The refined Specification API, AOT repository generation, and shared EntityManager wiring are the parts of the Spring Data JPA 3 to 4 migration that don't show up in a repository interface. Part 3 of the migration series covers DeleteSpecification/UpdateSpecification, JpaSort.unsafe, AOT knobs, and native-image implications.
Spring Data JPA 4 quietly moved derived queries off the Criteria API onto JPQL strings. Part 2 of the migration series covers the benchmark, getSingleResultOrNull, provider differences (with a real EclipseLink regression), the removed native-query parser, NULLS precedence, and which new JPQL functions are portable.
Part 1 of a 3-part Spring Data JPA 3 to 4 migration series. Covers the platform bump, the hibernate-jpamodelgen to hibernate-processor rename, repository interface compatibility, the JSpecify @NullMarked null-handling shift, and what genuinely doesn't change. Verified against Spring Boot 4.0.6 and Spring Data JPA 4.0.6.
A beginner-to-advanced guide to Java's Vector API (JEP 537, twelfth incubator in JDK 27). Start from what a CPU vector and SIMD actually are, see how HotSpot's C2 auto-vectorizes simple loops for free (with a benchmark that proves it), learn exactly when auto-vectorization silently gives up, then write real vector loops with species, the loopBound tail pattern, and masks for branchless control flow — every benchmark run on a live JDK 21 with captured output, including a 4.8x masked-filter speedup and the floating-point reduction gotcha.
A beginner-to-advanced guide to Java value classes (JEP 401), Project Valhalla's first preview targeting JDK 28. Learn what object identity costs (with runnable benchmarks), the value keyword, value records, the new construction rule, changed == semantics, Objects.hasIdentity, scalarization and heap flattening (with diagrams and a real 3x LocalDate benchmark), migrated JDK classes, migration rules, and what's not in the preview yet.
A beginner-to-advanced guide to migrating the repository layer from Spring Data JPA 3 to 4 on Spring Boot 4.1: the hibernate-jpamodelgen → hibernate-processor coordinate swap and the silent metamodel failure it causes, why derived queries now generate JPQL instead of CriteriaQuery (and the getSingleResultOrNull edge case), records as @Embeddable value objects and projection targets, JSpecify nullability, the refined Specification API, and the removed config that breaks your build — all mapped to real code and errors on a Spring Boot 4.1 app.
Beginner-to-advanced guide to JSpecify null-safety in Spring Framework 7 / Spring Boot 4: the @Nullable/@NonNull migration, Kotlin interop, and a real NullAway build failure caught and fixed on a live Maven project.
A beginner-to-advanced guide to migrating off Undertow on Spring Boot 4: why it was dropped (Jakarta EE 11 / Servlet 6.1), the real Maven error and runtime NoSuchMethodError you get if you fight it, Tomcat 11 tuning, and a verified working Jetty 12.1 alternative — all tested on a real Spring Boot 4.1 app.
A beginner-to-advanced guide to Spring Framework 7's built-in API versioning: the version attribute, baseline versions, the supported-versions gotcha, RFC-compliant deprecation headers, client-side ApiVersionInserter, and testing — verified against a real running Spring Boot 4.1 app.
A beginner-to-advanced guide to Micrometer and Spring Boot 4's new spring-boot-starter-opentelemetry: what actually changed (it isn't "Micrometer 2"), the Observation API, context propagation gotchas, a runnable cardinality-explosion demo, and a full migration checklist.