sqlite-patterns
SQLite database patterns and best practices
What this skill does
# SQLite Patterns Skill
Patterns for using SQLite databases effectively.
## Database Setup
### Creating Database
```typescript
import Database from 'better-sqlite3'
// Open or create database
const db = new Database('app.db')
// With options
const db = new Database('app.db', {
readonly: false,
fileMustExist: false,
timeout: 5000,
verbose: console.log,
})
// In-memory database
const db = new Database(':memory:')
```
### Table Creation
```sql
-- Basic table
CREATE TABLE IF NOT EXISTS users (
id INTEGER PRIMARY KEY AUTOINCREMENT,
email TEXT UNIQUE NOT NULL,
name TEXT,
created_at TEXT DEFAULT (datetime('now'))
);
-- With foreign key
CREATE TABLE IF NOT EXISTS posts (
id INTEGER PRIMARY KEY AUTOINCREMENT,
title TEXT NOT NULL,
content TEXT,
user_id INTEGER NOT NULL,
created_at TEXT DEFAULT (datetime('now')),
FOREIGN KEY (user_id) REFERENCES users(id) ON DELETE CASCADE
);
-- Enable foreign keys (must be done per connection)
PRAGMA foreign_keys = ON;
```
### Indexes
```sql
-- Single column index
CREATE INDEX IF NOT EXISTS idx_users_email ON users(email);
-- Composite index
CREATE INDEX IF NOT EXISTS idx_posts_user_date ON posts(user_id, created_at);
-- Unique index
CREATE UNIQUE INDEX IF NOT EXISTS idx_users_email ON users(email);
-- Partial index
CREATE INDEX IF NOT EXISTS idx_active_users
ON users(last_login)
WHERE status = 'active';
```
## Basic CRUD
### Insert
```typescript
// Single insert
const insert = db.prepare('INSERT INTO users (email, name) VALUES (?, ?)')
const result = insert.run('[email protected]', 'John')
console.log(result.lastInsertRowid)
// Named parameters
const insert = db.prepare('INSERT INTO users (email, name) VALUES (@email, @name)')
insert.run({ email: '[email protected]', name: 'John' })
// Insert or replace
const upsert = db.prepare(`
INSERT INTO users (email, name)
VALUES (@email, @name)
ON CONFLICT(email) DO UPDATE SET name = excluded.name
`)
upsert.run({ email: '[email protected]', name: 'John Updated' })
// Bulk insert
const insertMany = db.prepare('INSERT INTO users (email, name) VALUES (?, ?)')
const insertAll = db.transaction((users) => {
for (const user of users) {
insertMany.run(user.email, user.name)
}
})
insertAll([
{ email: '[email protected]', name: 'User 1' },
{ email: '[email protected]', name: 'User 2' },
])
```
### Select
```typescript
// Single row
const getUser = db.prepare('SELECT * FROM users WHERE id = ?')
const user = getUser.get(1)
// Multiple rows
const getAllUsers = db.prepare('SELECT * FROM users')
const users = getAllUsers.all()
// Iterate (memory-efficient)
const stmt = db.prepare('SELECT * FROM users')
for (const user of stmt.iterate()) {
console.log(user)
}
// With joins
const getPostsWithAuthor = db.prepare(`
SELECT posts.*, users.name as author_name
FROM posts
JOIN users ON posts.user_id = users.id
WHERE posts.user_id = ?
`)
const posts = getPostsWithAuthor.all(userId)
// Pluck (single column)
const getEmails = db.prepare('SELECT email FROM users').pluck()
const emails = getEmails.all() // ['email1', 'email2', ...]
```
### Update
```typescript
const update = db.prepare('UPDATE users SET name = ? WHERE id = ?')
const result = update.run('New Name', 1)
console.log(result.changes) // Number of affected rows
// Named parameters
const update = db.prepare('UPDATE users SET name = @name WHERE id = @id')
update.run({ name: 'New Name', id: 1 })
```
### Delete
```typescript
const remove = db.prepare('DELETE FROM users WHERE id = ?')
const result = remove.run(1)
console.log(result.changes)
// Soft delete pattern
const softDelete = db.prepare('UPDATE users SET deleted_at = datetime("now") WHERE id = ?')
softDelete.run(1)
```
## Transactions
### Basic Transaction
```typescript
// Using transaction()
const transfer = db.transaction((from, to, amount) => {
db.prepare('UPDATE accounts SET balance = balance - ? WHERE id = ?')
.run(amount, from)
db.prepare('UPDATE accounts SET balance = balance + ? WHERE id = ?')
.run(amount, to)
})
transfer(1, 2, 100) // Automatically commits or rolls back
// Manual transaction
db.exec('BEGIN TRANSACTION')
try {
// operations
db.exec('COMMIT')
} catch (error) {
db.exec('ROLLBACK')
throw error
}
```
### Nested Transactions
```typescript
// Savepoints for nested transactions
const outerTransaction = db.transaction(() => {
db.prepare('INSERT INTO logs (message) VALUES (?)').run('Start')
const innerTransaction = db.transaction(() => {
db.prepare('INSERT INTO logs (message) VALUES (?)').run('Inner')
})
innerTransaction()
db.prepare('INSERT INTO logs (message) VALUES (?)').run('End')
})
outerTransaction()
```
### Deferred/Immediate Transactions
```typescript
// Immediate transaction (acquire write lock immediately)
const transaction = db.transaction(() => {
// operations
})
transaction.immediate()
// Exclusive transaction
transaction.exclusive()
// Deferred (default)
transaction.deferred()
```
## Advanced Queries
### JSON Functions
```sql
-- Store JSON
CREATE TABLE settings (
id INTEGER PRIMARY KEY,
data TEXT -- JSON stored as text
);
-- Query JSON
SELECT json_extract(data, '$.theme') as theme
FROM settings
WHERE id = 1;
-- Update JSON
UPDATE settings
SET data = json_set(data, '$.theme', 'dark')
WHERE id = 1;
-- Array operations
SELECT json_each.value
FROM settings, json_each(json_extract(data, '$.tags'));
```
### Full-Text Search
```sql
-- Create FTS table
CREATE VIRTUAL TABLE posts_fts USING fts5(
title,
content,
content='posts',
content_rowid='id'
);
-- Populate
INSERT INTO posts_fts(rowid, title, content)
SELECT id, title, content FROM posts;
-- Search
SELECT posts.*
FROM posts
JOIN posts_fts ON posts.id = posts_fts.rowid
WHERE posts_fts MATCH 'search term';
-- Rank by relevance
SELECT posts.*, rank
FROM posts_fts
JOIN posts ON posts.id = posts_fts.rowid
WHERE posts_fts MATCH 'search term'
ORDER BY rank;
```
### Window Functions
```sql
-- Row number
SELECT
id,
name,
ROW_NUMBER() OVER (ORDER BY created_at DESC) as row_num
FROM users;
-- Rank within groups
SELECT
user_id,
score,
RANK() OVER (PARTITION BY user_id ORDER BY score DESC) as rank
FROM scores;
-- Running total
SELECT
date,
amount,
SUM(amount) OVER (ORDER BY date) as running_total
FROM transactions;
```
## Data Types
### Date/Time Handling
```typescript
// Store as ISO string
db.prepare('INSERT INTO events (name, date) VALUES (?, ?)')
.run('Event', new Date().toISOString())
// Query dates
const getRecent = db.prepare(`
SELECT * FROM events
WHERE date >= datetime('now', '-7 days')
ORDER BY date DESC
`)
// Date functions
const stmt = db.prepare(`
SELECT
date(created_at) as date,
time(created_at) as time,
strftime('%Y-%m', created_at) as month
FROM events
`)
```
### Boolean Handling
```sql
-- SQLite uses 0/1 for booleans
CREATE TABLE items (
id INTEGER PRIMARY KEY,
active INTEGER DEFAULT 1 -- 1 = true, 0 = false
);
-- Query
SELECT * FROM items WHERE active = 1;
SELECT * FROM items WHERE active; -- Implicit boolean
```
## Performance
### Prepared Statements
```typescript
// Prepare once, execute many
const insert = db.prepare('INSERT INTO logs (message) VALUES (?)')
const selectById = db.prepare('SELECT * FROM logs WHERE id = ?')
// Cache for reuse
const statements = {
insert: db.prepare('INSERT INTO users (email) VALUES (?)'),
getById: db.prepare('SELECT * FROM users WHERE id = ?'),
getAll: db.prepare('SELECT * FROM users'),
}
```
### WAL Mode
```sql
-- Enable Write-Ahead Logging for better concurrency
PRAGMA journal_mode = WAL;
PRAGMA synchronous = NORMAL;
PRAGMA cache_size = -64000; -- 64MB cache
PRAGMA busy_timeout = 5000;
```
## Integration
Used by:
- `backend-developer` agent
- `fullstack-developer` agent
Related in General
modeling-omnistudio-epc-catalog
IncludedSalesforce Industries CME EPC product-modeling skill for Product2-based catalog creation. Use when creating EPC products, configuring product attributes, building offer bundles with Product Child Items, or reviewing EPC DataPack JSON metadata for product catalog changes. TRIGGER when: user creates or updates Product2 EPC records, AttributeAssignment payloads, AttributeMetadata/AttributeDefaultValues, Offer bundles, or ProductChildItem relationships. DO NOT TRIGGER when: designing OmniScripts/FlexCards/Integration Procedures (use building-omnistudio-omniscript, building-omnistudio-flexcard, or building-omnistudio-integration-procedure), implementing Apex business logic (use generating-apex), or troubleshooting deployment pipelines (use deploying-metadata).
relationship-science-coach
IncludedUse this skill for direct, practical adult relationship coaching: couples conflict, repair, trust, marriage, dating, flirting, attachment patterns, emotional connection, sex, desire differences, eroticism, kink negotiation, affection, love languages, breakups, and long-term passion. Draw on Gottman, EFT and Hold Me Tight, attachment science, modern sex research, Perel, Nagoski, Kerner, Schnarch, Love and Stosny, and flexible love-language tools. Be concrete and low-hedge. Redirect only for imminent danger, abuse, coercive control, minors, non-consent, self-harm, stalking, or medical/legal/psychiatric decisions.
building-sf-integrations
IncludedSalesforce integration architecture and runtime plumbing with 120-point scoring. Use this skill to set up Named Credentials, External Credentials, External Services, REST/SOAP callout patterns, Platform Events, and Change Data Capture. TRIGGER when: user sets up Named Credentials, External Services, REST/SOAP callouts, Platform Events, CDC, or touches .namedCredential-meta.xml files. DO NOT TRIGGER when: Connected App/OAuth config (use configuring-connected-apps), Apex-only logic (use generating-apex), or data import/export (use handling-sf-data).
venue-templates
IncludedAccess comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
let-fate-decide
IncludedDraws the 12 Houses of the Zodiac Tarot spread to inject entropy into planning when prompts are vague, ambiguous, or casually delegated. Interprets the spread to guide next steps. Use when the user says 'let fate decide', 'YOLO', 'whatever', 'idk', or other nonchalant phrases, makes Yu-Gi-Oh references, or when you are about to arbitrarily pick between multiple reasonable approaches. Prefer over ask-questions-if-underspecified when the user's tone is casual or playful rather than precision-seeking.
net-ops
IncludedCross-platform network troubleshooting (Windows, macOS, Linux) via local or remote shell. Use for: DNS broken, can't resolve hostnames, nslookup/dig works but apps fail, NRPT, WFP, scutil, /etc/resolver, systemd-resolved, /etc/resolv.conf, NetworkManager, VPN DNS leak residue (ProtonVPN/Mullvad/WireGuard/AnyConnect), AV/firewall blocking DNS or DoH, Tailscale DNS interaction, intermittent connectivity, remote diagnostics over SSH.