SQL

Master relational databases with SQL. Schema design, queries, performance, migrations for PostgreSQL, MySQL, SQLite, SQL Server.

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

python

# ❌ 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

sql

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

sql

-- ✅ 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

bash

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

bash

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

bash

mysql -h localhost -u root -p mydb               # Connect
mysql -e "SELECT NOW();" mydb                    # Query

SQL Server

bash

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 → use NOT EXISTS
• NULL = NULL is NULL, not true → use IS NULL
• COUNT(column) excludes NULLs, COUNT(*) counts all

Index Killers

• Functions on columns → WHERE YEAR(date) = 2024 scans full table
• Type conversion → WHERE varchar_col = 123 skips index
• LIKE '%term' can't use index → only LIKE 'term%' works
• Composite (a, b) won't help filtering only on b

Join Traps

• LEFT JOIN with WHERE on right table becomes INNER JOIN
• Missing JOIN condition = Cartesian product
• Multiple LEFT JOINs can multiply rows

---

EXPLAIN

sql

-- 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 Scan on large tables → needs index
• Rows Removed by Filter high → index doesn't cover filter
• Actual vs estimated rows differ → run ANALYZE tablename;

---

Index Strategy

sql

-- 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

Install with clawhub install <slug> if user confirms:

• prisma — Node.js ORM
• sqlite — SQLite-specific patterns
• analytics — data analysis queries

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