Database view-backed models for complex queries

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Complex reporting queries with multiple joins and aggregations can become unmaintainable in ActiveRecord. PostgreSQL views encapsulate query complexity in the database layer and appear as regular tables to Rails. I create views for common reporting needs like materialized user statistics, denormalized search indexes, or aggregated analytics. Views update automatically as underlying data changes (or on schedule for materialized views). ActiveRecord models backed by views work exactly like regular models—I can query them with where, includes, and other ActiveRecord methods. The key limitation is that views are read-only by default. For complex analytics, materialized views with scheduled refreshes balance freshness and query performance.