Spring Data JPA Implementation

SkillDatabases & data

Use when designing or implementing Spring Data JPA on Spring Boot 4 — repository boundaries, projections, query patterns, custom repositories, CQRS read models, entity relationships, or persistence performance fixes. Not for generic SQL help, database admin work, or project-wide migration (see the springboot-migration skill).

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What this skill tells your AI

The instructions your AI receives, as published by a-pavithraa/springboot-skills-marketplace in plugins/springboot-architecture/skills/spring-data-jpa/SKILL.md and read by ahel’s review.

Purpose

Use this skill when the task is specifically about persistence design or implementation in a Spring Boot codebase. This skill adds value through aggregate-root guidance, query-pattern selection, CQRS read-model decisions, and the bundled repository and relationship templates.

Critical rules

  • Never create repositories for every entity. Create repositories only for aggregate roots.
  • Never rely on long derived query method names when the query has become non-trivial.
  • Never use save() blindly when entity state transitions matter; understand persist versus merge behavior.
  • Prefer projections or dedicated query services for read-heavy paths.
  • Keep transaction boundaries in the service layer unless the existing architecture intentionally does otherwise.

Workflow

Step 1: Identify the persistence problem

Collect the minimum context first:

  1. Is the type an aggregate root or an internal entity?
  2. Is the task primarily read-side, write-side, or both?
  3. Is the query simple lookup, filtered search, aggregation, projection, or dynamic criteria?
  4. Is the path performance-sensitive?
  5. Are there module-boundary or loose-coupling constraints that affect relationship modeling?

Step 2: Choose the implementation pattern

Use this table to decide what to load next.

PatternUse whenRead
Simple repositoryBasic CRUD and 1-2 simple lookupsExisting code or none
@Query repositoryMultiple filters, joins, sorting, readable JPQLreferences/query-patterns.md
DTO projectionRead-only and performance-critical responsesreferences/dto-projections.md
Custom repositoryCriteria API, bulk operations, EntityManager logicreferences/custom-repositories.md
CQRS query serviceSeparate read and write models, reporting, specialized read pathsreferences/cqrs-query-service.md

Use this decision guide:

NeedSimple@QueryDTOCustomCQRS
Basic CRUDYesYesNoYesYes
Custom filtersNoYesYesYesYes
Best read performanceNoSometimesYesSometimesYes
Complex dynamic logicNoNoNoYesYes
Clear read/write splitNoNoSometimesSometimesYes

Step 3: Load the matching reference

Load only the references needed for the current task:

  • references/query-patterns.md
  • references/dto-projections.md
  • references/custom-repositories.md
  • references/cqrs-query-service.md
  • references/relationships.md
  • references/performance-guide.md

Step 4: Apply the matching asset

Use the bundled templates in assets/ instead of rebuilding the pattern from scratch:

  • assets/query-repository.java
  • assets/dto-projection.java
  • assets/custom-repository.java
  • assets/query-service.java
  • assets/relationship-patterns.java

Templates use the same placeholder convention as creating-springboot-projects{{PACKAGE}}, {{MODULE}}, {{NAME}}, {{TABLE_NAME}}, {{TYPE}}, {{FIELD}}. See creating-springboot-projects/SKILL.md#placeholder-convention for the full table.

Step 5: Validate relationships and transaction boundaries

Before finalizing the change, check:

  • repository exists only at the aggregate-root boundary
  • lazy-loading behavior is intentional
  • pagination or projections are used where row counts can grow
  • @ManyToMany has not been introduced when a join entity is more appropriate
  • read services use @Transactional(readOnly = true) where appropriate
  • write operations stay in service-layer transactions

Step 6: Validate performance-sensitive paths

Read references/performance-guide.md when the task includes:

  • N+1 risks
  • fetch-plan problems
  • unbounded queries
  • batch operations
  • heavy read views that should use projections

High-value patterns to prefer

Repository boundaries

  • Aggregate roots get repositories.
  • Internal child entities usually do not.

Query style

  • Use derived query methods for simple lookups.
  • Use @Query for joins, readable text blocks, or multiple filters.
  • Use DTO projections when the response does not need entities.
  • Use a CQRS query service when the read model differs from the write model.

Relationships

  • Prefer @ManyToOne over @OneToMany when possible.
  • Use IDs instead of entity references when loose coupling is more important than navigation.
  • Treat @ManyToMany as a warning sign; prefer an explicit join entity.

Output format

When proposing or implementing a persistence change, return:

## Recommended pattern
- Pattern:
- Why:

## Files to change
- `path/to/file`

## References used
- `references/...`

## Risks to verify
- ...

When not to use this skill

  • Generic SQL or database administration work outside Spring Data JPA
  • Whole-project migration planning
  • Broad project scaffolding that belongs in creating-springboot-projects

Signals

GitHub stars
75
Forks
12
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
spring-data-jpa
Source
github.com/a-pavithraa/springboot-skills-marketplace