412 Frameworks Quarkus Panache

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.

Constraints

Compile before persistence changes; verify after.

• MANDATORY: Run ./mvnw compile or mvn compile before applying any change
• PREREQUISITE: Project must compile before applying Panache improvements
• SAFETY: If compilation fails, stop immediately
• BLOCKING CONDITION: Compilation errors must be resolved by the user before proceeding
• VERIFY: Run ./mvnw clean verify or mvn clean verify after applying improvements
• BEFORE APPLYING: Read the reference for detailed rules and examples

When to use this skill

• Review Panache entities or repositories in Quarkus
• Improve Hibernate ORM data access with Panache
• Add DTO projections, JOIN FETCH, pagination, or optimistic locking to Panache queries
• Fix N+1 query problems or add @Version concurrency control in Quarkus Panache
• Improve Panache active record versus repository design

Workflow

• Read reference and assess project context

Read references/412-frameworks-quarkus-panache.md and inspect the current project setup before proposing changes.

• Gather scope and decide target improvements

Identify requested outcomes, constraints, and the minimum safe set of changes to apply.

• Apply framework-aligned changes

Implement or refactor configuration/code following the reference patterns and project conventions.

• Run verification and report results

Execute appropriate build/tests and summarize what changed, what was verified, and any follow-up actions.

Reference

For detailed guidance, examples, and constraints, see references/412-frameworks-quarkus-panache.md.