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Get Started Free →PostgreSQL database patterns for query optimization, schema design, indexing, and security. Based on Supabase best practices.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 13% | 0% |
| case-19 | ✗→✓ | ▲ Improved | 146% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 19% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 106% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 101% | 0% |
Quick reference for PostgreSQL best practices. For detailed guidance, use the database-reviewer agent.
| Query Pattern | Index Type | Example | |--------------|------------|---------| | WHERE col = value | B-tree (default) | CREATE INDEX idx ON t (col) | | WHERE col > value | B-tree | CREATE INDEX idx ON t (col) | | WHERE a = x AND b > y | Composite | CREATE INDEX idx ON t (a, b) | | WHERE jsonb @> '{}' | GIN | CREATE INDEX idx ON t USING gin (col) | | WHERE tsv @@ query | GIN | CREATE INDEX idx ON t USING gin (col) | | Time-series ranges | BRIN | CREATE INDEX idx ON t USING brin (col) |
| Use Case | Correct Type | Avoid | |----------|-------------|-------| | IDs | bigint | int, random UUID | | Strings | text | varchar(255) | | Timestamps | timestamptz | timestamp | | Money | numeric(10,2) | float | | Flags | boolean | varchar, int |
Composite Index Order:
sql-- Equality columns first, then range columns CREATE INDEX idx ON orders (status, created_at); -- Works for: WHERE status = 'pending' AND created_at > '2024-01-01'
Covering Index:
sqlCREATE INDEX idx ON users (email) INCLUDE (name, created_at); -- Avoids table lookup for SELECT email, name, created_at
Partial Index:
sqlCREATE INDEX idx ON users (email) WHERE deleted_at IS NULL; -- Smaller index, only includes active users
RLS Policy (Optimized):
sqlCREATE POLICY policy ON orders USING ((SELECT auth.uid()) = user_id); -- Wrap in SELECT!
UPSERT:
sqlINSERT INTO settings (user_id, key, value) VALUES (123, 'theme', 'dark') ON CONFLICT (user_id, key) DO UPDATE SET value = EXCLUDED.value;
Cursor Pagination:
sqlSELECT * FROM products WHERE id > $last_id ORDER BY id LIMIT 20; -- O(1) vs OFFSET which is O(n)
Queue Processing:
sqlUPDATE jobs SET status = 'processing' WHERE id = ( SELECT id FROM jobs WHERE status = 'pending' ORDER BY created_at LIMIT 1 FOR UPDATE SKIP LOCKED ) RETURNING *;
sql-- Find unindexed foreign keys SELECT conrelid::regclass, a.attname FROM pg_constraint c JOIN pg_attribute a ON a.attrelid = c.conrelid AND a.attnum = ANY(c.conkey) WHERE c.contype = 'f' AND NOT EXISTS ( SELECT 1 FROM pg_index i WHERE i.indrelid = c.conrelid AND a.attnum = ANY(i.indkey) ); -- Find slow queries SELECT query, mean_exec_time, calls FROM pg_stat_statements WHERE mean_exec_time > 100 ORDER BY mean_exec_time DESC; -- Check table bloat SELECT relname, n_dead_tup, last_vacuum FROM pg_stat_user_tables WHERE n_dead_tup > 1000 ORDER BY n_dead_tup DESC;
sql-- Connection limits (adjust for RAM) ALTER SYSTEM SET max_connections = 100; ALTER SYSTEM SET work_mem = '8MB'; -- Timeouts ALTER SYSTEM SET idle_in_transaction_session_timeout = '30s'; ALTER SYSTEM SET statement_timeout = '30s'; -- Monitoring CREATE EXTENSION IF NOT EXISTS pg_stat_statements; -- Security defaults REVOKE ALL ON SCHEMA public FROM public; SELECT pg_reload_conf();
database-reviewer - Full database review workflowclickhouse-io - ClickHouse analytics patternsbackend-patterns - API and backend patternsBased on Supabase Agent Skills (MIT License)
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