The repository pattern is often treated as a default in .NET data access, but it's not always the right choice. EF Core's DbContext already implements repository-like abstractions via DbSet, making an extra layer redundant for simple CRUD apps. Cases where the pattern adds unnecessary complexity include basic CRUD-only apps, small projects with few tables, performance-critical systems (risk of N+1 queries and over-fetching), microservices with minimal data needs, and reporting/analytics scenarios where raw SQL or stored procedures are more efficient. The pattern is genuinely useful for complex domain logic, multi-source aggregation, caching strategies, and unit testing in critical systems. The specification pattern is suggested as an alternative that provides reusable query logic without the overhead of a full repository.
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