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SKILL.md 46 lines single file
PostgreSQL Best Practices
Goal : Design scalable, secure, and performant database schemas and queries, specifically optimized for Supabase/PostgreSQL environments.
1. Schema Design
Normalization : Aim for 3NF (Third Normal Form) to reduce redundancy.
Primary Keys : Use UUID (v7 or v4) or BIGINT (Identity) for primary keys. Avoid simplistic auto-increment INT if scaling horizontally.
Naming : Use snake_case for table and column names. Plural for tables (users, orders).
Foreign Keys : Always define foreign key constraints to ensure data integrity. Index all FK columns.
2. Performance & Indexing
Indexes :
B-Tree : Default for equality and range queries.
GIN : For JSONB and Full-Text Search (tsvector).
GiST : For Geo-spatial data (PostGIS).
Composite Indexes : Create composite indexes for columns frequently queried together (order matters: equality first, then range).
Explain Analyze : Always check EXPLAIN ANALYZE on complex queries to verify index usage.
3. Security (Row Level Security - RLS)
Enable RLS : ALTER TABLE "table_name" ENABLE ROW LEVEL SECURITY;
Policies : Define strict policies for SELECT, INSERT, UPDATE, DELETE.
Example : auth.uid() = user_id for user-private data.
Service Role : Use service role keys only for backend admin tasks; never expose to client.
4. JSONB vs Relational
When to use JSONB :
Dynamic payload (e.g., webhook responses, configuration settings).
Data structure varies significantly per row.
When NOT to use JSONB :
Data that needs frequent joining or aggregating.
Data that requires foreign key constraints.
5. Application Usage (Prisma/Supabase JS)
Connection Pooling : Use Supabase Transaction Pooler (port 6543) for serverless functions to avoid connection exhaustion.
N+1 Problem : Be wary of N+1 queries in ORMs (Prisma). Use .include() or explicit joins carefully.
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Source Imported dokhacgiakhoa / agent-skills-4-vibe-coding-cli
.agent/skills/postgres-best-practices/SKILL.md
View on GitHub ↗ License NOASSERTIONImported 8/10/2026Version v1