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Get Started Free →JPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 0% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 6% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 28% | 0% |
| case-04 | ✓→✓ | = Same ✓ | -4% | 0% |
| case-06 | ✓→✓ | = Same ✓ | 28% | 0% |
Use for data modeling, repositories, and performance tuning in Spring Boot.
java@Entity @Table(name = "markets", indexes = { @Index(name = "idx_markets_slug", columnList = "slug", unique = true) }) @EntityListeners(AuditingEntityListener.class) public class MarketEntity { @Id @GeneratedValue(strategy = GenerationType.IDENTITY) private Long id; @Column(nullable = false, length = 200) private String name; @Column(nullable = false, unique = true, length = 120) private String slug; @Enumerated(EnumType.STRING) private MarketStatus status = MarketStatus.ACTIVE; @CreatedDate private Instant createdAt; @LastModifiedDate private Instant updatedAt; }
Enable auditing:
java@Configuration @EnableJpaAuditing class JpaConfig {}
java@OneToMany(mappedBy = "market", cascade = CascadeType.ALL, orphanRemoval = true) private List<PositionEntity> positions = new ArrayList<>();
JOIN FETCH in queries when neededEAGER on collections; use DTO projections for read pathsjava@Query("select m from MarketEntity m left join fetch m.positions where m.id = :id") Optional<MarketEntity> findWithPositions(@Param("id") Long id);
javapublic interface MarketRepository extends JpaRepository<MarketEntity, Long> { Optional<MarketEntity> findBySlug(String slug); @Query("select m from MarketEntity m where m.status = :status") Page<MarketEntity> findByStatus(@Param("status") MarketStatus status, Pageable pageable); }
javapublic interface MarketSummary { Long getId(); String getName(); MarketStatus getStatus(); } Page<MarketSummary> findAllBy(Pageable pageable);
@Transactional@Transactional(readOnly = true) for read paths to optimizejava@Transactional public Market updateStatus(Long id, MarketStatus status) { MarketEntity entity = repo.findById(id) .orElseThrow(() -> new EntityNotFoundException("Market")); entity.setStatus(status); return Market.from(entity); }
javaPageRequest page = PageRequest.of(pageNumber, pageSize, Sort.by("createdAt").descending()); Page<MarketEntity> markets = repo.findByStatus(MarketStatus.ACTIVE, page);
For cursor-like pagination, include id > :lastId in JPQL with ordering.
status, slug, foreign keys)status, created_at)select *; project only needed columnssaveAll and hibernate.jdbc.batch_sizeRecommended properties:
spring.datasource.hikari.maximum-pool-size=20
spring.datasource.hikari.minimum-idle=5
spring.datasource.hikari.connection-timeout=30000
spring.datasource.hikari.validation-timeout=5000For PostgreSQL LOB handling, add:
spring.jpa.properties.hibernate.jdbc.lob.non_contextual_creation=true@DataJpaTest with Testcontainers to mirror productionlogging.level.org.hibernate.SQL=DEBUG and logging.level.org.hibernate.orm.jdbc.bind=TRACE for parameter valuesRemember: Keep entities lean, queries intentional, and transactions short. Prevent N+1 with fetch strategies and projections, and index for your read/write paths.
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