Spring Boot

Purpose

Build Spring Boot services with correct transaction boundaries and a JPA layer that does not issue a hundred queries to render a list. Spring's defaults are safe; its abstractions hide the cost of getting them wrong.

When to Use

• Building or reviewing a Spring Boot application.
• Diagnosing lazy-loading exceptions or N+1 query behavior.
• Getting transaction boundaries and propagation right.
• Structuring a test suite that is faster than a full context load per class.

Capabilities

• Constructor injection and bean lifecycle.
• Declarative transactions: propagation, isolation, rollback rules.
• JPA/Hibernate: fetch strategies, entity graphs, projections.
• Configuration properties with validation and profiles.
• Test slices: @WebMvcTest, @DataJpaTest, Testcontainers.

Inputs

• The service, its entities, and the slow endpoint if there is one.
• Database engine and connection pool configuration.

Outputs

• Services with explicit transaction boundaries.
• Repositories that fetch exactly what the caller needs.
• Tests that load the narrowest context that proves the behavior.

Workflow

1. Use constructor injection — Field injection with @Autowired hides dependencies and makes the class untestable without a container.
2. Place @Transactional at the service layer — Not on the repository (too narrow, one transaction per call) and not on the controller (too wide, the transaction spans view rendering).
3. Fetch deliberately — Every association is LAZY. Then use an entity graph or a fetch join for the specific query that needs it, and a DTO projection for read-only views.
4. Validate configuration at startup — @ConfigurationProperties with @Validated. A missing property should prevent boot, not surface as a null at runtime.
5. Test in slices — @DataJpaTest for repositories against Testcontainers, @WebMvcTest for controllers with mocked services, @SpringBootTest only for the handful of genuine end-to-end paths.

Best Practices

• @Transactional on a private or self-invoked method does nothing. Spring proxies the bean; an internal call bypasses the proxy entirely. This is the most common silent transaction bug in Spring.
• @Transactional rolls back on unchecked exceptions only, by default. A checked exception commits. Set rollbackFor deliberately.
• FetchType.EAGER on an association is a decision made once and paid for on every query. Default to LAZY and fetch on demand.
• Never return entities from a controller. A DTO projection avoids lazy-loading surprises and stops you leaking every column.
• Keep the transaction short. Never make an HTTP call inside one — you are holding a database connection for the duration of someone else's outage.
• Set connection-pool size deliberately. The default is often larger than the database can serve.

Examples

Fetch join with a projection, avoiding both N+1 and over-fetching:

public interface OrderRepository extends JpaRepository<Order, UUID> {

    @Query("""
        select new com.example.orders.OrderSummary(
            o.id, c.name, size(o.lines), sum(l.priceCents * l.quantity))
        from Order o
          join o.customer c
          join o.lines l
        where o.status = :status
        group by o.id, c.name
        """)
    List<OrderSummary> findSummaries(@Param("status") OrderStatus status);
}

Transaction boundary at the service, HTTP call outside it:

@Service
@RequiredArgsConstructor
public class RefundService {

    private final OrderRepository orders;
    private final PaymentGateway gateway;

    @Transactional(rollbackFor = Exception.class)
    public Refund record(UUID orderId, long amountCents, String gatewayRefundId) {
        Order order = orders.findById(orderId).orElseThrow(OrderNotFound::new);
        order.applyRefund(amountCents, gatewayRefundId);   // invariants live in the entity
        return order.latestRefund();
    }

    // The network call happens outside any transaction.
    public Refund refund(UUID orderId, long amountCents) {
        String gatewayRefundId = gateway.refund(orderId, amountCents);
        return record(orderId, amountCents, gatewayRefundId);
    }
}

Notes

• spring.jpa.open-in-view defaults to true and keeps a database connection open for the entire request, including view rendering. Turn it off; the lazy-loading exceptions it then reveals are real bugs it was hiding.
• Hibernate's @BatchSize mitigates N+1 on collections without changing the query — a useful blunt instrument when a fetch join is impractical.
• @SpringBootTest loads the entire context. A suite of a hundred such tests is a suite that nobody runs locally.