ai-observability
Use when adding Spring AI-specific model observations, token usage, latency, externally configured cost attribution, advisor telemetry, or protected prompt and…
Use when generating JPA entities, repositories, queries, or anything touching the persistence layer. Covers entity conventions, N+1 prevention, projections, and query patterns.
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Use when generating JPA entities, repositories, queries, or anything touching the persistence layer. Covers entity conventions, N+1 prevention, projections, and query patterns.
name: spring-data-jpa description: > Use when generating JPA entities, repositories, queries, or anything touching the persistence layer. Covers entity conventions, N+1 prevention, projections, and query patterns.
@Entity
@Table(name = "orders")
@Getter
@NoArgsConstructor(access = AccessLevel.PROTECTED) // JPA requires no-arg, hide from callers
public class Order {
@Id
@GeneratedValue(strategy = GenerationType.UUID)
@Column(updatable = false, nullable = false)
private UUID id;
@Column(nullable = false)
private String customerEmail;
@Enumerated(EnumType.STRING) // always STRING, never ORDINAL
@Column(nullable = false)
private OrderStatus status;
@OneToMany(mappedBy = "order", cascade = CascadeType.ALL, orphanRemoval = true)
private List<OrderItem> items = new ArrayList<>();
@CreationTimestamp
@Column(updatable = false)
private Instant createdAt;
@UpdateTimestamp
private Instant updatedAt;
// Static factory, not public constructor
public static Order create(String customerEmail) {
Order order = new Order();
order.customerEmail = customerEmail;
order.status = OrderStatus.PENDING;
return order;
}
// Behavior on entity, not in service
public void addItem(Product product, int quantity) {
items.add(OrderItem.create(this, product, quantity));
}
}**Identify:** One query for orders + N queries for each order's items = N+1.
**Fix with JOIN FETCH:**
@Query("SELECT o FROM Order o JOIN FETCH o.items WHERE o.id = :id")
Optional<Order> findByIdWithItems(@Param("id") UUID id);
// For lists — use @EntityGraph to avoid duplicates
@EntityGraph(attributePaths = {"items", "items.product"})
List<Order> findByStatus(OrderStatus status);**Fix with Projections for read-only views:**
// Interface projection — no entity loaded
public interface OrderSummary {
UUID getId();
String getCustomerEmail();
OrderStatus getStatus();
Instant getCreatedAt();
}
List<OrderSummary> findByStatus(OrderStatus status); // fast, no lazy loading issuespublic interface OrderRepository extends JpaRepository<Order, UUID> {
// Derived query — simple conditions
List<Order> findByStatusAndCustomerEmail(OrderStatus status, String email);
// JPQL — for joins and complex conditions
@Query("SELECT o FROM Order o JOIN FETCH o.items WHERE o.status = :status")
List<Order> findActiveOrdersWithItems(@Param("status") OrderStatus status);
// Native SQL — only when JPQL can't do it
@Query(value = "SELECT * FROM orders WHERE created_at > NOW() - INTERVAL '7 days'",
nativeQuery = true)
List<Order> findRecentOrders();
// Exists check — faster than findById + isPresent
boolean existsByCustomerEmailAndStatus(String email, OrderStatus status);
// Projection
List<OrderSummary> findByCustomerEmail(String email);
}// Always use Pageable for list endpoints
Page<Order> findByStatus(OrderStatus status, Pageable pageable);
// In service
Page<Order> orders = orderRepository.findByStatus(status, PageRequest.of(page, size, Sort.by("createdAt").descending()));// Parent side (Order)
@OneToMany(mappedBy = "order", cascade = CascadeType.ALL, orphanRemoval = true)
private List<OrderItem> items = new ArrayList<>();
// Child side (OrderItem) — owns the FK
@ManyToOne(fetch = FetchType.LAZY) // LAZY always on @ManyToOne
@JoinColumn(name = "order_id", nullable = false)
private Order order;
// Helper on parent to keep both sides in sync
public void addItem(OrderItem item) {
items.add(item);
item.setOrder(this);
}`OFFSET` pagination scans and discards every skipped row. On page 5,000 the DB reads 100,000 rows to return 20. For large or infinite-scroll datasets, paginate by the last seen key (the "seek" method):
// ❌ Slow on deep pages — OFFSET grows linearly
Page<Order> findByStatus(OrderStatus status, Pageable pageable);
// ✅ Keyset — constant time regardless of depth. Pass the last row's createdAt + id.
@Query("""
SELECT o FROM Order o
WHERE o.status = :status
AND (o.createdAt < :lastCreatedAt
OR (o.createdAt = :lastCreatedAt AND o.id < :lastId))
ORDER BY o.createdAt DESC, o.id DESC
""")
List<Order> findNextPage(OrderStatus status, Instant lastCreatedAt, UUID lastId, Limit limit);The `(createdAt, id)` tuple breaks ties so the cursor is stable when timestamps collide. Index `(status, created_at DESC, id DESC)`.
Saving a list one row at a time is N round-trips. Enable JDBC batching so Hibernate groups them:
spring:
jpa:
properties:
hibernate:
jdbc.batch_size: 50
order_inserts: true
order_updates: trueCaveat: `GenerationType.IDENTITY` silently disables insert batching (Hibernate needs the generated key per row). `GenerationType.UUID` or a pooled sequence preserves it — another reason to prefer UUIDs.
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