| name | grdb |
| description | Use when writing raw SQL queries with GRDB, complex joins, ValueObservation for reactive queries, DatabaseMigrator patterns, query profiling under performance pressure, or dropping down from SQLiteData for performance - direct SQLite access for iOS/macOS |
| skill_type | discipline |
| version | 1.1.0 |
| last_updated | TDD-tested with complex query performance scenarios |
GRDB
Overview
Direct SQLite access using GRDB.swift — a toolkit for SQLite databases with type-safe queries, migrations, and reactive observation.
Core principle Type-safe Swift wrapper around raw SQL with full SQLite power when you need it.
Requires iOS 13+, Swift 5.7+ License MIT (free and open source)
When to Use GRDB
Use raw GRDB when you need
- ✅ Complex SQL joins across multiple tables
- ✅ Custom aggregation queries (GROUP BY, HAVING)
- ✅ Reactive queries with ValueObservation
- ✅ Full control over SQL for performance
- ✅ Advanced migration logic
Use SQLiteData instead when
- Type-safe
@Tablemodels are sufficient - CloudKit sync needed
- Prefer declarative queries over SQL
Use SwiftData when
- Simple CRUD with native Apple integration
- Don't need raw SQL control
For migrations See the database-migration skill for safe schema evolution patterns.
Example Prompts
These are real questions developers ask that this skill is designed to answer:
1. "I need to query messages with their authors and count of reactions in one query. How do I write the JOIN?"
→ The skill shows complex JOIN queries with multiple tables and aggregations
2. "I want to observe a filtered list and update the UI whenever notes with a specific tag change."
→ The skill covers ValueObservation patterns for reactive query updates
3. "I'm importing thousands of chat records and need custom migration logic. How do I use DatabaseMigrator?"
→ The skill explains migration registration, data transforms, and safe rollback patterns
4. "My query is slow (takes 10+ seconds). How do I profile and optimize it?"
→ The skill covers EXPLAIN QUERY PLAN, database.trace for profiling, and index creation
5. "I need to fetch tasks grouped by due date with completion counts, ordered by priority. Raw SQL seems easier than type-safe queries."
→ The skill demonstrates when GRDB's raw SQL is clearer than type-safe wrappers
Database Setup
DatabaseQueue (Single Connection)
import GRDB
// File-based database
let dbPath = NSSearchPathForDirectoriesInDomains(.documentDirectory, .userDomainMask, true)[0]
let dbQueue = try DatabaseQueue(path: "\(dbPath)/db.sqlite")
// In-memory database (tests)
let dbQueue = try DatabaseQueue()
DatabasePool (Connection Pool)
// For apps with heavy concurrent access
let dbPool = try DatabasePool(path: dbPath)
Use Queue for Most apps (simpler, sufficient) Use Pool for Heavy concurrent writes from multiple threads
Record Types
Using Codable
struct Track: Codable {
var id: String
var title: String
var artist: String
var duration: TimeInterval
}
// Fetch
let tracks = try dbQueue.read { db in
try Track.fetchAll(db, sql: "SELECT * FROM tracks")
}
// Insert
try dbQueue.write { db in
try track.insert(db) // Codable conformance provides insert
}
FetchableRecord (Read-Only)
struct TrackInfo: FetchableRecord {
var title: String
var artist: String
var albumTitle: String
init(row: Row) {
title = row["title"]
artist = row["artist"]
albumTitle = row["album_title"]
}
}
let results = try dbQueue.read { db in
try TrackInfo.fetchAll(db, sql: """
SELECT tracks.title, tracks.artist, albums.title as album_title
FROM tracks
JOIN albums ON tracks.albumId = albums.id
""")
}
PersistableRecord (Write)
struct Track: Codable, PersistableRecord {
var id: String
var title: String
// Customize table name
static let databaseTableName = "tracks"
}
try dbQueue.write { db in
var track = Track(id: "1", title: "Song")
try track.insert(db)
track.title = "Updated"
try track.update(db)
try track.delete(db)
}
Raw SQL Queries
Reading Data
// Fetch all rows
let rows = try dbQueue.read { db in
try Row.fetchAll(db, sql: "SELECT * FROM tracks WHERE genre = ?", arguments: ["Rock"])
}
// Fetch single value
let count = try dbQueue.read { db in
try Int.fetchOne(db, sql: "SELECT COUNT(*) FROM tracks")
}
// Fetch into Codable
let tracks = try dbQueue.read { db in
try Track.fetchAll(db, sql: "SELECT * FROM tracks ORDER BY title")
}
Writing Data
try dbQueue.write { db in
try db.execute(sql: """
INSERT INTO tracks (id, title, artist, duration)
VALUES (?, ?, ?, ?)
""", arguments: ["1", "Song", "Artist", 240])
}
Transactions
try dbQueue.write { db in
// Automatic transaction - all or nothing
for track in tracks {
try track.insert(db)
}
// Commits automatically on success, rolls back on error
}
Type-Safe Query Interface
Filtering
let request = Track
.filter(Column("genre") == "Rock")
.filter(Column("duration") > 180)
let tracks = try dbQueue.read { db in
try request.fetchAll(db)
}
Sorting
let request = Track
.order(Column("title").asc)
.limit(10)
Joins
struct TrackWithAlbum: FetchableRecord {
var trackTitle: String
var albumTitle: String
}
let request = Track
.joining(required: Track.belongsTo(Album.self))
.select(Column("title").forKey("trackTitle"), Column("album_title").forKey("albumTitle"))
let results = try dbQueue.read { db in
try TrackWithAlbum.fetchAll(db, request)
}
Complex Joins
let sql = """
SELECT
tracks.title as track_title,
albums.title as album_title,
artists.name as artist_name,
COUNT(plays.id) as play_count
FROM tracks
JOIN albums ON tracks.albumId = albums.id
JOIN artists ON albums.artistId = artists.id
LEFT JOIN plays ON plays.trackId = tracks.id
WHERE artists.genre = ?
GROUP BY tracks.id
HAVING play_count > 10
ORDER BY play_count DESC
LIMIT 50
"""
struct TrackStats: FetchableRecord {
var trackTitle: String
var albumTitle: String
var artistName: String
var playCount: Int
init(row: Row) {
trackTitle = row["track_title"]
albumTitle = row["album_title"]
artistName = row["artist_name"]
playCount = row["play_count"]
}
}
let stats = try dbQueue.read { db in
try TrackStats.fetchAll(db, sql: sql, arguments: ["Rock"])
}
ValueObservation (Reactive Queries)
Basic Observation
import GRDB
import Combine
let observation = ValueObservation.tracking { db in
try Track.fetchAll(db)
}
// Start observing with Combine
let cancellable = observation.publisher(in: dbQueue)
.sink(
receiveCompletion: { _ in },
receiveValue: { tracks in
print("Tracks updated: \(tracks.count)")
}
)
SwiftUI Integration
import GRDB
import GRDBQuery // https://github.com/groue/GRDBQuery
@Query(Tracks())
var tracks: [Track]
struct Tracks: Queryable {
static var defaultValue: [Track] { [] }
func publisher(in dbQueue: DatabaseQueue) -> AnyPublisher<[Track], Error> {
ValueObservation
.tracking { db in try Track.fetchAll(db) }
.publisher(in: dbQueue)
.eraseToAnyPublisher()
}
}
See GRDBQuery documentation for SwiftUI reactive bindings.
Filtered Observation
func observeGenre(_ genre: String) -> ValueObservation<[Track]> {
ValueObservation.tracking { db in
try Track
.filter(Column("genre") == genre)
.fetchAll(db)
}
}
let cancellable = observeGenre("Rock")
.publisher(in: dbQueue)
.sink { tracks in
print("Rock tracks: \(tracks.count)")
}
Migrations
DatabaseMigrator
var migrator = DatabaseMigrator()
// Migration 1: Create tables
migrator.registerMigration("v1") { db in
try db.create(table: "tracks") { t in
t.column("id", .text).primaryKey()
t.column("title", .text).notNull()
t.column("artist", .text).notNull()
t.column("duration", .real).notNull()
}
}
// Migration 2: Add column
migrator.registerMigration("v2_add_genre") { db in
try db.alter(table: "tracks") { t in
t.add(column: "genre", .text)
}
}
// Migration 3: Add index
migrator.registerMigration("v3_add_indexes") { db in
try db.create(index: "idx_genre", on: "tracks", columns: ["genre"])
}
// Run migrations
try migrator.migrate(dbQueue)
For migration safety patterns See the database-migration skill.
Migration with Data Transform
migrator.registerMigration("v4_normalize_artists") { db in
// 1. Create new table
try db.create(table: "artists") { t in
t.column("id", .text).primaryKey()
t.column("name", .text).notNull()
}
// 2. Extract unique artists
try db.execute(sql: """
INSERT INTO artists (id, name)
SELECT DISTINCT
lower(replace(artist, ' ', '_')) as id,
artist as name
FROM tracks
""")
// 3. Add foreign key to tracks
try db.alter(table: "tracks") { t in
t.add(column: "artistId", .text)
.references("artists", onDelete: .cascade)
}
// 4. Populate foreign keys
try db.execute(sql: """
UPDATE tracks
SET artistId = (
SELECT id FROM artists
WHERE artists.name = tracks.artist
)
""")
}
Performance Patterns
Batch Writes
try dbQueue.write { db in
for batch in tracks.chunked(into: 500) {
for track in batch {
try track.insert(db)
}
}
}
Prepared Statements
try dbQueue.write { db in
let statement = try db.makeStatement(sql: """
INSERT INTO tracks (id, title, artist, duration)
VALUES (?, ?, ?, ?)
""")
for track in tracks {
try statement.execute(arguments: [track.id, track.title, track.artist, track.duration])
}
}
Indexes
try db.create(index: "idx_tracks_artist", on: "tracks", columns: ["artist"])
try db.create(index: "idx_tracks_genre_duration", on: "tracks", columns: ["genre", "duration"])
// Unique index
try db.create(index: "idx_tracks_unique_title", on: "tracks", columns: ["title"], unique: true)
Query Planning
// Analyze query performance
let explanation = try dbQueue.read { db in
try String.fetchOne(db, sql: "EXPLAIN QUERY PLAN SELECT * FROM tracks WHERE artist = ?", arguments: ["Artist"])
}
print(explanation)
Dropping Down from SQLiteData
When using SQLiteData but need GRDB for specific operations:
import SQLiteData
import GRDB
@Dependency(\.database) var database // SQLiteData Database
// Access underlying GRDB DatabaseQueue
try await database.database.write { db in
// Full GRDB power here
try db.execute(sql: "CREATE INDEX idx_genre ON tracks(genre)")
}
Common scenarios
- Complex JOIN queries
- Custom migrations
- Bulk SQL operations
- ValueObservation setup
Quick Reference
Common Operations
// Read single value
let count = try db.fetchOne(Int.self, sql: "SELECT COUNT(*) FROM tracks")
// Read all rows
let rows = try Row.fetchAll(db, sql: "SELECT * FROM tracks WHERE genre = ?", arguments: ["Rock"])
// Write
try db.execute(sql: "INSERT INTO tracks VALUES (?, ?, ?)", arguments: [id, title, artist])
// Transaction
try dbQueue.write { db in
// All or nothing
}
// Observe changes
ValueObservation.tracking { db in
try Track.fetchAll(db)
}.publisher(in: dbQueue)
External Resources
GRDB
- GitHub
- Documentation
- [SQL
ite Documentation](https://www.sqlite.org/docs.html)
SwiftUI Integration
- GRDBQuery — SwiftUI reactive bindings
Related Axiom Skills
database-migration- Safe schema evolutionsqlitedata- Type-safe @Table models with CloudKitswiftdata- Apple's native persistence
Production Performance: Query Optimization Under Pressure
Red Flags — When GRDB Queries Slow Down
If you see ANY of these symptoms:
- ❌ Complex JOIN query takes 10+ seconds
- ❌ ValueObservation runs on every single change (battery drain)
- ❌ Can't explain why migration ran twice on old version
DO NOT
- Blindly add indexes (don't know which columns help)
- Move logic to Swift (premature escape from database)
- Over-engineer migrations (distrust the system)
DO
- Profile with
database.trace - Use
EXPLAIN QUERY PLANto understand execution - Trust GRDB's migration versioning system
Profiling Complex Queries
When query is slow (10+ seconds)
var database = try DatabaseQueue(path: dbPath)
// Enable tracing to see SQL execution
database.trace { print($0) }
// Run the slow query
try database.read { db in
let results = try Track.fetchAll(db) // Watch output for execution time
}
// Use EXPLAIN QUERY PLAN to understand execution:
try database.read { db in
let plan = try String(fetching: db, sql: "EXPLAIN QUERY PLAN SELECT ...")
print(plan)
// Look for SCAN (slow, full table) vs SEARCH (fast, indexed)
}
Add indexes strategically
// Add index on frequently queried column
try database.write { db in
try db.execute(sql: "CREATE INDEX idx_plays_track_id ON plays(track_id)")
}
Time cost
- Profile: 10 min (enable trace, run query, read output)
- Understand: 5 min (interpret EXPLAIN QUERY PLAN)
- Fix: 5 min (add index)
- Total: 20 minutes (vs 30+ min blindly trying solutions)
ValueObservation Performance
When using reactive queries, know the costs
// Re-evaluates query on ANY write to database
ValueObservation.tracking { db in
try Track.fetchAll(db)
}.start(in: database, onError: { }, onChange: { tracks in
// Called for every change — CPU spike!
})
Optimization patterns
// Coalesce rapid updates (recommended)
ValueObservation.tracking { db in
try Track.fetchAll(db)
}.removeDuplicates() // Skip duplicate results
.debounce(for: 0.5, scheduler: DispatchQueue.main) // Batch updates
.start(in: database, ...)
Decision framework
- Small datasets (<1000 records): Use plain
.tracking - Medium datasets (1-10k records): Add
.removeDuplicates()+.debounce() - Large datasets (10k+ records): Use explicit table dependencies or predicates
Migration Versioning Guarantees
Trust GRDB's DatabaseMigrator - it prevents re-running migrations
var migrator = DatabaseMigrator()
migrator.registerMigration("v1_initial") { db in
try db.execute(sql: "CREATE TABLE tracks (...)")
}
migrator.registerMigration("v2_add_plays") { db in
try db.execute(sql: "CREATE TABLE plays (...)")
}
// GRDB guarantees:
// - Each migration runs exactly ONCE
// - In order (v1, then v2)
// - Safe to call migrate() multiple times
try migrator.migrate(dbQueue)
You don't need defensive SQL (IF NOT EXISTS)
- GRDB tracks which migrations have run
- Running
migrate()twice only executes new ones - Over-engineering adds complexity without benefit
Trust it.
Common Mistakes
❌ Not using transactions for batch writes
for track in 50000Tracks {
try dbQueue.write { db in try track.insert(db) } // 50k transactions!
}
Fix Single transaction with batches
❌ Synchronous database access on main thread
let tracks = try dbQueue.read { db in try Track.fetchAll(db) } // Blocks UI
Fix Use async/await or dispatch to background queue
❌ Forgetting to add indexes
// Slow query without index
try Track.filter(Column("genre") == "Rock").fetchAll(db)
Fix Create indexes on frequently queried columns
❌ N+1 queries
for track in tracks {
let album = try Album.fetchOne(db, key: track.albumId) // N queries!
}
Fix Use JOIN or batch fetch
Targets: iOS 13+, Swift 5.7+ Framework: GRDB.swift 6.0+ History: See git log for changes