SQL
Master relational databases from the command line. Covers SQLite, PostgreSQL, MySQL, and SQL Server with battle-tested patterns for schema design, querying, migrations, and operations.
When to Use
Working with relational databases—designing schemas, writing queries, building migrations, optimizing performance, or managing backups. Applies to SQLite, PostgreSQL, MySQL, and SQL Server.
Quick Reference
| Topic | File |
|---|---|
| Query patterns | patterns.md |
| Schema design | schemas.md |
| Operations | operations.md |
Core Rules
1. Choose the Right Database
| Use Case | Database | Why |
|---|---|---|
| Local/embedded | SQLite | Zero setup, single file |
| General production | PostgreSQL | Best standards, JSONB, extensions |
| Legacy/hosting | MySQL | Wide hosting support |
| Enterprise/.NET | SQL Server | Windows integration |
2. Always Parameterize Queries
# ❌ NEVER
cursor.execute(f"SELECT * FROM users WHERE id = {user_id}")
# ✅ ALWAYS
cursor.execute("SELECT * FROM users WHERE id = ?", (user_id,))
3. Index Your Filters
Any column in WHERE, JOIN ON, or ORDER BY on large tables needs an index.
4. Use Transactions
BEGIN;
UPDATE accounts SET balance = balance - 100 WHERE id = 1;
UPDATE accounts SET balance = balance + 100 WHERE id = 2;
COMMIT;
5. Prefer EXISTS Over IN
-- ✅ Faster (stops at first match)
SELECT * FROM orders o WHERE EXISTS (
SELECT 1 FROM users u WHERE u.id = o.user_id AND u.active
);
Quick Start
SQLite
sqlite3 mydb.sqlite # Create/open
sqlite3 mydb.sqlite "SELECT * FROM users;" # Query
sqlite3 -header -csv mydb.sqlite "SELECT *..." > out.csv
sqlite3 mydb.sqlite "PRAGMA journal_mode=WAL;" # Better concurrency
PostgreSQL
psql -h localhost -U myuser -d mydb # Connect
psql -c "SELECT NOW();" mydb # Query
psql -f migration.sql mydb # Run file
\dt \d+ users \di+ # List tables/indexes
MySQL
mysql -h localhost -u root -p mydb # Connect
mysql -e "SELECT NOW();" mydb # Query
SQL Server
sqlcmd -S localhost -U myuser -d mydb # Connect
sqlcmd -Q "SELECT GETDATE()" # Query
sqlcmd -S localhost -d mydb -E # Windows auth
Common Traps
NULL Traps
NOT IN (subquery)returns empty if subquery has NULL → useNOT EXISTSNULL = NULLis NULL, not true → useIS NULLCOUNT(column)excludes NULLs,COUNT(*)counts all
Index Killers
- Functions on columns →
WHERE YEAR(date) = 2024scans full table - Type conversion →
WHERE varchar_col = 123skips index LIKE '%term'can't use index → onlyLIKE 'term%'works- Composite
(a, b)won't help filtering only onb
Join Traps
- LEFT JOIN with WHERE on right table becomes INNER JOIN
- Missing JOIN condition = Cartesian product
- Multiple LEFT JOINs can multiply rows
EXPLAIN
-- PostgreSQL
EXPLAIN (ANALYZE, BUFFERS) SELECT * FROM orders WHERE user_id = 5;
-- SQLite
EXPLAIN QUERY PLAN SELECT * FROM orders WHERE user_id = 5;
Red flags:
Seq Scanon large tables → needs indexRows Removed by Filterhigh → index doesn't cover filter- Actual vs estimated rows differ → run
ANALYZE tablename;
Index Strategy
-- Composite index (equality first, range last)
CREATE INDEX idx_orders ON orders(user_id, status);
-- Covering index (avoids table lookup)
CREATE INDEX idx_orders ON orders(user_id) INCLUDE (total);
-- Partial index (smaller, faster)
CREATE INDEX idx_pending ON orders(user_id) WHERE status = 'pending';
Portability
| Feature | PostgreSQL | MySQL | SQLite | SQL Server |
|---|---|---|---|---|
| LIMIT | LIMIT n | LIMIT n | LIMIT n | TOP n |
| UPSERT | ON CONFLICT | ON DUPLICATE KEY | ON CONFLICT | MERGE |
| Boolean | true/false | 1/0 | 1/0 | 1/0 |
| Concat | || | CONCAT() | || | + |
Related Skills
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prisma— Node.js ORMsqlite— SQLite-specific patternsanalytics— data analysis queries
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