database-patterns

name	database-patterns
description	Database patterns for JPA/Spring Data. Schema naming, Flyway migrations, N+1 prevention, transaction boundaries, indexing strategy.
trigger	when working with JPA, SQL, Flyway, database schemas, or repositories
tags	["database","jpa","flyway","sql","schema","transactions"]
version	2.0
scope	platform
category	foundation

Database Patterns

Schema Naming

• snake_case for all identifiers
• Singular table names: order, order_item (not orders)
• Foreign keys: {referenced_table}_id (e.g., order_id)
• Indexes: idx_{table}_{columns} (e.g., idx_order_customer_id)
• Audit columns on every table: created_at, updated_at, created_by, updated_by

Flyway Migrations

Format: V{version}__{description}.sql

V1__create_order_table.sql
V2__add_order_status_column.sql
V3__create_payment_table.sql

Rules:

• NEVER modify an existing migration after it's been applied
• ALWAYS add new migrations for schema changes
• Include rollback comments for complex migrations
• Test migrations against a copy of production schema

N+1 Prevention

// BAD — N+1 problem
@Entity class Order(
    @OneToMany(mappedBy = "order")
    val items: List<OrderItem> = emptyList()
)
// Accessing order.items triggers N additional queries

// GOOD — EntityGraph
@EntityGraph(attributePaths = ["items"])
fun findByCustomerId(customerId: String): List<Order>

// GOOD — JOIN FETCH
@Query("SELECT o FROM Order o JOIN FETCH o.items WHERE o.customerId = :customerId")
fun findWithItemsByCustomerId(customerId: String): List<Order>

// GOOD — batch size
@BatchSize(size = 25)
@OneToMany(mappedBy = "order")
val items: List<OrderItem> = emptyList()

Transaction Boundaries

• @Transactional on service layer only, NEVER on controllers or repositories
• Use @Transactional(readOnly = true) for read operations
• Keep transactions as short as possible — no HTTP calls inside transactions
• Propagation.REQUIRES_NEW for audit logging that must survive rollback

Multi-DataSource Configuration

When a service needs to access multiple databases (e.g., primary + legacy, read replica).

@Configuration
class DataSourceConfig {

    @Bean
    @Primary
    @ConfigurationProperties("spring.datasource.primary")
    fun primaryDataSource(): DataSource = DataSourceBuilder.create().build()

    @Bean
    @ConfigurationProperties("spring.datasource.legacy")
    fun legacyDataSource(): DataSource = DataSourceBuilder.create().build()
}

@Configuration
@EnableJpaRepositories(
    basePackages = ["com.forge.repository.primary"],
    entityManagerFactoryRef = "primaryEntityManagerFactory",
    transactionManagerRef = "primaryTransactionManager"
)
class PrimaryJpaConfig {
    @Bean @Primary
    fun primaryEntityManagerFactory(
        @Qualifier("primaryDataSource") dataSource: DataSource,
        builder: EntityManagerFactoryBuilder
    ): LocalContainerEntityManagerFactoryBean =
        builder.dataSource(dataSource)
            .packages("com.forge.entity.primary")
            .persistenceUnit("primary")
            .build()

    @Bean @Primary
    fun primaryTransactionManager(
        @Qualifier("primaryEntityManagerFactory") emf: EntityManagerFactory
    ): PlatformTransactionManager = JpaTransactionManager(emf)
}



  {
    
    : LocalContainerEntityManagerFactoryBean =
        builder.dataSource(dataSource)
            .packages()
            .persistenceUnit()
            .build()

    
    : PlatformTransactionManager = JpaTransactionManager(emf)
}

spring:
  datasource:
    primary:
      url: jdbc:postgresql://primary-db:5432/forge
      username: ${PRIMARY_DB_USER}
      password: ${PRIMARY_DB_PASSWORD}
    legacy:
      url: jdbc:sqlserver://legacy-db:1433;databaseName=OldSystem
      username: ${LEGACY_DB_USER}
      password: ${LEGACY_DB_PASSWORD}

Rules:

• Always mark one DataSource as @Primary
• Use separate packages for entities and repositories per data source
• Each data source gets its own EntityManagerFactory and TransactionManager
• Cross-database transactions require distributed transaction manager (JTA) — avoid if possible
• Flyway: configure separate Flyway beans per data source with distinct migration locations

Entity Framework → JPA Migration Mapping

Reference for teams migrating .NET Entity Framework code to Spring Data JPA.

Core Concept Mapping

Entity Framework (C#)	Spring Data JPA (Kotlin)
DbContext	@Configuration + EntityManagerFactory
DbSet<Order>	JpaRepository<Order, String>
modelBuilder.Entity<Order>()	@Entity + annotations or @EntityListeners
HasKey(o => o.Id)	@Id
HasOne(o => o.Customer).WithMany(c => c.Orders)	@ManyToOne / @OneToMany(mappedBy = ...)
HasMany(o => o.Items).WithOne(i => i.Order)	@OneToMany(mappedBy = ...) / @ManyToOne
Property(o => o.Name).IsRequired().HasMaxLength(100)	@Column(nullable = false, length = 100)
HasIndex(o => o.Email).IsUnique()	@Table(indexes = [@Index(columnList = "email", unique = true)])
ToTable("orders")	@Table(name = "orders")
HasDefaultValue(0)	@ColumnDefault("0") or Flyway migration
IQueryable<T> LINQ queries	@Query("SELECT ...") JPQL or Criteria API
AsNoTracking()	@Transactional(readOnly = true)

EF Migration → Flyway Migration

EF Migration	Flyway Equivalent
Add-Migration CreateOrders	V1__create_orders.sql (hand-written SQL)
Update-Database	./gradlew flywayMigrate or auto on startup
modelBuilder.HasData(seedData)	V999__seed_data.sql or afterMigrate.sql
Down() method	Flyway U1__undo_create_orders.sql (Teams edition)
Auto-generated migration	Always hand-written — Flyway does not auto-generate

Common Pitfalls

• Lazy loading: EF lazy-loads by default; JPA also does, but requires open session — use @EntityGraph or JOIN FETCH to avoid N+1
• Change tracking: EF tracks entity changes automatically; JPA does too within a transaction, but detach() / read-only transactions disable it
• Value objects: EF OwnsOne() maps to JPA @Embedded / @Embeddable
• Enum mapping: EF stores enums as integers by default; JPA @Enumerated(STRING) stores as string (recommended)
• Soft delete: EF global query filter HasQueryFilter(e => !e.IsDeleted) → JPA @Where(clause = "is_deleted = false") (Hibernate) or @SQLRestriction