412-frameworks-quarkus-panache

Installation
SKILL.md

Hibernate ORM with Panache

Apply Panache patterns for Hibernate ORM in Quarkus.

What is covered in this Skill?

  • Active record (PanacheEntity) vs PanacheRepository — when to use each
  • Parameterized JPQL / Panache queries: positional (?1) and named (:param) — no unsafe concatenation
  • @NamedQuery on entities for reusable, build-time validated queries
  • DTO projections with project(Class) to avoid exposing managed entities
  • Pagination with Page.of(pageIndex, pageSize) and query.count()
  • N+1 avoidance with JOIN FETCH in JPQL queries
  • Optimistic locking with @Version and handling OptimisticLockException
  • @Transactional application services
  • @TestTransaction for automatic rollback in @QuarkusTest tests
  • Mapping entities vs exposing DTOs at REST boundaries
  • Native queries via Hibernate when you want controlled SQL in the same transaction; pairing with @411 for JDBC when bypassing Hibernate at the boundary

Scope: Apply recommendations based on the reference rules and good/bad code examples.

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Mar 25, 2026