$npx -y skills add ThibautBaissac/rails_ai_agents --skill postgres-patternsPostgreSQL database patterns for query optimization, schema design, indexing, and security.
| 1 | # PostgreSQL Patterns |
| 2 | |
| 3 | Quick reference for PostgreSQL best practices. For detailed guidance, use the `database-reviewer` agent. |
| 4 | |
| 5 | ## When to Activate |
| 6 | |
| 7 | - Writing SQL queries or migrations |
| 8 | - Designing database schemas |
| 9 | - Troubleshooting slow queries |
| 10 | - Implementing Row Level Security |
| 11 | - Setting up connection pooling |
| 12 | |
| 13 | ## Quick Reference |
| 14 | |
| 15 | ### Index Cheat Sheet |
| 16 | |
| 17 | | Query Pattern | Index Type | Example | |
| 18 | |--------------|------------|---------| |
| 19 | | `WHERE col = value` | B-tree (default) | `CREATE INDEX idx ON t (col)` | |
| 20 | | `WHERE col > value` | B-tree | `CREATE INDEX idx ON t (col)` | |
| 21 | | `WHERE a = x AND b > y` | Composite | `CREATE INDEX idx ON t (a, b)` | |
| 22 | | `WHERE jsonb @> '{}'` | GIN | `CREATE INDEX idx ON t USING gin (col)` | |
| 23 | | `WHERE tsv @@ query` | GIN | `CREATE INDEX idx ON t USING gin (col)` | |
| 24 | | Time-series ranges | BRIN | `CREATE INDEX idx ON t USING brin (col)` | |
| 25 | |
| 26 | ### Data Type Quick Reference |
| 27 | |
| 28 | | Use Case | Correct Type | Avoid | |
| 29 | |----------|-------------|-------| |
| 30 | | IDs | `bigint` | `int`, random UUID | |
| 31 | | Strings | `text` | `varchar(255)` | |
| 32 | | Timestamps | `timestamptz` | `timestamp` | |
| 33 | | Money | `numeric(10,2)` | `float` | |
| 34 | | Flags | `boolean` | `varchar`, `int` | |
| 35 | |
| 36 | ### Common Patterns |
| 37 | |
| 38 | **Composite Index Order:** |
| 39 | ```sql |
| 40 | -- Equality columns first, then range columns |
| 41 | CREATE INDEX idx ON orders (status, created_at); |
| 42 | -- Works for: WHERE status = 'pending' AND created_at > '2024-01-01' |
| 43 | ``` |
| 44 | |
| 45 | **Covering Index:** |
| 46 | ```sql |
| 47 | CREATE INDEX idx ON users (email) INCLUDE (name, created_at); |
| 48 | -- Avoids table lookup for SELECT email, name, created_at |
| 49 | ``` |
| 50 | |
| 51 | **Partial Index:** |
| 52 | ```sql |
| 53 | CREATE INDEX idx ON users (email) WHERE deleted_at IS NULL; |
| 54 | -- Smaller index, only includes active users |
| 55 | ``` |
| 56 | |
| 57 | **RLS Policy (Optimized):** |
| 58 | ```sql |
| 59 | CREATE POLICY policy ON orders |
| 60 | USING ((SELECT auth.uid()) = user_id); -- Wrap in SELECT! |
| 61 | ``` |
| 62 | |
| 63 | **UPSERT:** |
| 64 | ```sql |
| 65 | INSERT INTO settings (user_id, key, value) |
| 66 | VALUES (123, 'theme', 'dark') |
| 67 | ON CONFLICT (user_id, key) |
| 68 | DO UPDATE SET value = EXCLUDED.value; |
| 69 | ``` |
| 70 | |
| 71 | **Cursor Pagination:** |
| 72 | ```sql |
| 73 | SELECT * FROM products WHERE id > $last_id ORDER BY id LIMIT 20; |
| 74 | -- O(1) vs OFFSET which is O(n) |
| 75 | ``` |
| 76 | |
| 77 | **Queue Processing:** |
| 78 | ```sql |
| 79 | UPDATE jobs SET status = 'processing' |
| 80 | WHERE id = ( |
| 81 | SELECT id FROM jobs WHERE status = 'pending' |
| 82 | ORDER BY created_at LIMIT 1 |
| 83 | FOR UPDATE SKIP LOCKED |
| 84 | ) RETURNING *; |
| 85 | ``` |
| 86 | |
| 87 | ### Anti-Pattern Detection |
| 88 | |
| 89 | ```sql |
| 90 | -- Find unindexed foreign keys |
| 91 | SELECT conrelid::regclass, a.attname |
| 92 | FROM pg_constraint c |
| 93 | JOIN pg_attribute a ON a.attrelid = c.conrelid AND a.attnum = ANY(c.conkey) |
| 94 | WHERE c.contype = 'f' |
| 95 | AND NOT EXISTS ( |
| 96 | SELECT 1 FROM pg_index i |
| 97 | WHERE i.indrelid = c.conrelid AND a.attnum = ANY(i.indkey) |
| 98 | ); |
| 99 | |
| 100 | -- Find slow queries |
| 101 | SELECT query, mean_exec_time, calls |
| 102 | FROM pg_stat_statements |
| 103 | WHERE mean_exec_time > 100 |
| 104 | ORDER BY mean_exec_time DESC; |
| 105 | |
| 106 | -- Check table bloat |
| 107 | SELECT relname, n_dead_tup, last_vacuum |
| 108 | FROM pg_stat_user_tables |
| 109 | WHERE n_dead_tup > 1000 |
| 110 | ORDER BY n_dead_tup DESC; |
| 111 | ``` |
| 112 | |
| 113 | ### Configuration Template |
| 114 | |
| 115 | ```sql |
| 116 | -- Connection limits (adjust for RAM) |
| 117 | ALTER SYSTEM SET max_connections = 100; |
| 118 | ALTER SYSTEM SET work_mem = '8MB'; |
| 119 | |
| 120 | -- Timeouts |
| 121 | ALTER SYSTEM SET idle_in_transaction_session_timeout = '30s'; |
| 122 | ALTER SYSTEM SET statement_timeout = '30s'; |
| 123 | |
| 124 | -- Monitoring |
| 125 | CREATE EXTENSION IF NOT EXISTS pg_stat_statements; |
| 126 | |
| 127 | -- Security defaults |
| 128 | REVOKE ALL ON SCHEMA public FROM public; |
| 129 | |
| 130 | SELECT pg_reload_conf(); |
| 131 | ``` |
| 132 | |
| 133 | ## Related |
| 134 | |
| 135 | - Agent: `database-reviewer` - Full database review workflow |
| 136 | - Skill: `clickhouse-io` - ClickHouse analytics patterns |
| 137 | - Skill: `backend-patterns` - API and backend patterns |