraph's single SELECT still includes the join for the named attribute")
+                .isEqualTo(1);
+        assertThat(Hibernate.isInitialized(book.getReviews())).isTrue();
+        assertThat(Hibernate.isInitialized(book.getPublisher()))
+                .as("fetchgraph treats the graph as the WHOLE fetch plan -- publisher is forced back to LAZY "
+                        + "even though its mapping says EAGER")
+                .isFalse();
+        DEMO.info("fetchgraph: book.getPublisher() runtime class = {}", book.getPublisher().getClass().getName());
+
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void noGraphAtAll_defaultFindStillJoinsTheMappedEagerAssociationButLeavesLazyCollectionAlone() {
+        Long id = seedBookWithReviewAndPublisher();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        stats().clear();
+        ProxyBook book = em.find(ProxyBook.class, id);
+
+        assertThat(stats().getPrepareStatementCount()).isEqualTo(1);
+        assertThat(Hibernate.isInitialized(book.getPublisher()))
+                .as("plain find() honours the mapping: publisher is EAGER by default")
+                .isTrue();
+        assertThat(Hibernate.isInitialized(book.getReviews()))
+                .as("plain find() honours the mapping: reviews is LAZY by default")
+                .isFalse();
+
+        em.getTransaction().commit();
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/proxy/LazyInitializationTest.java

@@ -0,0 +1,147 @@
+package com.ankurm.hibernatedemo.proxy;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.Hibernate;
+import org.hibernate.LazyInitializationException;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs docs/11-proxies-and-lazy-initialization.md (post 4870 rewrite), chapter "The exception, verbatim".
+ *
+ * <p>Reproduces {@code org.hibernate.LazyInitializationException} for real against Hibernate
+ * 7.4.5.Final and captures the exact message and package, instead of restating the docs.
+ */
+@SpringBootTest
+class LazyInitializationTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Long seedBookWithReview(String title) {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ProxyPublisher publisher = new ProxyPublisher("O'Reilly");
+        em.persist(publisher);
+        ProxyBook book = new ProxyBook(title, publisher);
+        em.persist(book);
+        ProxyReview review = new ProxyReview("Great book", book);
+        em.persist(review);
+        book.getReviews().add(review);
+        em.getTransaction().commit();
+        Long id = book.getId();
+        em.close();
+        return id;
+    }
+
+    @Test
+    void accessingLazyCollectionAfterSessionClose_throwsLazyInitializationException() {
+        Long id = seedBookWithReview("Effective Hibernate");
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ProxyBook book = em.find(ProxyBook.class, id);
+        assertThat(Hibernate.isInitialized(book.getReviews()))
+                .as("a freshly-found entity's LAZY collection must not be initialized yet")
+                .isFalse();
+        em.getTransaction().commit();
+        em.close();
+
+        // The persistence context is gone. Touching the collection now must fail, not
+        // silently open a new connection.
+        LazyInitializationException ex = assertThrows(
+                LazyInitializationException.class,
+                () -> book.getReviews().size());
+
+        DEMO.info("verbatim exception class: {}", ex.getClass().getName());
+        DEMO.info("verbatim exception message: {}", ex.getMessage());
+
+        assertThat(ex.getClass().getName()).isEqualTo("org.hibernate.LazyInitializationException");
+        // NOTE: this is the COLLECTION-flavoured message. It is NOT "could not initialize
+        // proxy - no Session" -- that wording belongs to a to-one association proxy, exercised
+        // separately below. Blog posts (including the one this test corrects) routinely quote
+        // the proxy message for a collection access; they are two different message templates.
+        assertThat(ex.getMessage()).contains("Cannot lazily initialize collection of role");
+        assertThat(ex.getMessage()).contains("(no session)");
+    }
+
+    @Test
+    void accessingToOneProxyAfterSessionClose_throwsTheOtherLazyInitializationMessage() {
+        Long id = seedBookWithReview("To-One Proxy Message");
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+        ProxyBook proxy = session.getReference(ProxyBook.class, id);
+        em.getTransaction().commit();
+        em.close();
+
+        LazyInitializationException ex = assertThrows(LazyInitializationException.class, proxy::getTitle);
+        DEMO.info("to-one proxy verbatim message: {}", ex.getMessage());
+        // Verbatim in 7.4.5.Final: "Could not initialize proxy [com.ankurm.hibernatedemo.proxy.ProxyBook#4] - no session"
+        // Capital "Could", lower-case "no session" -- NOT the commonly-quoted
+        // "could not initialize proxy - no Session" (capital Session). Both this article's
+        // sources and long-standing folklore get the capitalization backwards.
+        assertThat(ex.getMessage()).contains("Could not initialize proxy");
+        assertThat(ex.getMessage()).contains("no session");
+    }
+
+    @Test
+    void hibernateInitialize_forcesLoadInsideTransaction_thenIsInitializedFlips() {
+        Long id = seedBookWithReview("Initialize Me");
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ProxyBook book = em.find(ProxyBook.class, id);
+
+        assertThat(Hibernate.isInitialized(book.getReviews())).isFalse();
+        Hibernate.initialize(book.getReviews());
+        assertThat(Hibernate.isInitialized(book.getReviews())).isTrue();
+
+        em.getTransaction().commit();
+        em.close();
+
+        // Now that it was initialized while the session was open, reading it after close
+        // works -- no exception, because there is nothing left to lazily fetch.
+        assertThat(book.getReviews()).hasSize(1);
+        assertThat(book.getReviews().get(0).getComment()).isEqualTo("Great book");
+    }
+
+    @Test
+    void hibernateUnproxy_onManyToOneReference_returnsRealInstance_notTheProxySubclass() {
+        Long id = seedBookWithReview("Unproxy Me");
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+
+        ProxyBook proxy = session.getReference(ProxyBook.class, id);
+        DEMO.info("getReference() proxy class: {}", proxy.getClass().getName());
+        assertThat(proxy.getClass()).isNotEqualTo(ProxyBook.class);
+        assertThat(Hibernate.isInitialized(proxy)).isFalse();
+
+        Object unproxied = Hibernate.unproxy(proxy);
+        DEMO.info("Hibernate.unproxy(proxy) class: {}", unproxied.getClass().getName());
+        assertThat(unproxied.getClass()).isEqualTo(ProxyBook.class);
+        assertThat(Hibernate.isInitialized(proxy))
+                .as("Hibernate.unproxy() initializes the proxy as a side effect")
+                .isTrue();
+
+        // Two-arg overload: Hibernate.unproxy(T, Class<T>)
+        ProxyBook typed = Hibernate.unproxy(proxy, ProxyBook.class);
+        assertThat(typed.getClass()).isEqualTo(ProxyBook.class);
+
+        em.getTransaction().commit();
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/proxy/OpenInViewAndLazyLoadNoTransTest.java

@@ -0,0 +1,65 @@
+package com.ankurm.hibernatedemo.proxy;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import org.hibernate.LazyInitializationException;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.test.context.TestPropertySource;
+
+/**
+ * Backs docs/11-proxies-and-lazy-initialization.md, chapter "hibernate.enable_lazy_load_no_trans: does it still exist?".
+ *
+ * <p>{@code org.hibernate.cfg.TransactionSettings.ENABLE_LAZY_LOAD_NO_TRANS} still resolves to
+ * the constant string {@code hibernate.enable_lazy_load_no_trans} in Hibernate 7.4.5.Final --
+ * confirmed by {@code javap} on the jar (see docs/output/proxy-settings-javap.txt). It is NOT
+ * removed. It IS annotated {@code @org.hibernate.cfg.Unsafe}, a marker interface with no members
+ * that Hibernate's own codebase uses to flag settings the team does not want you reaching for.
+ * This test proves the setting still functionally does something in 7.4.5: with it enabled, a
+ * lazy proxy can be touched after its own originating transaction/session has ended, because
+ * Hibernate opens a temporary session behind the scenes to service exactly that one lazy load.
+ */
+@SpringBootTest
+@TestPropertySource(properties = {
+        "spring.jpa.properties.hibernate.enable_lazy_load_no_trans=true"
+})
+class OpenInViewAndLazyLoadNoTransTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void withEnableLazyLoadNoTrans_toOneProxyInitializesAfterSessionCloses_viaTemporarySession() {
+        EntityManager seedEm = emf.createEntityManager();
+        seedEm.getTransaction().begin();
+        ProxyPublisher publisher = new ProxyPublisher("No-Trans Press");
+        seedEm.persist(publisher);
+        ProxyBook book = new ProxyBook("No-Trans Book", publisher);
+        seedEm.persist(book);
+        seedEm.getTransaction().commit();
+        Long id = book.getId();
+        seedEm.close();
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+        ProxyBook proxy = session.getReference(ProxyBook.class, id);
+        em.getTransaction().commit();
+        em.close();
+
+        // No exception here: with enable_lazy_load_no_trans=true, Hibernate 7.4.5 opens a
+        // temporary session to service this access instead of throwing.
+        String title = proxy.getTitle();
+        DEMO.info("enable_lazy_load_no_trans=true: proxy.getTitle() after close returned '{}' with no exception", title);
+        assertThat(title).isEqualTo("No-Trans Book");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/proxy/OsivBookController.java

@@ -0,0 +1,27 @@
+package com.ankurm.hibernatedemo.proxy;
+
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * Test-only support for docs/11-proxies-and-lazy-initialization.md's OSIV chapter (OsivMaskingTest). Returns the
+ * managed entity directly (not a DTO) ON PURPOSE -- Jackson's serialization of
+ * {@code getReviews()} on the response-writing thread is the exact moment open-in-view either
+ * saves you (session still bound, proxy initializes) or doesn't (session long closed,
+ * LazyInitializationException).
+ */
+@RestController
+public class OsivBookController {
+
+    private final OsivBookService service;
+
+    public OsivBookController(OsivBookService service) {
+        this.service = service;
+    }
+
+    @GetMapping("/osiv/books/{id}")
+    public ProxyBook getBook(@PathVariable Long id) {
+        return service.findBook(id);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/proxy/OsivBookService.java

@@ -0,0 +1,27 @@
+package com.ankurm.hibernatedemo.proxy;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.PersistenceContext;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+/**
+ * Test-only support for docs/11-proxies-and-lazy-initialization.md's OSIV chapter (OsivMaskingTest). Deliberately
+ * uses the container-managed, request/transaction-synchronized {@link EntityManager} (via
+ * {@code @PersistenceContext}), not a manually created one -- open-in-view only has anything
+ * to bind to the request thread when the shared, Spring-managed EntityManager is the one in
+ * play.
+ */
+@Service
+public class OsivBookService {
+
+    @PersistenceContext
+    private EntityManager entityManager;
+
+    @Transactional(readOnly = true)
+    public ProxyBook findBook(Long id) {
+        // Deliberately does NOT touch getReviews() here -- whether that succeeds later, during
+        // JSON serialization in the web layer, is exactly the thing under test.
+        return entityManager.find(ProxyBook.class, id);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/proxy/OsivDefaultWarningTest.java

@@ -0,0 +1,89 @@
+package com.ankurm.hibernatedemo.proxy;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.net.URI;
+import java.net.http.HttpClient;
+import java.net.http.HttpRequest;
+import java.net.http.HttpResponse;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.extension.ExtendWith;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.boot.test.system.CapturedOutput;
+import org.springframework.boot.test.system.OutputCaptureExtension;
+import org.springframework.boot.test.web.server.LocalServerPort;
+
+/**
+ * Backs docs/11-proxies-and-lazy-initialization.md, chapter "OSIV: the default, its warning, and what it actually
+ * masks". Deliberately does NOT set {@code spring.jpa.open-in-view} -- Boot's own default
+ * (true) is what is under test here, including the startup warning Boot prints because you
+ * didn't set it explicitly.
+ *
+ * <p>Needs a real servlet request (see {@link OsivBookController}, {@link OsivBookService}):
+ * open-in-view is implemented by {@code OpenEntityManagerInViewInterceptor}, which only exists
+ * for actual web applications -- the base app here runs with
+ * {@code spring.main.web-application-type=none}, so this test overrides that to {@code servlet}
+ * and spins up a random-port embedded Tomcat just for itself.
+ */
+@ExtendWith(OutputCaptureExtension.class)
+@SpringBootTest(webEnvironment = SpringBootTest.WebEnvironment.RANDOM_PORT, properties = {
+        // A dedicated config file that has NO spring.jpa.open-in-view key at all -- the shared
+        // src/main/resources/application.yml sets it to false explicitly, which would hide
+        // both the warning and the masking behaviour under test here.
+        "spring.config.name=osiv-default-test"
+})
+class OsivDefaultWarningTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @LocalServerPort
+    private int port;
+
+    private Long seedBookWithReview() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ProxyPublisher publisher = new ProxyPublisher("OSIV Default Press");
+        em.persist(publisher);
+        ProxyBook book = new ProxyBook("OSIV Default Book", publisher);
+        em.persist(book);
+        ProxyReview review = new ProxyReview("Rendered fine", book);
+        em.persist(review);
+        em.getTransaction().commit();
+        Long id = book.getId();
+        em.close();
+        return id;
+    }
+
+    @Test
+    void defaultOpenInView_printsStartupWarning_andMasksLazyLoadingDuringSerialization(CapturedOutput output) throws Exception {
+        DEMO.info("checked at context-startup time: {}", output.toString().contains("open-in-view")
+                ? "the OSIV warning line is present in the captured log"
+                : "NOT FOUND");
+
+        assertThat(output.toString())
+                .as("Boot must print its open-in-view default warning verbatim when the property is left unset")
+                .contains("spring.jpa.open-in-view is enabled by default");
+
+        Long id = seedBookWithReview();
+        HttpClient client = HttpClient.newHttpClient();
+        HttpResponse<String> response = client.send(
+                HttpRequest.newBuilder(URI.create("http://localhost:" + port + "/osiv/books/" + id)).GET().build(),
+                HttpResponse.BodyHandlers.ofString());
+
+        DEMO.info("default OSIV (true): GET /osiv/books/{} -> status {}, body {}", id, response.statusCode(), response.body());
+
+        // With OSIV on, the session/EntityManager is still bound to the request thread while
+        // Jackson serializes the response, so getReviews() initializes successfully instead of
+        // throwing -- the exception is masked, not fixed.
+        assertThat(response.statusCode()).isEqualTo(200);
+        assertThat(response.body()).contains("Rendered fine");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/proxy/OsivDisabledExceptionTest.java

@@ -0,0 +1,95 @@
+package com.ankurm.hibernatedemo.proxy;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.net.URI;
+import java.net.http.HttpClient;
+import java.net.http.HttpRequest;
+import java.net.http.HttpResponse;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.extension.ExtendWith;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+import org.springframework.boot.test.system.CapturedOutput;
+import org.springframework.boot.test.system.OutputCaptureExtension;
+import org.springframework.boot.test.web.server.LocalServerPort;
+
+/**
+ * Backs docs/11-proxies-and-lazy-initialization.md, chapter "OSIV: the default, its warning, and what it actually
+ * masks" -- the "off" half of {@link OsivDefaultWarningTest}. Same controller, same service,
+ * same entity graph; only {@code spring.jpa.open-in-view} changes: the base
+ * src/main/resources/application.yml already sets it to {@code false} explicitly, which this
+ * test relies on and additionally restates for clarity.
+ *
+ * <p>The exception surfaces server-side (visible in the application log, asserted here via
+ * {@link CapturedOutput}) even though the HTTP error body Boot's default
+ * {@code BasicErrorController} returns is a bare
+ * {@code {"timestamp":...,"status":500,"error":"Internal Server Error","path":...}} --
+ * {@code server.error.include-message=always} does not surface it in the JSON body for this
+ * failure mode, because the failure happens inside the {@code HttpMessageConverter} while
+ * writing the response, which Boot reports as a generic 500 rather than routing the original
+ * exception's message into the error attributes map. That gap is itself worth a line in the
+ * article: don't rely on the HTTP response body to tell you WHY a 500 happened here -- check
+ * the log.
+ */
+@ExtendWith(OutputCaptureExtension.class)
+@SpringBootTest(webEnvironment = SpringBootTest.WebEnvironment.RANDOM_PORT, properties = {
+        "spring.main.web-application-type=servlet",
+        "spring.jpa.open-in-view=false"
+})
+class OsivDisabledExceptionTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @LocalServerPort
+    private int port;
+
+    private Long seedBookWithReview() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ProxyPublisher publisher = new ProxyPublisher("OSIV Disabled Press");
+        em.persist(publisher);
+        ProxyBook book = new ProxyBook("OSIV Disabled Book", publisher);
+        em.persist(book);
+        ProxyReview review = new ProxyReview("Never rendered", book);
+        em.persist(review);
+        em.getTransaction().commit();
+        Long id = book.getId();
+        em.close();
+        return id;
+    }
+
+    @Test
+    void openInViewFalse_theSameControllerNowThrowsDuringSerialization(CapturedOutput output) throws Exception {
+        Long id = seedBookWithReview();
+        HttpClient client = HttpClient.newHttpClient();
+        HttpResponse<String> response = client.send(
+                HttpRequest.newBuilder(URI.create("http://localhost:" + port + "/osiv/books/" + id)).GET().build(),
+                HttpResponse.BodyHandlers.ofString());
+
+        DEMO.info("open-in-view=false: GET /osiv/books/{} -> status {}, body {}", id, response.statusCode(), response.body());
+
+        assertThat(response.statusCode())
+                .as("with OSIV off, the same request that worked in OsivDefaultWarningTest now fails")
+                .isEqualTo(500);
+        // Spring logs this as "Resolved [HttpMessageNotWritableException: Could not write
+        // JSON: Cannot lazily initialize collection of role '...' (no session)]" -- the
+        // OUTER exception is HttpMessageNotWritableException (thrown by the Jackson message
+        // converter while writing the response body); LazyInitializationException's own
+        // MESSAGE text is nested inside it, but the log line does not print
+        // LazyInitializationException's class name. Assert on the message text that is
+        // actually, verifiably there.
+        assertThat(output.toString())
+                .as("the real cause is visible server-side even though the HTTP error body is generic")
+                .contains("HttpMessageNotWritableException")
+                .contains("Cannot lazily initialize collection of role 'com.ankurm.hibernatedemo.proxy.ProxyBook.reviews'")
+                .contains("(no session)");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/proxy/ProxyIdentityTest.java

@@ -0,0 +1,101 @@
+package com.ankurm.hibernatedemo.proxy;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.HashSet;
+import java.util.Set;
+import org.hibernate.Hibernate;
+import org.hibernate.Session;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs docs/11-proxies-and-lazy-initialization.md, chapter "What a proxy actually is".
+ *
+ * <p>{@code getReference()} does not return a {@code ProxyBook} instance -- it returns a
+ * ByteBuddy-generated subclass. {@code instanceof} sees through it; a naive
+ * {@code getClass() == SomeEntity.class} check, or the default {@code Object.equals()}/
+ * {@code hashCode()} pair, does not.
+ */
+@SpringBootTest
+class ProxyIdentityTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Long seedPublisher(String name) {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        ProxyPublisher p = new ProxyPublisher(name);
+        em.persist(p);
+        em.getTransaction().commit();
+        Long id = p.getId();
+        em.close();
+        return id;
+    }
+
+    @Test
+    void getReference_returnsAByteBuddyGeneratedSubclass_notThePlainEntityClass() {
+        Long id = seedPublisher("Identity Press");
+
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Session session = em.unwrap(Session.class);
+        ProxyPublisher proxy = session.getReference(ProxyPublisher.class, id);
+
+        String className = proxy.getClass().getName();
+        DEMO.info("getReference() runtime class: {}", className);
+
+        // Hibernate 7 generates the proxy as a NESTED class of the entity itself, named
+        // "$HibernateProxy" -- not a package-level class, and not the Javassist-era naming
+        // scheme (EntityName_$$_javassist_N) that a lot of still-circulating blog posts show.
+        assertThat(className).isEqualTo(ProxyPublisher.class.getName() + "$HibernateProxy");
+        assertThat(className).isNotEqualTo(ProxyPublisher.class.getName());
+
+        assertThat(proxy).isInstanceOf(ProxyPublisher.class);
+        assertThat(proxy.getClass()).isNotEqualTo(ProxyPublisher.class);
+        assertThat(Hibernate.getClass(proxy))
+                .as("Hibernate.getClass() sees through the proxy to report the real entity class")
+                .isEqualTo(ProxyPublisher.class);
+
+        em.getTransaction().commit();
+        em.close();
+    }
+
+    @Test
+    void naiveEqualsAndHashSet_cannotRecognizeProxyAndRealInstanceAsTheSameRow() {
+        Long id = seedPublisher("Naive Equals Press");
+
+        EntityManager em1 = emf.createEntityManager();
+        em1.getTransaction().begin();
+        ProxyPublisher real = em1.unwrap(Session.class).get(ProxyPublisher.class, id);
+
+        EntityManager em2 = emf.createEntityManager();
+        em2.getTransaction().begin();
+        ProxyPublisher proxy = em2.unwrap(Session.class).getReference(ProxyPublisher.class, id);
+
+        // ProxyPublisher does not override equals()/hashCode() -- default Object identity.
+        assertThat(real.getClass()).isNotEqualTo(proxy.getClass());
+        assertThat(real.equals(proxy))
+                .as("default equals() compares object identity; a proxy is never == the real instance")
+                .isFalse();
+
+        Set<ProxyPublisher> set = new HashSet<>();
+        set.add(real);
+        assertThat(set.contains(proxy))
+                .as("same underlying row, but the HashSet cannot tell -- this is the naive-equals() trap")
+                .isFalse();
+
+        em1.getTransaction().commit();
+        em1.close();
+        em2.getTransaction().commit();
+        em2.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/query/CriteriaQueryTest.java

@@ -0,0 +1,275 @@
+package com.ankurm.hibernatedemo.query;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.criteria.CriteriaBuilder;
+import jakarta.persistence.criteria.CriteriaDelete;
+import jakarta.persistence.criteria.CriteriaQuery;
+import jakarta.persistence.criteria.CriteriaUpdate;
+import jakarta.persistence.criteria.Join;
+import jakarta.persistence.criteria.JoinType;
+import jakarta.persistence.criteria.Predicate;
+import jakarta.persistence.criteria.Root;
+import jakarta.persistence.criteria.Subquery;
+import java.time.LocalDate;
+import java.util.List;
+import org.hibernate.stat.Statistics;
+import org.hibernate.SessionFactory;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4880 (Criteria API). Docs: docs/16-criteria-queries.md.
+ *
+ * <p>Shares {@link Employee}/{@link Department} with {@link HqlQueryTest}. The static metamodel
+ * classes ({@link Employee_}, {@link Department_}) are real, generated by {@code
+ * hibernate-jpamodelgen} at build time (see the {@code annotationProcessorPaths} entry in
+ * pom.xml) -- not hand-written stand-ins.
+ *
+ * <p>Run with {@code ./mvnw -Dtest=CriteriaQueryTest test}.
+ */
+@SpringBootTest
+class CriteriaQueryTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Long engineeringId;
+
+    @BeforeEach
+    void seed() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        em.createQuery("DELETE FROM Employee").executeUpdate();
+        em.createQuery("DELETE FROM QueryDept").executeUpdate();
+        Department engineering = new Department("Engineering");
+        Department marketing = new Department("Marketing");
+        em.persist(engineering);
+        em.persist(marketing);
+        em.persist(new Employee("Ada", "Byron", 95_000.0, "ACTIVE", LocalDate.of(2019, 3, 1), engineering));
+        em.persist(new Employee("Grace", "Hopper", 98_000.0, "ACTIVE", LocalDate.of(2018, 6, 15), engineering));
+        em.persist(new Employee("Linus", "Torvalds", 92_000.0, "INACTIVE", LocalDate.of(2015, 1, 10), engineering));
+        em.persist(new Employee("Margaret", "Hamilton", 72_000.0, "ACTIVE", LocalDate.of(2020, 9, 1), marketing));
+        em.persist(new Employee("Katherine", "Johnson", 71_000.0, "ACTIVE", LocalDate.of(2021, 2, 20), marketing));
+        em.getTransaction().commit();
+        engineeringId = engineering.getId();
+        em.close();
+    }
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    @Test
+    void basicSelection_returnsEveryRow() {
+        EntityManager em = emf.createEntityManager();
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<Employee> cr = cb.createQuery(Employee.class);
+        Root<Employee> root = cr.from(Employee.class);
+        cr.select(root);
+
+        List<Employee> results = em.createQuery(cr).getResultList();
+        assertThat(results).hasSize(5);
+        em.close();
+    }
+
+    @Test
+    void stringPathPredicates_andCombined_filterCorrectly() {
+        EntityManager em = emf.createEntityManager();
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<Employee> cr = cb.createQuery(Employee.class);
+        Root<Employee> root = cr.from(Employee.class);
+
+        Predicate salaryGreater = cb.gt(root.get("salary"), 90_000.0);
+        Predicate nameLike = cb.like(root.get("lastName"), "%o%");
+
+        cr.select(root).where(cb.and(salaryGreater, nameLike)).orderBy(cb.asc(root.get("lastName")));
+
+        List<Employee> filtered = em.createQuery(cr).getResultList();
+        // salary > 90000 keeps Byron/Hopper/Torvalds; lastName LIKE '%o%' does NOT narrow that
+        // set further -- "Byron", "Hopper" and "Torvalds" all contain an 'o'.
+        assertThat(filtered).extracting(Employee::getLastName).containsExactly("Byron", "Hopper", "Torvalds");
+        DEMO.info("stringPathPredicates: {}", filtered.stream().map(Employee::getLastName).toList());
+        em.close();
+    }
+
+    @Test
+    void staticMetamodel_isTypeSafeAndProducesTheSameResultAsStringPath() {
+        // The same query as above, but built through the generated Employee_ metamodel
+        // instead of root.get("salary") string paths. Proves the metamodel classes are real
+        // and functional, not just present on the classpath.
+        EntityManager em = emf.createEntityManager();
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<Employee> cr = cb.createQuery(Employee.class);
+        Root<Employee> root = cr.from(Employee.class);
+
+        cr.select(root)
+                .where(cb.gt(root.get(Employee_.salary), 90_000.0))
+                .orderBy(cb.asc(root.get(Employee_.lastName)));
+
+        List<Employee> results = em.createQuery(cr).getResultList();
+        assertThat(results).extracting(Employee::getLastName).containsExactly("Byron", "Hopper", "Torvalds");
+        DEMO.info("staticMetamodel: {}", results.stream().map(Employee::getLastName).toList());
+        em.close();
+    }
+
+    @Test
+    void joinViaMetamodel_filtersByRelatedEntity() {
+        EntityManager em = emf.createEntityManager();
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<Employee> cr = cb.createQuery(Employee.class);
+        Root<Employee> root = cr.from(Employee.class);
+
+        Join<Employee, Department> department = root.join(Employee_.department, JoinType.INNER);
+        cr.select(root).where(cb.equal(department.get(Department_.name), "Engineering"));
+
+        List<Employee> engineeringStaff = em.createQuery(cr).getResultList();
+        assertThat(engineeringStaff).hasSize(3);
+        DEMO.info("joinViaMetamodel: {} engineering employees", engineeringStaff.size());
+        em.close();
+    }
+
+    @Test
+    void rootJoin_doesNotForceEagerLoad_rootFetchDoes() {
+        // root.join() builds a SQL join for filtering but does NOT initialize the association
+        // for the returned entities -- touching it afterward is a separate SELECT per entity,
+        // the same N+1 risk as HQL's plain JOIN. root.fetch() actually populates it.
+        EntityManager em1 = emf.createEntityManager();
+        CriteriaBuilder cb1 = em1.getCriteriaBuilder();
+        CriteriaQuery<Employee> cr1 = cb1.createQuery(Employee.class);
+        Root<Employee> root1 = cr1.from(Employee.class);
+        root1.join(Employee_.department, JoinType.INNER);
+        cr1.select(root1);
+        stats().clear();
+        List<Employee> viaJoin = em1.createQuery(cr1).getResultList();
+        long afterSelect = stats().getPrepareStatementCount();
+        viaJoin.forEach(e -> e.getDepartment().getName());
+        long afterTouch = stats().getPrepareStatementCount();
+        assertThat(afterTouch).as("root.join() alone still requires extra SELECTs to read the association")
+                .isGreaterThan(afterSelect);
+        em1.close();
+
+        EntityManager em2 = emf.createEntityManager();
+        CriteriaBuilder cb2 = em2.getCriteriaBuilder();
+        CriteriaQuery<Employee> cr2 = cb2.createQuery(Employee.class);
+        Root<Employee> root2 = cr2.from(Employee.class);
+        root2.fetch(Employee_.department, JoinType.INNER);
+        cr2.select(root2).distinct(true);
+        stats().clear();
+        List<Employee> viaFetch = em2.createQuery(cr2).getResultList();
+        viaFetch.forEach(e -> e.getDepartment().getName());
+        long totalWithFetch = stats().getPrepareStatementCount();
+        assertThat(totalWithFetch).as("root.fetch() loads the association in the same SELECT")
+                .isEqualTo(1L);
+        DEMO.info("rootJoinVsFetch: join+touch={} statements, fetch+touch={} statement", afterTouch, totalWithFetch);
+        em2.close();
+    }
+
+    @Test
+    void aggregation_avgSalary_matchesHandComputedValue() {
+        EntityManager em = emf.createEntityManager();
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<Double> avgQuery = cb.createQuery(Double.class);
+        Root<Employee> avgRoot = avgQuery.from(Employee.class);
+        avgQuery.select(cb.avg(avgRoot.get(Employee_.salary)));
+
+        Double averageSalary = em.createQuery(avgQuery).getSingleResult();
+        double expected = (95_000.0 + 98_000.0 + 92_000.0 + 72_000.0 + 71_000.0) / 5;
+        assertThat(averageSalary).isCloseTo(expected, org.assertj.core.data.Offset.offset(0.01));
+        DEMO.info("aggregation: average salary = {}", averageSalary);
+        em.close();
+    }
+
+    @Test
+    void subquery_findsAboveAverageEarners() {
+        EntityManager em = emf.createEntityManager();
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<Employee> mainQuery = cb.createQuery(Employee.class);
+        Root<Employee> empRoot = mainQuery.from(Employee.class);
+
+        Subquery<Double> sub = mainQuery.subquery(Double.class);
+        Root<Employee> subRoot = sub.from(Employee.class);
+        sub.select(cb.avg(subRoot.get(Employee_.salary)));
+
+        mainQuery.select(empRoot).where(cb.gt(empRoot.get(Employee_.salary), sub)).orderBy(cb.asc(empRoot.get(Employee_.lastName)));
+
+        List<Employee> highEarners = em.createQuery(mainQuery).getResultList();
+        // Company-wide average is 85600 (428000/5) -- the two Marketing salaries (72000,
+        // 71000) drag it well below every Engineering salary, so all three Engineering
+        // employees clear it, not just the single highest earner.
+        assertThat(highEarners).extracting(Employee::getLastName).containsExactly("Byron", "Hopper", "Torvalds");
+        DEMO.info("subquery: above-average earners (avg=85600) = {}", highEarners.stream().map(Employee::getLastName).toList());
+        em.close();
+    }
+
+    @Test
+    void criteriaUpdate_bulkRaisesSalaryForOneDepartment() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+
+        CriteriaUpdate<Employee> update = cb.createCriteriaUpdate(Employee.class);
+        Root<Employee> updRoot = update.from(Employee.class);
+        update.set(Employee_.salary, cb.prod(updRoot.get(Employee_.salary), 1.1))
+                .where(cb.equal(updRoot.get(Employee_.department).get(Department_.id), engineeringId));
+
+        int updated = em.createQuery(update).executeUpdate();
+        assertThat(updated).isEqualTo(3);
+
+        em.clear();
+        Double newAdaSalary = em.createQuery("SELECT e.salary FROM Employee e WHERE e.lastName = 'Byron'", Double.class)
+                .getSingleResult();
+        assertThat(newAdaSalary).isCloseTo(95_000.0 * 1.1, org.assertj.core.data.Offset.offset(0.01));
+        em.getTransaction().commit();
+        DEMO.info("criteriaUpdate: {} rows updated, Ada's new salary = {}", updated, newAdaSalary);
+        em.close();
+    }
+
+    @Test
+    void criteriaDelete_removesEmployeesWithNoDepartment() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        // Insert one departmentless employee to have something real for CriteriaDelete to remove.
+        em.persist(new Employee("Orphan", "NoDept", 50_000.0, "ACTIVE", LocalDate.now(), null));
+        em.flush();
+
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaDelete<Employee> delete = cb.createCriteriaDelete(Employee.class);
+        Root<Employee> delRoot = delete.from(Employee.class);
+        delete.where(cb.isNull(delRoot.get(Employee_.department)));
+
+        int deleted = em.createQuery(delete).executeUpdate();
+        assertThat(deleted).isEqualTo(1);
+
+        long remaining = em.createQuery("SELECT COUNT(e) FROM Employee e", Long.class).getSingleResult();
+        assertThat(remaining).isEqualTo(5L);
+        em.getTransaction().commit();
+        DEMO.info("criteriaDelete: deleted={}, remaining={}", deleted, remaining);
+        em.close();
+    }
+
+    @Test
+    void orPredicate_combinesConditionsWithVarargsOverload() {
+        EntityManager em = emf.createEntityManager();
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<Employee> cr = cb.createQuery(Employee.class);
+        Root<Employee> root = cr.from(Employee.class);
+
+        cr.select(root).where(cb.or(
+                cb.equal(root.get(Employee_.status), "INACTIVE"),
+                cb.equal(root.get(Employee_.lastName), "Hamilton")));
+
+        List<Employee> results = em.createQuery(cr).getResultList();
+        assertThat(results).extracting(Employee::getLastName).containsExactlyInAnyOrder("Torvalds", "Hamilton");
+        DEMO.info("orPredicate: {}", results.stream().map(Employee::getLastName).toList());
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/query/HqlQueryTest.java

@@ -0,0 +1,294 @@
+package com.ankurm.hibernatedemo.query;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.time.LocalDate;
+import java.util.List;
+import org.hibernate.SessionFactory;
+import org.hibernate.query.SemanticException;
+import org.hibernate.stat.Statistics;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Backs ankurm.com post 4879 (HQL). Docs: docs/15-hql-queries.md.
+ *
+ * <p>Run with {@code ./mvnw -Dtest=HqlQueryTest test}. Every assertion here was first observed by
+ * running the same query and reading the log, then pinned down as an assertion.
+ */
+@SpringBootTest
+class HqlQueryTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    private Long engineeringId;
+    private Long marketingId;
+
+    @BeforeEach
+    void seed() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        // This method-scoped H2 database (jdbc:h2:mem:hibernate-demo) is shared across every
+        // test in the class run, not reset between tests, so each test must clear its own
+        // tables first -- otherwise counts creep upward test by test.
+        em.createQuery("DELETE FROM Employee").executeUpdate();
+        em.createQuery("DELETE FROM QueryDept").executeUpdate();
+        Department engineering = new Department("Engineering");
+        Department marketing = new Department("Marketing");
+        em.persist(engineering);
+        em.persist(marketing);
+        em.persist(new Employee("Ada", "Byron", 95_000.0, "ACTIVE", LocalDate.of(2019, 3, 1), engineering));
+        em.persist(new Employee("Grace", "Hopper", 98_000.0, "ACTIVE", LocalDate.of(2018, 6, 15), engineering));
+        em.persist(new Employee("Linus", "Torvalds", 92_000.0, "INACTIVE", LocalDate.of(2015, 1, 10), engineering));
+        em.persist(new Employee("Margaret", "Hamilton", 72_000.0, "ACTIVE", LocalDate.of(2020, 9, 1), marketing));
+        em.persist(new Employee("Katherine", "Johnson", 71_000.0, "ACTIVE", LocalDate.of(2021, 2, 20), marketing));
+        em.getTransaction().commit();
+        engineeringId = engineering.getId();
+        marketingId = marketing.getId();
+        em.close();
+    }
+
+    private Statistics stats() {
+        return emf.unwrap(SessionFactory.class).getStatistics();
+    }
+
+    @Test
+    void selectAll_returnsEveryRow() {
+        EntityManager em = emf.createEntityManager();
+        List<Employee> all = em.createQuery("FROM Employee", Employee.class).getResultList();
+        assertThat(all).hasSize(5);
+        em.close();
+    }
+
+    @Test
+    void whereWithNamedParameter_filtersCorrectly() {
+        EntityManager em = emf.createEntityManager();
+        List<Employee> active = em.createQuery(
+                        "SELECT e FROM Employee e WHERE e.status = :status", Employee.class)
+                .setParameter("status", "ACTIVE")
+                .getResultList();
+        assertThat(active).hasSize(4).allMatch(e -> "ACTIVE".equals(e.getStatus()));
+        DEMO.info("whereWithNamedParameter: {} active employees", active.size());
+        em.close();
+    }
+
+    @Test
+    void columnNameInsteadOfFieldName_failsAtQueryTimeNotSilently() {
+        // The classic HQL pitfall: writing the database column name (first_name) instead of
+        // the entity field name (firstName). This is NOT a silent wrong-result bug -- HQL
+        // resolves against the entity model, so an unknown path fails loudly before any SQL
+        // is sent.
+        EntityManager em = emf.createEntityManager();
+        assertThatThrownBy(() -> em.createQuery("SELECT e FROM Employee e WHERE e.first_name = 'Ada'", Employee.class))
+                .isInstanceOfAny(IllegalArgumentException.class, SemanticException.class)
+                .satisfies(ex -> DEMO.info("columnNameInsteadOfFieldName: {}: {}", ex.getClass().getSimpleName(), ex.getMessage()));
+        em.close();
+    }
+
+    @Test
+    void joinWithoutFetch_causesOneQueryPerDepartmentAccess() {
+        EntityManager em = emf.createEntityManager();
+        stats().clear();
+        List<Employee> withDept = em.createQuery(
+                        "SELECT e FROM Employee e JOIN e.department d WHERE d.name = :deptName", Employee.class)
+                .setParameter("deptName", "Engineering")
+                .getResultList();
+        long afterQuery = stats().getPrepareStatementCount();
+        assertThat(afterQuery).as("plain JOIN issues one SELECT for the employees").isEqualTo(1);
+        // Touching the association now triggers a SEPARATE select per distinct department --
+        // this is the N+1 that JOIN alone (without FETCH) does not prevent.
+        withDept.forEach(e -> e.getDepartment().getName());
+        long afterTouch = stats().getPrepareStatementCount();
+        assertThat(afterTouch).as("touching the lazy association after a plain JOIN fires extra SELECTs")
+                .isGreaterThan(afterQuery);
+        DEMO.info("joinWithoutFetch: {} statements for the query, {} after touching department", afterQuery, afterTouch);
+        em.close();
+    }
+
+    @Test
+    void joinFetch_loadsAssociationInOneQuery() {
+        EntityManager em = emf.createEntityManager();
+        stats().clear();
+        List<Employee> withFetch = em.createQuery(
+                        "SELECT e FROM Employee e LEFT JOIN FETCH e.department", Employee.class)
+                .getResultList();
+        withFetch.forEach(e -> e.getDepartment().getName());
+        long total = stats().getPrepareStatementCount();
+        assertThat(total).as("JOIN FETCH loads employees AND departments in exactly one SELECT, even after touching department")
+                .isEqualTo(1);
+        DEMO.info("joinFetch: {} statement total, {} rows", total, withFetch.size());
+        em.close();
+    }
+
+    @Test
+    void aggregateCount_matchesSeedSize() {
+        EntityManager em = emf.createEntityManager();
+        Long count = em.createQuery("SELECT COUNT(e) FROM Employee e", Long.class).getSingleResult();
+        assertThat(count).isEqualTo(5L);
+        DEMO.info("aggregateCount: {}", count);
+        em.close();
+    }
+
+    @Test
+    void avgSalaryGroupByDepartment_matchesHandComputedAverages() {
+        EntityManager em = emf.createEntityManager();
+        List<Object[]> rows = em.createQuery(
+                        "SELECT d.name, AVG(e.salary) FROM Employee e JOIN e.department d GROUP BY d.name ORDER BY d.name",
+                        Object[].class)
+                .getResultList();
+        assertThat(rows).hasSize(2);
+        assertThat((String) rows.get(0)[0]).isEqualTo("Engineering");
+        assertThat((Double) rows.get(0)[1]).isCloseTo((95_000.0 + 98_000.0 + 92_000.0) / 3, org.assertj.core.data.Offset.offset(0.01));
+        assertThat((String) rows.get(1)[0]).isEqualTo("Marketing");
+        assertThat((Double) rows.get(1)[1]).isCloseTo((72_000.0 + 71_000.0) / 2, org.assertj.core.data.Offset.offset(0.01));
+        rows.forEach(r -> DEMO.info("avgSalaryGroupByDepartment: {} -> {}", r[0], r[1]));
+        em.close();
+    }
+
+    @Test
+    void pagination_returnsCorrectSlice() {
+        EntityManager em = emf.createEntityManager();
+        List<Employee> page1 = em.createQuery("FROM Employee e ORDER BY e.lastName", Employee.class)
+                .setFirstResult(0)
+                .setMaxResults(2)
+                .getResultList();
+        List<Employee> page2 = em.createQuery("FROM Employee e ORDER BY e.lastName", Employee.class)
+                .setFirstResult(2)
+                .setMaxResults(2)
+                .getResultList();
+        assertThat(page1).hasSize(2);
+        assertThat(page2).hasSize(2);
+        assertThat(page1).extracting(Employee::getLastName).doesNotContainAnyElementsOf(
+                page2.stream().map(Employee::getLastName).toList());
+        DEMO.info("pagination: page1={}, page2={}", page1.stream().map(Employee::getLastName).toList(),
+                page2.stream().map(Employee::getLastName).toList());
+        em.close();
+    }
+
+    @Test
+    void bulkUpdate_changesRowsButNotAlreadyLoadedEntityInSameSession() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        // Load one INACTIVE-bound employee into the persistence context first.
+        Employee loaded = em.createQuery(
+                        "SELECT e FROM Employee e WHERE e.lastName = 'Torvalds'", Employee.class)
+                .getSingleResult();
+        assertThat(loaded.getStatus()).isEqualTo("INACTIVE");
+
+        int updated = em.createQuery(
+                        "UPDATE Employee e SET e.status = 'ARCHIVED' WHERE e.status = 'INACTIVE'")
+                .executeUpdate();
+        assertThat(updated).isEqualTo(1);
+
+        // The row changed in the database, but the already-loaded managed entity was never
+        // touched by the bulk UPDATE -- it still shows the old in-memory value until refreshed.
+        assertThat(loaded.getStatus()).as("bulk UPDATE bypasses the persistence context for already-loaded entities")
+                .isEqualTo("INACTIVE");
+
+        em.clear();
+        Employee reloaded = em.find(Employee.class, loaded.getId());
+        assertThat(reloaded.getStatus()).as("a fresh load after clear() sees the bulk UPDATE").isEqualTo("ARCHIVED");
+        em.getTransaction().commit();
+        DEMO.info("bulkUpdate: updated={} rows, stale in-memory status={}, reloaded status={}",
+                updated, loaded.getStatus(), reloaded.getStatus());
+        em.close();
+    }
+
+    @Test
+    void bulkDelete_removesMatchingRowsOnly() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        int deleted = em.createQuery("DELETE FROM Employee e WHERE e.department.id = :deptId")
+                .setParameter("deptId", marketingId)
+                .executeUpdate();
+        assertThat(deleted).isEqualTo(2);
+        long remaining = em.createQuery("SELECT COUNT(e) FROM Employee e", Long.class).getSingleResult();
+        assertThat(remaining).isEqualTo(3L);
+        em.getTransaction().commit();
+        DEMO.info("bulkDelete: deleted={} rows, remaining={}", deleted, remaining);
+        em.close();
+    }
+
+    // ---- Flush-mode tests use an UPDATE to an already-managed entity, not a new insert.
+    // An earlier version of these tests persisted a brand-new Employee and expected FlushMode
+    // to control when it became visible -- that was confounded by GenerationType.IDENTITY
+    // (chapter 03's own finding: IDENTITY forces an immediate INSERT to obtain the generated
+    // key, on every persist(), regardless of flush mode). A dirty UPDATE on a loaded managed
+    // entity is unaffected by id-generation strategy and isolates what flush mode actually
+    // controls.
+
+    @Test
+    void defaultFlushMode_autoFlushesDirtyUpdateBeforeQuery() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Employee ada = em.createQuery("SELECT e FROM Employee e WHERE e.lastName = 'Byron'", Employee.class).getSingleResult();
+        ada.setSalary(999_999.0); // dirtied, not explicitly flushed
+        Double salaryFromFreshQuery = em.createQuery(
+                        "SELECT e.salary FROM Employee e WHERE e.lastName = 'Byron'", Double.class)
+                .getSingleResult();
+        assertThat(salaryFromFreshQuery).as("default AUTO flush mode flushes the dirty UPDATE before the query runs")
+                .isEqualTo(999_999.0);
+        em.getTransaction().rollback();
+        DEMO.info("defaultFlushMode: salary seen by a fresh query after an unflushed dirty change = {}", salaryFromFreshQuery);
+        em.close();
+    }
+
+    @Test
+    void jakartaCommitFlushMode_suppressesAutoFlushForThisQuery() {
+        // jakarta.persistence.FlushModeType.COMMIT's javadoc only says a provider is
+        // "permitted, but not required" to flush before a query -- it's implementation
+        // defined. Hibernate 7.4.5's actual choice, verified here: it does NOT flush, so the
+        // query sees the pre-update value.
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Employee grace = em.createQuery("SELECT e FROM Employee e WHERE e.lastName = 'Hopper'", Employee.class).getSingleResult();
+        grace.setSalary(111_111.0);
+        Double salaryFromFreshQuery = em.createQuery(
+                        "SELECT e.salary FROM Employee e WHERE e.lastName = 'Hopper'", Double.class)
+                .setFlushMode(jakarta.persistence.FlushModeType.COMMIT)
+                .getSingleResult();
+        assertThat(salaryFromFreshQuery).as("Hibernate 7.4.5 chooses not to flush under FlushModeType.COMMIT -- the query still sees the old value")
+                .isEqualTo(98_000.0);
+        em.getTransaction().rollback();
+        DEMO.info("jakartaCommitFlushMode: salary seen by query under FlushModeType.COMMIT = {} (pre-update value was 98000.0)", salaryFromFreshQuery);
+        em.close();
+    }
+
+    @Test
+    void nativeManualFlushMode_actuallySuppressesAutoFlush() {
+        // Hibernate's own native org.hibernate.FlushMode has a fourth value the jakarta enum
+        // doesn't: MANUAL, which means never auto-flush, full stop -- the one that genuinely
+        // suppresses it, matching the "set FlushMode.MANUAL for performance-sensitive loops"
+        // advice, as long as what you're deferring is an UPDATE, not an IDENTITY-generated
+        // INSERT (see the note above this block).
+        EntityManager em = emf.createEntityManager();
+        org.hibernate.Session session = em.unwrap(org.hibernate.Session.class);
+        em.getTransaction().begin();
+        Employee linus = em.createQuery("SELECT e FROM Employee e WHERE e.lastName = 'Torvalds'", Employee.class).getSingleResult();
+        session.setHibernateFlushMode(org.hibernate.FlushMode.MANUAL);
+        linus.setSalary(123_123.0);
+        Double beforeFlush = em.createQuery(
+                        "SELECT e.salary FROM Employee e WHERE e.lastName = 'Torvalds'", Double.class)
+                .getSingleResult();
+        assertThat(beforeFlush).as("FlushMode.MANUAL genuinely suppresses auto-flush before this query -- the old salary is still what the DB has")
+                .isEqualTo(92_000.0);
+        session.flush();
+        Double afterFlush = em.createQuery(
+                        "SELECT e.salary FROM Employee e WHERE e.lastName = 'Torvalds'", Double.class)
+                .getSingleResult();
+        assertThat(afterFlush).as("an explicit flush() makes the change visible").isEqualTo(123_123.0);
+        em.getTransaction().rollback();
+        DEMO.info("nativeManualFlushMode: before explicit flush={}, after={}", beforeFlush, afterFlush);
+        em.close();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/search/HibernateSearchTest.java

@@ -0,0 +1,198 @@
+package com.ankurm.hibernatedemo.search;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import java.util.List;
+import org.hibernate.search.mapper.orm.Search;
+import org.hibernate.search.mapper.orm.session.SearchSession;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Proves chapter 25's Hibernate Search claims: automatic indexing on persist, full-text search
+ * with fuzzy matching, exact keyword filtering, sortable range fields, searching through an
+ * {@code @IndexedEmbedded} association, and rebuilding the index with a {@code MassIndexer}.
+ *
+ * <p>All Movie titles in this class carry a unique per-test prefix, and every search query
+ * filters by that prefix -- the Lucene index, like the H2 database, is shared across every test
+ * method (and every OTHER test class in this repo that boots the same Spring context), so an
+ * unscoped query would also match movies indexed by earlier test runs still on disk under
+ * {@code target/lucene-indexes}.
+ *
+ * <p>Docs: docs/25-hibernate-search.md.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class HibernateSearchTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void fullTextSearch_withFuzzyMatching_findsATypo() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Director coppola = new Director("Fts Francis Ford Coppola");
+        em.persist(coppola);
+        em.persist(new Movie("Fts The Godfather", "Drama", 1972, coppola));
+        em.persist(new Movie("Fts The Godfather Part II", "Drama", 1974, coppola));
+        em.getTransaction().commit();
+
+        SearchSession searchSession = Search.session(em);
+        // Deliberate typo: "Godfaher" instead of "Godfather" -- fuzzy(1) tolerates a
+        // one-character edit distance.
+        List<Movie> hits = searchSession.search(Movie.class)
+                .where(f -> f.match().field("title").matching("Godfaher").fuzzy(1))
+                .fetchHits(20);
+        em.close();
+
+        List<String> titles = hits.stream().map(Movie::getTitle).filter(t -> t.startsWith("Fts")).toList();
+        System.out.println("RESULT[search-fulltext-fuzzy]: searching title for 'Godfaher' "
+                + "(a one-character typo of 'Godfather') with .fuzzy(1) matched: " + titles
+                + " -- a plain SQL LIKE '%Godfaher%' would have matched nothing.");
+
+        assertThat(titles).containsExactlyInAnyOrder("Fts The Godfather", "Fts The Godfather Part II");
+    }
+
+    @Test
+    void keywordField_exactMatchOnly_noPartialOrCaseInsensitiveMatch() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Director lucas = new Director("Kwf George Lucas");
+        em.persist(lucas);
+        em.persist(new Movie("Kwf A New Hope", "Science Fiction", 1977, lucas));
+        em.persist(new Movie("Kwf Annie Hall", "Comedy", 1977, lucas));
+        em.getTransaction().commit();
+
+        SearchSession searchSession = Search.session(em);
+        List<Movie> exactMatch = searchSession.search(Movie.class)
+                .where(f -> f.bool()
+                        .must(f.match().field("genre").matching("Science Fiction"))
+                        .must(f.match().field("title").matching("Kwf")))
+                .fetchHits(20);
+        // A KeywordField compares the WHOLE stored value -- "science" alone (lowercase, partial)
+        // does not match "Science Fiction" the way a FullTextField's tokenized/lower-cased terms
+        // would.
+        List<Movie> partialLowercaseAttempt = searchSession.search(Movie.class)
+                .where(f -> f.bool()
+                        .must(f.match().field("genre").matching("science"))
+                        .must(f.match().field("title").matching("Kwf")))
+                .fetchHits(20);
+        em.close();
+
+        System.out.println("RESULT[search-keyword-exact-match]: @KeywordField genre matched by "
+                + "the exact stored value 'Science Fiction' -> " + exactMatch.size() + " hit(s) | "
+                + "the same field searched with the partial, lowercase 'science' -> "
+                + partialLowercaseAttempt.size() + " hit(s) -- a KeywordField is compared whole,"
+                + " unlike a FullTextField's tokenized and lower-cased terms.");
+
+        assertThat(exactMatch).hasSize(1);
+        assertThat(partialLowercaseAttempt).isEmpty();
+    }
+
+    @Test
+    void sortableGenericField_ordersByReleaseYear() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Director spielberg = new Director("Sgf Steven Spielberg");
+        em.persist(spielberg);
+        em.persist(new Movie("Sgf Jaws", "Thriller", 1975, spielberg));
+        em.persist(new Movie("Sgf E.T.", "Family", 1982, spielberg));
+        em.persist(new Movie("Sgf Jurassic Park", "Adventure", 1993, spielberg));
+        em.getTransaction().commit();
+
+        SearchSession searchSession = Search.session(em);
+        List<Movie> sortedNewestFirst = searchSession.search(Movie.class)
+                .where(f -> f.match().field("title").matching("Sgf"))
+                .sort(f -> f.field("releaseYear").desc())
+                .fetchHits(20);
+        em.close();
+
+        List<Integer> years = sortedNewestFirst.stream().map(Movie::getReleaseYear).toList();
+        System.out.println("RESULT[search-sortable-generic-field]: sort(f -> f.field("
+                + "\"releaseYear\").desc()) over the 3 Sgf-prefixed movies -- years in the order "
+                + "returned: " + years + " -- @GenericField(sortable = Sortable.YES) is what "
+                + "makes this sort possible; the default is NOT sortable.");
+
+        assertThat(years).containsExactly(1993, 1982, 1975);
+    }
+
+    @Test
+    void indexedEmbedded_searchesThroughTheAssociation() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Director nolan = new Director("Iea Christopher Nolan");
+        Director tarantino = new Director("Iea Quentin Tarantino");
+        em.persist(nolan);
+        em.persist(tarantino);
+        em.persist(new Movie("Iea Inception", "Science Fiction", 2010, nolan));
+        em.persist(new Movie("Iea Pulp Fiction", "Crime", 1994, tarantino));
+        em.getTransaction().commit();
+
+        // director.name is a @KeywordField -- compared as one whole value, same as the genre
+        // field in the previous test -- so the query has to match the FULL stored director name,
+        // not a substring of it. That's why this searches "Iea Christopher Nolan" whole, not
+        // just "Nolan".
+        SearchSession searchSession = Search.session(em);
+        List<Movie> hits = searchSession.search(Movie.class)
+                .where(f -> f.bool()
+                        .must(f.match().field("title").matching("Iea"))
+                        .must(f.match().field("director.name").matching("Iea Christopher Nolan")))
+                .fetchHits(20);
+        em.close();
+
+        List<String> titles = hits.stream().map(Movie::getTitle).toList();
+        System.out.println("RESULT[search-indexed-embedded]: field 'director.name' matched the "
+                + "full keyword value 'Iea Christopher Nolan' -- " + titles + " -- Director "
+                + "itself carries no @Indexed annotation at all; its @KeywordField only exists "
+                + "inside Movie's index because of @IndexedEmbedded on the director association.");
+
+        assertThat(titles).containsExactly("Iea Inception");
+    }
+
+    @Test
+    void massIndexer_rebuildsTheIndexFromTheDatabase() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Director scorsese = new Director("Mix Martin Scorsese");
+        em.persist(scorsese);
+        em.persist(new Movie("Mix Goodfellas", "Crime", 1990, scorsese));
+        em.getTransaction().commit();
+
+        SearchSession searchSession = Search.session(em);
+        long beforePurge = searchSession.search(Movie.class)
+                .where(f -> f.match().field("title").matching("Mix"))
+                .fetchTotalHitCount();
+
+        // Purge the index (NOT the database) to simulate an index that has gone stale or was
+        // never built -- the row is still in H2, only the Lucene index forgot about it.
+        searchSession.workspace().purge();
+        long afterPurgeBeforeReindex = searchSession.search(Movie.class)
+                .where(f -> f.match().field("title").matching("Mix"))
+                .fetchTotalHitCount();
+
+        try {
+            searchSession.massIndexer(Movie.class).startAndWait();
+        } catch (InterruptedException e) {
+            Thread.currentThread().interrupt();
+            throw new RuntimeException(e);
+        }
+        long afterMassIndexer = searchSession.search(Movie.class)
+                .where(f -> f.match().field("title").matching("Mix"))
+                .fetchTotalHitCount();
+        em.close();
+
+        System.out.println("RESULT[search-mass-indexer]: hits before purge=" + beforePurge
+                + " | hits after workspace().purge() (row still in H2, index emptied)="
+                + afterPurgeBeforeReindex + " | hits after massIndexer(Movie.class)."
+                + "startAndWait() (index rebuilt straight from the database, no re-persisting)="
+                + afterMassIndexer + ".");
+
+        assertThat(beforePurge).isEqualTo(1);
+        assertThat(afterPurgeBeforeReindex).isZero();
+        assertThat(afterMassIndexer).isEqualTo(1);
+    }
+}

src/test/java/com/ankurm/hibernatedemo/sorting/SortingTest.java

@@ -0,0 +1,220 @@
+package com.ankurm.hibernatedemo.sorting;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import com.ankurm.hibernatedemo.HibernateDemoApplication;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityManagerFactory;
+import jakarta.persistence.criteria.CriteriaBuilder;
+import jakarta.persistence.criteria.CriteriaQuery;
+import jakarta.persistence.criteria.Join;
+import jakarta.persistence.criteria.Nulls;
+import jakarta.persistence.criteria.Root;
+import java.util.List;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.boot.test.context.SpringBootTest;
+
+/**
+ * Proves chapter 22's sorting claims: {@code @OrderBy} uses property names not column names,
+ * {@code @SortNatural}/{@code @SortComparator} on element collections, the injection risk in
+ * naive dynamic HQL sorting and the whitelist fix, Criteria API {@code Order} across a join,
+ * null precedence via {@code jakarta.persistence.criteria.Nulls}, and case-insensitive sorting.
+ *
+ * <p>Docs: docs/22-sorting.md.
+ */
+@SpringBootTest(classes = HibernateDemoApplication.class)
+class SortingTest {
+
+    @Autowired
+    private EntityManagerFactory emf;
+
+    @Test
+    void orderByUsesPropertyName_notColumnName() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Playlist playlist = new Playlist("orderby-test-mix");
+        playlist.addSong(new Song("Zulu", "Artist A", 4));
+        playlist.addSong(new Song("Alpha", "Artist B", 5));
+        playlist.addSong(new Song("Mike", "Artist C", 3));
+        em.persist(playlist);
+        em.getTransaction().commit();
+        em.clear();
+
+        Playlist reloaded = em.find(Playlist.class, playlist.getId());
+        List<String> titlesInOrder = reloaded.getSongs().stream().map(Song::getTitle).toList();
+        em.close();
+
+        System.out.println("RESULT[sorting-orderby-property-name]: @OrderBy(\"title asc\") on the "
+                + "songs collection, where the entity property is 'title' but the mapped column "
+                + "is 'song_title' -- loaded order: " + titlesInOrder
+                + " -- Hibernate resolved the PROPERTY name to the right column itself.");
+
+        assertThat(titlesInOrder).containsExactly("Alpha", "Mike", "Zulu");
+    }
+
+    @Test
+    void sortNaturalAndSortComparator_onElementCollections() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Playlist playlist = new Playlist("sort-annotations-test");
+        playlist.getTags().add("rock");
+        playlist.getTags().add("acoustic");
+        playlist.getTags().add("live");
+        playlist.getGenres().add("pop");
+        playlist.getGenres().add("jazz-fusion");
+        playlist.getGenres().add("folk");
+        em.persist(playlist);
+        em.getTransaction().commit();
+        em.clear();
+
+        Playlist reloaded = em.find(Playlist.class, playlist.getId());
+        List<String> tagsInOrder = List.copyOf(reloaded.getTags());
+        List<String> genresInOrder = List.copyOf(reloaded.getGenres());
+        em.close();
+
+        System.out.println("RESULT[sorting-natural-and-comparator]: @SortNatural tags="
+                + tagsInOrder + " (plain alphabetical) | @SortComparator genres=" + genresInOrder
+                + " (shortest name first, alphabetical tiebreaker) -- both are real java.util."
+                + "TreeSet instances rebuilt in memory on load, not an ORDER BY on the collection"
+                + " table.");
+
+        assertThat(tagsInOrder).containsExactly("acoustic", "live", "rock");
+        assertThat(genresInOrder).containsExactly("pop", "folk", "jazz-fusion");
+    }
+
+    @Test
+    void dynamicSorting_unwhitelistedFieldRejected_whitelistedFieldWorks() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Playlist playlist = new Playlist("dynamic-sort-test");
+        playlist.addSong(new Song("Bravo", "Zeta Band", 2));
+        playlist.addSong(new Song("Charlie", "Alpha Band", 5));
+        em.persist(playlist);
+        em.getTransaction().commit();
+
+        // The attack: a caller-supplied string that is not a real Song property at all, aimed at
+        // proving the whitelist rejects it BEFORE it ever reaches the query -- not that Hibernate
+        // somehow "sanitizes" it for you.
+        String malicious = "id) --";
+
+        Throwable rejected = org.assertj.core.api.Assertions.catchThrowable(
+                () -> SongSortField.toHqlPropertyOrThrow(malicious));
+
+        String safeField = SongSortField.toHqlPropertyOrThrow("artist");
+        List<String> artistsSortedSafely = em.createQuery(
+                "select s.artist from Song s where s.playlist = :p order by s." + safeField,
+                String.class)
+                .setParameter("p", playlist)
+                .getResultList();
+        em.close();
+
+        System.out.println("RESULT[sorting-dynamic-injection-guard]: whitelist rejected '"
+                + malicious + "' with " + rejected.getClass().getSimpleName() + " (\""
+                + rejected.getMessage() + "\") before it ever reached the query engine | "
+                + "whitelisted field 'artist' produced order by s.artist -- result: "
+                + artistsSortedSafely + " -- the string never touches the HQL unless it's one of"
+                + " the three known-safe property names.");
+
+        assertThat(rejected).isInstanceOf(IllegalArgumentException.class);
+        assertThat(artistsSortedSafely).containsExactly("Alpha Band", "Zeta Band");
+    }
+
+    @Test
+    void criteriaOrder_acrossAJoin() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Playlist a = new Playlist("B-Playlist");
+        a.addSong(new Song("Song One", "X", 1));
+        Playlist b = new Playlist("A-Playlist");
+        b.addSong(new Song("Song Two", "Y", 1));
+        em.persist(a);
+        em.persist(b);
+        em.getTransaction().commit();
+        em.clear();
+
+        // Scoped to this test's own two songs -- the database is shared across every test method
+        // in this class, so an unrestricted query here would also pick up playlists created by
+        // the other test methods.
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<String> cq = cb.createQuery(String.class);
+        Root<Song> root = cq.from(Song.class);
+        Join<Song, Playlist> playlistJoin = root.join("playlist");
+        cq.select(playlistJoin.get("name"))
+                .where(root.get("title").in("Song One", "Song Two"))
+                .orderBy(cb.asc(playlistJoin.get("name")));
+
+        List<String> playlistNamesInOrder = em.createQuery(cq).getResultList();
+        em.close();
+
+        System.out.println("RESULT[sorting-criteria-order-join]: Criteria root.join(\"playlist\")"
+                + " ordered by the JOINED entity's name -- " + playlistNamesInOrder
+                + " -- proves Order in the Criteria API is not limited to the root entity's own"
+                + " columns.");
+
+        assertThat(playlistNamesInOrder).containsExactly("A-Playlist", "B-Playlist");
+    }
+
+    @Test
+    void nullPrecedence_viaJakartaPersistenceCriteriaNulls() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Playlist playlist = new Playlist("null-precedence-test");
+        playlist.addSong(new Song("Rated High", "Artist", 5));
+        playlist.addSong(new Song("Unrated One", "Artist", null));
+        playlist.addSong(new Song("Rated Low", "Artist", 1));
+        playlist.addSong(new Song("Unrated Two", "Artist", null));
+        em.persist(playlist);
+        em.getTransaction().commit();
+        em.clear();
+
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<String> cq = cb.createQuery(String.class);
+        Root<Song> root = cq.from(Song.class);
+        cq.select(root.get("title"))
+                .where(cb.equal(root.get("playlist").get("id"), playlist.getId()))
+                .orderBy(cb.asc(root.get("rating"), Nulls.LAST), cb.asc(root.get("title")));
+
+        List<String> titlesRatingAscNullsLast = em.createQuery(cq).getResultList();
+        em.close();
+
+        System.out.println("RESULT[sorting-null-precedence]: cb.asc(root.get(\"rating\"), "
+                + "Nulls.LAST) -- " + titlesRatingAscNullsLast
+                + " -- both unrated songs sort after every rated song regardless of what H2's own"
+                + " default null-ordering for ASC would otherwise do, because Nulls.LAST is "
+                + "explicit in the generated SQL's ORDER BY, not left to the dialect's default.");
+
+        assertThat(titlesRatingAscNullsLast).containsExactly(
+                "Rated Low", "Rated High", "Unrated One", "Unrated Two");
+    }
+
+    @Test
+    void caseInsensitiveSorting_viaCbLower() {
+        EntityManager em = emf.createEntityManager();
+        em.getTransaction().begin();
+        Playlist playlist = new Playlist("case-insensitive-test");
+        playlist.addSong(new Song("banana", "Artist", 1));
+        playlist.addSong(new Song("Apple", "Artist", 1));
+        playlist.addSong(new Song("cherry", "Artist", 1));
+        em.persist(playlist);
+        em.getTransaction().commit();
+        em.clear();
+
+        CriteriaBuilder cb = em.getCriteriaBuilder();
+        CriteriaQuery<String> cq = cb.createQuery(String.class);
+        Root<Song> root = cq.from(Song.class);
+        cq.select(root.get("title"))
+                .where(cb.equal(root.get("playlist").get("id"), playlist.getId()))
+                .orderBy(cb.asc(cb.lower(root.get("title"))));
+
+        List<String> caseInsensitiveOrder = em.createQuery(cq).getResultList();
+        em.close();
+
+        System.out.println("RESULT[sorting-case-insensitive]: cb.lower(root.get(\"title\")) "
+                + "ascending -- " + caseInsensitiveOrder
+                + " -- 'Apple' sorts before 'banana' despite the capital A, because the "
+                + "comparison happens on the lower-cased value, not the raw column.");
+
+        assertThat(caseInsensitiveOrder).containsExactly("Apple", "banana", "cherry");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/testdb/CrossDatabaseBehaviorTest.java

@@ -0,0 +1,115 @@
+package com.ankurm.hibernatedemo.testdb;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import java.sql.Connection;
+import java.sql.DriverManager;
+import java.sql.ResultSet;
+import java.sql.SQLException;
+import java.sql.Statement;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs docs/09-testing-in-memory-databases.md, chapter "A test that passes on one database and fails on
+ * another". Deliberately raw JDBC, no Hibernate mapping in the way, to isolate exactly what
+ * varies between engines rather than what an ORM layer smooths over. Two concrete cases:
+ *
+ * <ol>
+ *   <li>An UNQUOTED column named after a SQL reserved word ({@code value}) -- fails to even
+ *       CREATE on some engines, succeeds on others, depending on how strictly each parser
+ *       enforces the reserved-word list. (The word {@code order} was tried first and turned
+ *       out to be the wrong probe -- all three engines reject it identically; see
+ *       docs/output/testdb-reserved-word-survey.txt for the survey that found {@code value}.)</li>
+ *   <li>CHAR(10) padding on read -- checks whether {@code java.sql.ResultSet.getString()}
+ *       returns the space-padded or trimmed value on each engine. The folklore says this is
+ *       "the classic Derby gotcha"; the actual, verified result here is that H2, HSQLDB AND
+ *       Derby all pad identically -- standard CHAR semantics, not a Derby-only quirk. Still
+ *       worth keeping in the article, corrected: the trap is real, just not exclusive to one
+ *       engine.</li>
+ * </ol>
+ */
+class CrossDatabaseBehaviorTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    private Connection connect(TestDbSupport.Db db, String suffix) throws Exception {
+        Class.forName(db.driver);
+        return DriverManager.getConnection(db.url(suffix), db.user, db.password);
+    }
+
+    @Test
+    void unquotedReservedWordColumn_createTableSucceedsOrFailsDependingOnEngine() throws Exception {
+        record Outcome(TestDbSupport.Db db, boolean succeeded, String detail) {}
+        java.util.List<Outcome> outcomes = new java.util.ArrayList<>();
+
+        // "order" turned out to be the WRONG word to probe with -- a quick survey of 22
+        // candidate words (docs/output/testdb-reserved-word-survey.txt) found H2, HSQLDB and
+        // Derby all reject an unquoted "order" column identically, which proves nothing about
+        // divergence. "value" is genuinely divergent: H2 reserves it, HSQLDB and Derby do not.
+        for (TestDbSupport.Db db : new TestDbSupport.Db[] {TestDbSupport.Db.H2, TestDbSupport.Db.HSQLDB, TestDbSupport.Db.DERBY}) {
+            try (Connection c = connect(db, "reservedword");
+                 Statement st = c.createStatement()) {
+                st.execute("create table reserved_word_test (id integer, value integer)");
+                outcomes.add(new Outcome(db, true, "CREATE TABLE succeeded with an unquoted 'value' column"));
+            } catch (SQLException e) {
+                outcomes.add(new Outcome(db, false, e.getClass().getSimpleName() + ": " + e.getMessage()));
+            }
+        }
+
+        for (Outcome o : outcomes) {
+            DEMO.info("unquoted 'value' column, db={} -> succeeded={}, detail={}", o.db(), o.succeeded(), o.detail());
+        }
+
+        // The actual, verified split: H2 REJECTS an unquoted "value" column, HSQLDB and Derby
+        // ACCEPT it. This is the concrete "passes on X, fails on Y" case -- an entity mapped
+        // with a field named exactly `value` and no @Column(name = "\"value\"") escaping will
+        // build a working schema on two of these three engines and throw a SQL syntax error,
+        // specifically on H2.
+        assertThat(outcomes).anySatisfy(o -> {
+            assertThat(o.db()).isEqualTo(TestDbSupport.Db.H2);
+            assertThat(o.succeeded()).isFalse();
+        });
+        assertThat(outcomes).filteredOn(o -> o.db() != TestDbSupport.Db.H2)
+                .allSatisfy(o -> assertThat(o.succeeded()).isTrue());
+    }
+
+    @Test
+    void charPadding_getStringReturnsDifferentlyPaddedValuesAcrossEngines() throws Exception {
+        record Outcome(TestDbSupport.Db db, String rawValue, int length) {}
+        java.util.List<Outcome> outcomes = new java.util.ArrayList<>();
+
+        for (TestDbSupport.Db db : new TestDbSupport.Db[] {TestDbSupport.Db.H2, TestDbSupport.Db.HSQLDB, TestDbSupport.Db.DERBY}) {
+            try (Connection c = connect(db, "charpad")) {
+                try (Statement st = c.createStatement()) {
+                    st.execute("create table char_pad_test (code char(10))");
+                    st.execute("insert into char_pad_test (code) values ('AB')");
+                }
+                try (Statement st = c.createStatement();
+                     ResultSet rs = st.executeQuery("select code from char_pad_test")) {
+                    rs.next();
+                    String value = rs.getString(1);
+                    outcomes.add(new Outcome(db, value, value.length()));
+                }
+            }
+        }
+
+        for (Outcome o : outcomes) {
+            DEMO.info("CHAR(10) holding 'AB', db={} -> getString() = [{}], length={}", o.db(), o.rawValue(), o.length());
+        }
+
+        // CORRECTION to the folklore: this is NOT Derby-specific. All three engines pad
+        // CHAR(10) to the full length on read -- getString() returns "AB        " (length 10)
+        // on H2 and HSQLDB too, not just Derby. A naive `"AB".equals(value)` fails against ALL
+        // THREE of these engines for a CHAR column; only VARCHAR does not have this problem.
+        assertThat(outcomes).allSatisfy(o -> {
+            assertThat(o.length()).as("db=" + o.db()).isEqualTo(10);
+            assertThat(o.rawValue()).as("db=" + o.db()).isNotEqualTo("AB");
+        });
+        Outcome derby = outcomes.stream().filter(o -> o.db() == TestDbSupport.Db.DERBY).findFirst().orElseThrow();
+        assertThat("AB".equals(derby.rawValue()))
+                .as("this is the exact naive comparison that silently fails against a padded CHAR column -- on any of the three")
+                .isFalse();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/testdb/DbCloseDelayTest.java

@@ -0,0 +1,61 @@
+package com.ankurm.hibernatedemo.testdb;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+
+import java.sql.Connection;
+import java.sql.DriverManager;
+import java.sql.SQLException;
+import java.sql.Statement;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs docs/09-testing-in-memory-databases.md, chapter "What DB_CLOSE_DELAY=-1 actually does". Raw JDBC, no
+ * Hibernate, to isolate exactly the H2-specific behaviour rather than anything the ORM layer
+ * might paper over.
+ */
+class DbCloseDelayTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    @Test
+    void withoutCloseDelay_dataDisappearsWhenTheLastConnectionCloses() throws Exception {
+        String url = "jdbc:h2:mem:no-close-delay-demo"; // no DB_CLOSE_DELAY at all
+        try (Connection c1 = DriverManager.getConnection(url, "sa", "")) {
+            try (Statement st = c1.createStatement()) {
+                st.execute("create table t (id integer)");
+                st.execute("insert into t values (1)");
+            }
+        } // c1 closes here -- this is H2's LAST open connection to this in-memory DB
+
+        // A brand new connection to the SAME url now gets a BRAND NEW, EMPTY database --
+        // querying the table we just created throws, because it no longer exists.
+        try (Connection c2 = DriverManager.getConnection(url, "sa", "");
+             Statement st = c2.createStatement()) {
+            SQLException ex = assertThrows(SQLException.class, () -> st.execute("select * from t"));
+            DEMO.info("without DB_CLOSE_DELAY=-1, reconnecting after the last close throws: {}: {}",
+                    ex.getClass().getSimpleName(), ex.getMessage());
+        }
+    }
+
+    @Test
+    void withCloseDelayMinusOne_dataSurvivesAcrossConnectionCloses() throws Exception {
+        String url = "jdbc:h2:mem:with-close-delay-demo;DB_CLOSE_DELAY=-1";
+        try (Connection c1 = DriverManager.getConnection(url, "sa", "")) {
+            try (Statement st = c1.createStatement()) {
+                st.execute("create table t (id integer)");
+                st.execute("insert into t values (1)");
+            }
+        } // c1 closes -- but DB_CLOSE_DELAY=-1 tells H2 to keep the in-memory DB alive anyway
+
+        try (Connection c2 = DriverManager.getConnection(url, "sa", "");
+             Statement st = c2.createStatement()) {
+            var rs = st.executeQuery("select id from t");
+            assertThat(rs.next()).isTrue();
+            assertThat(rs.getInt(1)).isEqualTo(1);
+            DEMO.info("with DB_CLOSE_DELAY=-1, reconnecting after the last close still sees the row inserted earlier");
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/testdb/DialectAndDdlTest.java

@@ -0,0 +1,68 @@
+package com.ankurm.hibernatedemo.testdb;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.engine.spi.SessionFactoryImplementor;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs docs/09-testing-in-memory-databases.md, chapter "Which dialect gets auto-selected, and does H2's MODE=
+ * actually change it". Same {@link TestDbWidget} mapping, five registries (plain H2, H2 in
+ * PostgreSQL compat mode, H2 in Oracle compat mode, HSQLDB, Derby), one dialect log line each.
+ */
+class DialectAndDdlTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    private String resolvedDialect(TestDbSupport.Db db, String suffix) {
+        SessionFactory sf = TestDbSupport.buildSessionFactory(db, suffix, "create-drop", TestDbWidget.class);
+        try {
+            String dialectClass = sf.unwrap(SessionFactoryImplementor.class)
+                    .getJdbcServices().getDialect().getClass().getName();
+            DEMO.info("db={} -> resolved dialect = {}", db, dialectClass);
+            return dialectClass;
+        } finally {
+            sf.close();
+        }
+    }
+
+    @Test
+    void plainH2_resolvesH2Dialect() {
+        assertThat(resolvedDialect(TestDbSupport.Db.H2, "plain")).isEqualTo("org.hibernate.dialect.H2Dialect");
+    }
+
+    @Test
+    void h2WithPostgresModeInTheUrl_stillResolvesH2Dialect_notPostgresDialect() {
+        // This is the widely-misunderstood point: MODE=PostgreSQL changes what SQL *H2 itself*
+        // accepts, not which Hibernate Dialect class gets selected. Hibernate has no idea the
+        // URL contains MODE=PostgreSQL -- dialect resolution reads the JDBC driver's own
+        // DatabaseMetaData (product name "H2"), and H2 reports itself as H2 regardless of MODE.
+        assertThat(resolvedDialect(TestDbSupport.Db.H2_POSTGRES_MODE, "pgmode"))
+                .isEqualTo("org.hibernate.dialect.H2Dialect");
+    }
+
+    @Test
+    void h2WithOracleModeInTheUrl_stillResolvesH2Dialect_notOracleDialect() {
+        assertThat(resolvedDialect(TestDbSupport.Db.H2_ORACLE_MODE, "oraclemode"))
+                .isEqualTo("org.hibernate.dialect.H2Dialect");
+    }
+
+    @Test
+    void hsqldb_resolvesHSQLDialect() {
+        assertThat(resolvedDialect(TestDbSupport.Db.HSQLDB, "plain")).isEqualTo("org.hibernate.dialect.HSQLDialect");
+    }
+
+    @Test
+    void derby_resolvesDerbyDialect_fromTheCommunityDialectsModule_notHibernateCore() {
+        // NOT org.hibernate.dialect.DerbyDialect -- that class was removed from hibernate-core
+        // in Hibernate 7. See docs/output/testdb-derby-dialect-not-found.txt for the two
+        // failures (auto-detection, then the old FQCN) this test's setup had to work around.
+        assertThat(resolvedDialect(TestDbSupport.Db.DERBY, "plain"))
+                .isEqualTo("org.hibernate.community.dialect.DerbyDialect");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/testdb/JCacheOnClasspathAutoEnablesL2Test.java

@@ -0,0 +1,56 @@
+package com.ankurm.hibernatedemo.testdb;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+import org.hibernate.engine.spi.SessionFactoryImplementor;
+import org.junit.jupiter.api.Test;
+
+/**
+ * Merely having hibernate-jcache on the classpath is enough to turn the second-level cache ON,
+ * with nothing configured. Hibernate 7.4.5 resolves a RegionFactory through the service loader
+ * and enables L2 caching on the strength of finding one.
+ *
+ * <p>That is why {@code application.yml} in this repository pins
+ * {@code hibernate.cache.use_second_level_cache: false} explicitly. Before it did, a standalone
+ * test closing the shared Ehcache CacheManager broke an unrelated Spring test's commit with
+ * {@code Cache[...] is closed} -- see docs/output/testdb-jcache-classpath-pollution.txt.
+ *
+ * <p>This test boots a bare SessionFactory with no cache settings at all, so it still observes
+ * the raw Hibernate default rather than this project's pinned override.
+ *
+ * <p>Docs: docs/09-testing-in-memory-databases.md
+ */
+class JCacheOnClasspathAutoEnablesL2Test {
+
+    @Test
+    void jcacheOnTheClasspath_enablesSecondLevelCaching_withNothingConfigured() {
+        StandardServiceRegistry registry = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", "org.h2.Driver")
+                .applySetting("hibernate.connection.url", "jdbc:h2:mem:jcacheprobe")
+                .applySetting("hibernate.connection.username", "sa")
+                .applySetting("hibernate.hbm2ddl.auto", "create-drop")
+                .build();
+        try (SessionFactory sf = new MetadataSources(registry)
+                .addAnnotatedClass(TestDbWidget.class)
+                .buildMetadata()
+                .buildSessionFactory()) {
+
+            SessionFactoryImplementor impl = sf.unwrap(SessionFactoryImplementor.class);
+            boolean l2Enabled = impl.getSessionFactoryOptions().isSecondLevelCacheEnabled();
+            String regionFactory = impl.getCache().getRegionFactory().getClass().getName();
+
+            System.out.println("nothing configured about caching anywhere in this bootstrap");
+            System.out.println("second-level cache enabled = " + l2Enabled);
+            System.out.println("region factory            = " + regionFactory);
+
+            assertThat(l2Enabled).isTrue();
+            assertThat(regionFactory).contains("JCacheRegionFactory");
+        } finally {
+            StandardServiceRegistryBuilder.destroy(registry);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/testdb/SchemaIsolationTest.java

@@ -0,0 +1,94 @@
+package com.ankurm.hibernatedemo.testdb;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import org.hibernate.Session;
+import org.hibernate.SessionFactory;
+import org.junit.jupiter.api.AfterAll;
+import org.junit.jupiter.api.BeforeAll;
+import org.junit.jupiter.api.MethodOrderer;
+import org.junit.jupiter.api.Order;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestMethodOrder;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs docs/09-testing-in-memory-databases.md, chapter "Schema isolation: create-drop vs rollback vs
+ * DB_CLOSE_DELAY". Uses one shared {@link EntityManagerFactory} across two ordered tests to
+ * PROVE the pollution, then a second, correctly-isolated pair to prove the fix -- both against
+ * plain H2 (the pollution mechanism is not H2-specific, but H2 is what the rest of this repo
+ * already uses for its default datasource).
+ */
+@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
+class SchemaIsolationTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+    private static SessionFactory pollutedSf;
+
+    @BeforeAll
+    static void openSharedFactory() {
+        // DB_CLOSE_DELAY=-1 is what keeps this in-memory H2 database alive across the many
+        // short-lived connections each Session opens and closes -- without it, H2 tears the
+        // whole in-memory database down the moment the LAST open connection closes, and the
+        // next openSession() call would silently reconnect to a brand-new, empty database
+        // instead of failing loudly.
+        pollutedSf = TestDbSupport.buildSessionFactory(
+                TestDbSupport.Db.H2, "isolation-demo", "create-drop", TestDbWidget.class);
+    }
+
+    @AfterAll
+    static void closeSharedFactory() {
+        pollutedSf.close();
+    }
+
+    @Test
+    @Order(1)
+    void testA_insertsARowWithNoCleanup() {
+        Session session = pollutedSf.openSession();
+        session.beginTransaction();
+        session.persist(new TestDbWidget("AAAAA", 1, true, "left behind by testA"));
+        session.getTransaction().commit();
+        session.close();
+        DEMO.info("testA committed a row and did nothing to clean it up");
+    }
+
+    @Test
+    @Order(2)
+    void testB_seesTestAsRow_becauseThereWasNoIsolationBetweenThem() {
+        Session session = pollutedSf.openSession();
+        long count = session.createQuery("select count(w) from TestDbWidget w", Long.class).getSingleResult();
+        session.close();
+        DEMO.info("testB sees {} row(s) -- at least one is testA's leftover, proving pollution when isolation is skipped", count);
+        // The point: testB did not insert anything itself yet, but the row count is already
+        // >= 1, because testA's commit was never rolled back or dropped.
+        assertThat(count).isGreaterThanOrEqualTo(1);
+    }
+
+    // ---- Now the same shape, but done correctly with @Transactional-style manual rollback ----
+
+    @Test
+    @Order(3)
+    void testC_insertsARow_thenRollsBackInsteadOfCommitting() {
+        Session session = pollutedSf.openSession();
+        session.beginTransaction();
+        session.persist(new TestDbWidget("BBBBB", 2, true, "rolled back by testC, must not survive"));
+        long duringTxn = session.createQuery("select count(w) from TestDbWidget w", Long.class).getSingleResult();
+        session.getTransaction().rollback();
+        session.close();
+        DEMO.info("testC saw {} row(s) DURING its own transaction (includes its own uncommitted insert), then rolled back", duringTxn);
+    }
+
+    @Test
+    @Order(4)
+    void testD_doesNotSeeTestCsRolledBackRow() {
+        Session session = pollutedSf.openSession();
+        long count = session.createQuery(
+                        "select count(w) from TestDbWidget w where w.sku = :sku", Long.class)
+                .setParameter("sku", "BBBBB")
+                .getSingleResult();
+        session.close();
+        DEMO.info("testD looks specifically for testC's SKU 'BBBBB' -- found {} (must be 0: rollback isolated it)", count);
+        assertThat(count).isZero();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/testdb/StartupTimingTest.java

@@ -0,0 +1,38 @@
+package com.ankurm.hibernatedemo.testdb;
+
+import org.hibernate.SessionFactory;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * Backs docs/09-testing-in-memory-databases.md, chapter "Startup time, with the caveat this is a shared
+ * container". NOT a benchmark -- three runs per database, plain {@code System.nanoTime()},
+ * one shared, likely-noisy sandbox container. The numbers are indicative of relative order of
+ * magnitude only, and the docs/output file this writes says so explicitly.
+ */
+class StartupTimingTest {
+
+    private static final Logger DEMO = LoggerFactory.getLogger("DEMO");
+
+    private long timeOneBuild(TestDbSupport.Db db, String suffix) {
+        long start = System.nanoTime();
+        SessionFactory sf = TestDbSupport.buildSessionFactory(db, suffix, "create-drop", TestDbWidget.class);
+        long elapsedMs = (System.nanoTime() - start) / 1_000_000;
+        sf.close();
+        return elapsedMs;
+    }
+
+    @Test
+    void measureStartupAcrossThreeRunsPerDatabase() {
+        TestDbSupport.Db[] dbs = {TestDbSupport.Db.H2, TestDbSupport.Db.HSQLDB, TestDbSupport.Db.DERBY};
+        for (TestDbSupport.Db db : dbs) {
+            long[] times = new long[3];
+            for (int i = 0; i < 3; i++) {
+                times[i] = timeOneBuild(db, "timing" + i);
+            }
+            DEMO.info("startup ms for {} over 3 runs: {}, {}, {} (sandbox container -- indicative only, not a benchmark)",
+                    db, times[0], times[1], times[2]);
+        }
+    }
+}

src/test/java/com/ankurm/hibernatedemo/testdb/TestDbSupport.java

@@ -0,0 +1,75 @@
+package com.ankurm.hibernatedemo.testdb;
+
+import org.hibernate.SessionFactory;
+import org.hibernate.boot.Metadata;
+import org.hibernate.boot.MetadataSources;
+import org.hibernate.boot.registry.StandardServiceRegistry;
+import org.hibernate.boot.registry.StandardServiceRegistryBuilder;
+
+/**
+ * Shared plumbing for docs/09-testing-in-memory-databases.md. Builds a plain Hibernate {@link SessionFactory} --
+ * no Spring involved -- against one of the three databases, with the SAME {@link TestDbWidget}
+ * mapping every time. Kept deliberately outside Spring Boot's own datasource auto-configuration
+ * so each database's dialect resolution, generated DDL, and generator behaviour can be observed
+ * directly and independently, one at a time.
+ */
+final class TestDbSupport {
+
+    enum Db {
+        H2("jdbc:h2:mem:testdb-%s;DB_CLOSE_DELAY=-1", "org.h2.Driver", "sa", ""),
+        H2_POSTGRES_MODE("jdbc:h2:mem:testdb-%s;DB_CLOSE_DELAY=-1;MODE=PostgreSQL", "org.h2.Driver", "sa", ""),
+        H2_ORACLE_MODE("jdbc:h2:mem:testdb-%s;DB_CLOSE_DELAY=-1;MODE=Oracle", "org.h2.Driver", "sa", ""),
+        HSQLDB("jdbc:hsqldb:mem:testdb-%s", "org.hsqldb.jdbc.JDBCDriver", "SA", ""),
+        DERBY("jdbc:derby:memory:testdb-%s;create=true", "org.apache.derby.jdbc.EmbeddedDriver", "APP", "APP");
+
+        final String urlTemplate;
+        final String driver;
+        final String user;
+        final String password;
+
+        Db(String urlTemplate, String driver, String user, String password) {
+            this.urlTemplate = urlTemplate;
+            this.driver = driver;
+            this.user = user;
+            this.password = password;
+        }
+
+        String url(String schemaSuffix) {
+            return urlTemplate.formatted(schemaSuffix);
+        }
+    }
+
+    private TestDbSupport() {
+    }
+
+    static StandardServiceRegistry buildRegistry(Db db, String schemaSuffix, String hbm2ddl) {
+        StandardServiceRegistryBuilder builder = new StandardServiceRegistryBuilder()
+                .applySetting("hibernate.connection.driver_class", db.driver)
+                .applySetting("hibernate.connection.url", db.url(schemaSuffix))
+                .applySetting("hibernate.connection.username", db.user)
+                .applySetting("hibernate.connection.password", db.password)
+                .applySetting("hibernate.hbm2ddl.auto", hbm2ddl)
+                .applySetting("hibernate.show_sql", "true")
+                .applySetting("hibernate.format_sql", "false");
+        if (db == Db.DERBY) {
+            // Hibernate 7 removed Derby dialect support from hibernate-core. Auto-detection
+            // against a live Derby connection fails outright ("Unable to determine Dialect for
+            // Apache Derby 10.16"), and the OLD FQCN org.hibernate.dialect.DerbyDialect no
+            // longer exists either -- it moved to the separate hibernate-community-dialects
+            // artifact under a NEW package, org.hibernate.community.dialect.DerbyDialect.
+            // See docs/output/testdb-derby-dialect-not-found.txt for both failures, verbatim.
+            builder.applySetting("hibernate.dialect", "org.hibernate.community.dialect.DerbyDialect");
+        }
+        return builder.build();
+    }
+
+    static SessionFactory buildSessionFactory(Db db, String schemaSuffix, String hbm2ddl, Class<?>... entities) {
+        StandardServiceRegistry registry = buildRegistry(db, schemaSuffix, hbm2ddl);
+        MetadataSources sources = new MetadataSources(registry);
+        for (Class<?> e : entities) {
+            sources.addAnnotatedClass(e);
+        }
+        Metadata metadata = sources.buildMetadata();
+        return metadata.buildSessionFactory();
+    }
+}

src/test/java/com/ankurm/hibernatedemo/validation/CdiValidationTest.java

@@ -0,0 +1,72 @@
+package com.ankurm.hibernatedemo.validation;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.validation.ConstraintViolation;
+import jakarta.validation.Validator;
+import java.util.Set;
+import org.jboss.weld.environment.se.Weld;
+import org.jboss.weld.environment.se.WeldContainer;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+
+/**
+ * The other half of the measurement {@link PlainValidationNoCdiTest} started: run the identical
+ * {@link StockLevel}/{@link PositiveInventoryValidator} pair inside a real, standalone CDI
+ * container (Weld SE -- no Jakarta EE server) with {@code hibernate-validator-cdi} on the
+ * classpath, and see whether {@code @Inject} actually works this time.
+ *
+ * <p>It does, and the mechanism is worth naming rather than treating as magic: {@code
+ * hibernate-validator-cdi-9.1.3.Final.jar} registers {@code
+ * org.hibernate.validator.cdi.ValidationExtension} as a {@code jakarta.enterprise.inject.spi.Extension}
+ * (confirmed via its {@code META-INF/services/jakarta.enterprise.inject.spi.Extension} file).
+ * Once Weld picks that extension up, it contributes CDI beans for {@code Validator}/{@code
+ * ValidatorFactory} whose {@code ConstraintValidatorFactory} is {@code
+ * org.hibernate.validator.cdi.spi.InjectingConstraintValidatorFactory} -- a factory that builds
+ * each {@code ConstraintValidator} instance through the CDI {@code BeanManager} instead of plain
+ * reflection, so {@code @Inject} fields on it are resolved like any other managed bean's.
+ *
+ * <p>Docs: docs/20-hibernate-validator-cdi.md
+ */
+class CdiValidationTest {
+
+    private WeldContainer container;
+
+    @AfterEach
+    void tearDown() {
+        if (container != null) {
+            container.close();
+        }
+    }
+
+    @Test
+    void constraintValidatorsInjectField_isProperlyPopulated_insideARunningCdiContainer() {
+        container = new Weld().initialize();
+        Validator validator = container.select(Validator.class).get();
+
+        Set<ConstraintViolation<StockLevel>> belowThreshold = validator.validate(new StockLevel(3));
+        Set<ConstraintViolation<StockLevel>> atThreshold = validator.validate(new StockLevel(5));
+        Set<ConstraintViolation<StockLevel>> aboveThreshold = validator.validate(new StockLevel(10));
+
+        System.out.println("RESULT[cdi-validation-injection-works]: validator obtained from a running "
+                + "Weld SE container | StockLevel(3) violations=" + belowThreshold.size()
+                + " | StockLevel(5) violations=" + atThreshold.size()
+                + " | StockLevel(10) violations=" + aboveThreshold.size()
+                + " -- InventoryPolicy.minimumThreshold()=5 was actually injected and actually used, "
+                + "no NullPointerException anywhere.");
+
+        assertThat(belowThreshold)
+                .as("3 is below the injected policy's threshold of 5 -- a real constraint violation, "
+                        + "not an exception")
+                .hasSize(1);
+        assertThat(atThreshold)
+                .as("5 meets the threshold exactly")
+                .isEmpty();
+        assertThat(aboveThreshold)
+                .as("10 comfortably clears the threshold")
+                .isEmpty();
+
+        assertThat(belowThreshold.iterator().next().getMessage())
+                .isEqualTo("quantity is below the minimum inventory threshold");
+    }
+}

src/test/java/com/ankurm/hibernatedemo/validation/PlainValidationNoCdiTest.java

@@ -0,0 +1,77 @@
+package com.ankurm.hibernatedemo.validation;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+import jakarta.validation.Validation;
+import jakarta.validation.Validator;
+import jakarta.validation.ValidatorFactory;
+import org.junit.jupiter.api.Test;
+
+/**
+ * The baseline this chapter needs before the CDI test means anything: plain Jakarta Bean
+ * Validation, bootstrapped the ordinary way with no CDI container running at all. {@code
+ * Validation.buildDefaultValidatorFactory()} builds its {@code ConstraintValidatorFactory} by
+ * plain reflection ({@code Class.newInstance()}-equivalent) -- it does not scan for {@code
+ * @Inject} at all, so {@link PositiveInventoryValidator#policy} is left {@code null}.
+ *
+ * <p>Docs: docs/20-hibernate-validator-cdi.md
+ */
+class PlainValidationNoCdiTest {
+
+    @Test
+    void constraintValidatorsInjectField_isNeverPopulated_withoutACdiContainer() {
+        ValidatorFactory factory = Validation.buildDefaultValidatorFactory();
+        Validator validator = factory.getValidator();
+
+        Throwable thrown = catchThrowable(() -> validator.validate(new StockLevel(3)));
+
+        System.out.println("RESULT[cdi-plain-validation-no-injection]: validating StockLevel(3) with "
+                + "Validation.buildDefaultValidatorFactory() (no CDI container running) throws "
+                + describeChain(thrown));
+
+        assertThat(thrown).isNotNull();
+        Throwable rootCause = rootCause(thrown);
+        assertThat(rootCause)
+                .as("the @Inject-annotated policy field was never populated, so calling "
+                        + "policy.minimumThreshold() inside isValid() throws a plain NullPointerException "
+                        + "-- not a validation failure, a validator bug caused by the missing CDI container")
+                .isInstanceOf(NullPointerException.class);
+
+        factory.close();
+    }
+
+    private static Throwable catchThrowable(ThrowingRunnable runnable) {
+        try {
+            runnable.run();
+            return null;
+        } catch (Throwable t) {
+            return t;
+        }
+    }
+
+    private static Throwable rootCause(Throwable t) {
+        Throwable cause = t;
+        while (cause.getCause() != null && cause.getCause() != cause) {
+            cause = cause.getCause();
+        }
+        return cause;
+    }
+
+    private static String describeChain(Throwable t) {
+        StringBuilder sb = new StringBuilder();
+        Throwable current = t;
+        while (current != null) {
+            sb.append(current.getClass().getName());
+            if (current.getCause() != null && current.getCause() != current) {
+                sb.append(" -> caused by ");
+            }
+            current = current.getCause() == current ? null : current.getCause();
+        }
+        return sb.toString();
+    }
+
+    @FunctionalInterface
+    private interface ThrowingRunnable {
+        void run() throws Exception;
+    }
+}

src/test/resources/META-INF/persistence.xml

@@ -0,0 +1,32 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  Backs ankurm.com post 4855 (bootstrapping EntityManager). Docs: docs/17-entitymanager-bootstrap.md.
+
+  Deliberately in src/test/resources, not src/main/resources: this repo's Spring Boot app
+  already bootstraps its own EntityManagerFactory via autoconfiguration, and having a second
+  persistence.xml on the main classpath risks confusing that path. This one exists purely so
+  EntityManagerBootstrapTest can call Persistence.createEntityManagerFactory("XmlBootstrapPU")
+  directly, completely bypassing Spring, which is the point of the chapter.
+-->
+<persistence version="3.2"
+             xmlns="https://jakarta.ee/xml/ns/persistence"
+             xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+             xsi:schemaLocation="https://jakarta.ee/xml/ns/persistence
+             https://jakarta.ee/xml/ns/persistence/persistence_3_2.xsd">
+
+    <persistence-unit name="XmlBootstrapPU" transaction-type="RESOURCE_LOCAL">
+        <provider>org.hibernate.jpa.HibernatePersistenceProvider</provider>
+        <class>com.ankurm.hibernatedemo.bootstrap.BootstrapUser</class>
+
+        <properties>
+            <property name="jakarta.persistence.jdbc.driver" value="org.h2.Driver"/>
+            <property name="jakarta.persistence.jdbc.url" value="jdbc:h2:mem:bootstrap-xml;DB_CLOSE_DELAY=-1"/>
+            <property name="jakarta.persistence.jdbc.user" value="sa"/>
+            <property name="jakarta.persistence.jdbc.password" value=""/>
+
+            <property name="hibernate.dialect" value="org.hibernate.dialect.H2Dialect"/>
+            <property name="hibernate.hbm2ddl.auto" value="create-drop"/>
+            <property name="hibernate.show_sql" value="true"/>
+        </properties>
+    </persistence-unit>
+</persistence>

src/test/resources/com/ankurm/hibernatedemo/mappingstyle/HbmEmployee.hbm.xml

@@ -0,0 +1,13 @@
+<?xml version="1.0"?>
+<!DOCTYPE hibernate-mapping PUBLIC
+        "-//Hibernate/Hibernate Mapping DTD 3.0//EN"
+        "http://www.hibernate.org/dtd/hibernate-mapping-3.0.dtd">
+<hibernate-mapping package="com.ankurm.hibernatedemo.mappingstyle">
+    <class name="HbmEmployee" table="hbm_employees">
+        <id name="id" column="id">
+            <generator class="native"/>
+        </id>
+        <property name="firstName" column="first_name" not-null="true" length="100"/>
+        <property name="email" column="email_address" unique="true"/>
+    </class>
+</hibernate-mapping>

src/test/resources/ehcache-chapter18-missing-timestamps.xml

@@ -0,0 +1,15 @@
+<config xmlns="http://www.ehcache.org/v3">
+    <!--
+      Deliberately missing the default-update-timestamps-region a query-cache-enabled
+      SessionFactory requires, to capture the real startup failure this produces;
+      see MissingUpdateTimestampsRegionTest.
+    -->
+    <cache alias="productCache">
+        <expiry>
+            <ttl unit="minutes">30</ttl>
+        </expiry>
+        <resources>
+            <heap unit="entries">1000</heap>
+        </resources>
+    </cache>
+</config>

src/test/resources/ehcache-chapter18.xml

@@ -0,0 +1,37 @@
+<config xmlns="http://www.ehcache.org/v3">
+    <!--
+      Chapter 18's own ehcache.xml, loaded only by the tests in
+      com.ankurm.hibernatedemo.cache, each booting an isolated SessionFactory
+      (see NaturalIdL2CacheTest's pattern in chapter 06) so this never touches
+      the shared Spring context's pinned use_second_level_cache: false.
+    -->
+    <cache alias="productCache">
+        <expiry>
+            <ttl unit="minutes">30</ttl>
+        </expiry>
+        <resources>
+            <heap unit="entries">1000</heap>
+            <offheap unit="MB">10</offheap>
+        </resources>
+    </cache>
+
+    <!-- Required for hibernate.cache.use_query_cache=true. Omitting this region produces the
+         real startup failure captured in docs/output/18-missing-timestamps-region.txt. -->
+    <cache alias="default-update-timestamps-region">
+        <expiry>
+            <none/>
+        </expiry>
+        <resources>
+            <heap unit="entries">5000</heap>
+        </resources>
+    </cache>
+
+    <cache alias="default-query-results-region">
+        <expiry>
+            <ttl unit="minutes">10</ttl>
+        </expiry>
+        <resources>
+            <heap unit="entries">200</heap>
+        </resources>
+    </cache>
+</config>

src/test/resources/mapping-xml-natural-id.xml

@@ -0,0 +1,19 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<entity-mappings xmlns="http://www.hibernate.org/xsd/orm/mapping"
+                  xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+                  version="7.0">
+    <entity class="com.ankurm.hibernatedemo.mappingstyle.MappingXmlNaturalIdEntity" access="FIELD">
+        <table name="mapping_xml_naturalid_widgets"/>
+        <attributes>
+            <id name="id">
+                <generated-value strategy="IDENTITY"/>
+            </id>
+            <natural-id mutable="false">
+                <basic name="sku">
+                    <column name="sku" unique="true" nullable="false"/>
+                </basic>
+            </natural-id>
+            <basic name="name"/>
+        </attributes>
+    </entity>
+</entity-mappings>

src/test/resources/orm-xml-metadata-complete.xml

@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<entity-mappings xmlns="https://jakarta.ee/xml/ns/persistence/orm"
+                  xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+                  xsi:schemaLocation="https://jakarta.ee/xml/ns/persistence/orm https://jakarta.ee/xml/ns/persistence/orm/orm_3_0.xsd"
+                  version="3.0">
+    <persistence-unit-metadata>
+        <xml-mapping-metadata-complete/>
+    </persistence-unit-metadata>
+    <entity class="com.ankurm.hibernatedemo.mappingstyle.OverrideEntity" access="FIELD">
+        <table name="override_entity_2"/>
+        <attributes>
+            <basic name="value">
+                <column name="xml_name_2"/>
+            </basic>
+        </attributes>
+    </entity>
+</entity-mappings>

src/test/resources/orm-xml-only-mapping.xml

@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<entity-mappings xmlns="https://jakarta.ee/xml/ns/persistence/orm"
+                  xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+                  xsi:schemaLocation="https://jakarta.ee/xml/ns/persistence/orm https://jakarta.ee/xml/ns/persistence/orm/orm_3_0.xsd"
+                  version="3.0">
+    <entity class="com.ankurm.hibernatedemo.mappingstyle.OrmXmlOnlyEntity" access="FIELD">
+        <table name="xml_only_widgets"/>
+        <attributes>
+            <id name="id">
+                <generated-value strategy="IDENTITY"/>
+            </id>
+            <basic name="label">
+                <column name="label_text" length="80"/>
+            </basic>
+        </attributes>
+    </entity>
+</entity-mappings>

src/test/resources/orm-xml-override-mapping.xml

@@ -0,0 +1,14 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<entity-mappings xmlns="https://jakarta.ee/xml/ns/persistence/orm"
+                  xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+                  xsi:schemaLocation="https://jakarta.ee/xml/ns/persistence/orm https://jakarta.ee/xml/ns/persistence/orm/orm_3_0.xsd"
+                  version="3.0">
+    <entity class="com.ankurm.hibernatedemo.mappingstyle.OverrideEntity" access="FIELD">
+        <table name="override_entity"/>
+        <attributes>
+            <basic name="value">
+                <column name="xml_name"/>
+            </basic>
+        </attributes>
+    </entity>
+</entity-mappings>

src/test/resources/osiv-default-test.yml

@@ -0,0 +1,23 @@
+# Used ONLY by OsivDefaultWarningTest, via spring.config.name=osiv-default-test.
+# Deliberately omits spring.jpa.open-in-view entirely -- the point of that test is to observe
+# Boot's real, unset-property default (true) and the startup warning that comes with it. The
+# shared src/main/resources/application.yml sets open-in-view: false explicitly, which would
+# suppress both the warning and the masking behaviour, so that file must not be in play here.
+spring:
+  datasource:
+    url: jdbc:h2:mem:osiv-default-test;DB_CLOSE_DELAY=-1
+    driver-class-name: org.h2.Driver
+    username: sa
+    password:
+  jpa:
+    hibernate:
+      ddl-auto: update
+    properties:
+      hibernate:
+        show_sql: true
+
+logging:
+  level:
+    root: WARN
+    DEMO: INFO
+    org.springframework.boot.jpa.autoconfigure: WARN