JPA/Hibernate Patterns

Use for data modeling, repositories, and performance tuning in Spring Boot.

Entity Design

@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:

@Configuration
@EnableJpaAuditing
class JpaConfig {}

Relationships and N+1 Prevention

@OneToMany(mappedBy = "market", cascade = CascadeType.ALL, orphanRemoval = true)
private List<PositionEntity> positions = new ArrayList<>();

• Default to lazy loading; use

  JOIN FETCH

  in queries when needed
• Avoid

  EAGER

  on collections; use DTO projections for read paths

@Query("select m from MarketEntity m left join fetch m.positions where m.id = :id")
Optional<MarketEntity> findWithPositions(@Param("id") Long id);

Repository Patterns

public 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);
}

• Use projections for lightweight queries:

public interface MarketSummary {
  Long getId();
  String getName();
  MarketStatus getStatus();
}
Page<MarketSummary> findAllBy(Pageable pageable);

Transactions

• Annotate service methods with

  @Transactional

• Use

  @Transactional(readOnly = true)

  for read paths to optimize
• Choose propagation carefully; avoid long-running transactions

@Transactional
public Market updateStatus(Long id, MarketStatus status) {
  MarketEntity entity = repo.findById(id)
      .orElseThrow(() -> new EntityNotFoundException("Market"));
  entity.setStatus(status);
  return Market.from(entity);
}

Pagination

PageRequest 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.

Indexing and Performance

• Add indexes for common filters (

  status

  ,

  slug

  , foreign keys)
• Use composite indexes matching query patterns (

  status, created_at

  )
• Avoid

  select *

  ; project only needed columns
• Batch writes with

  saveAll

  and

  hibernate.jdbc.batch_size

Connection Pooling (HikariCP)

Recommended 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=5000

For PostgreSQL LOB handling, add:

spring.jpa.properties.hibernate.jdbc.lob.non_contextual_creation=true

Caching

• 1st-level cache is per EntityManager; avoid keeping entities across transactions
• For read-heavy entities, consider second-level cache cautiously; validate eviction strategy

Migrations

• Use Flyway or Liquibase; never rely on Hibernate auto DDL in production
• Keep migrations idempotent and additive; avoid dropping columns without plan

Testing Data Access

• Prefer

  @DataJpaTest

  with Testcontainers to mirror production
• Assert SQL efficiency using logs: set

  logging.level.org.hibernate.SQL=DEBUG

  and

  logging.level.org.hibernate.orm.jdbc.bind=TRACE

  for parameter values

Remember: Keep entities lean, queries intentional, and transactions short. Prevent N+1 with fetch strategies and projections, and index for your read/write paths.