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Type-safe SQL ORM for TypeScript with zero runtime overhead

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Updated time June 29, 2026

About drizzle-orm

Drizzle ORM is a modern, TypeScript-first Object-Relational Mapping (ORM) library designed to provide type-safe interactions with SQL databases while maintaining zero runtime overhead. It solves the common problem of runtime errors and mismatched types when working with relational databases by offering compile-time type checking and a SQL-like syntax that developers can use directly in TypeScript. This makes database operations more predictable and reduces the likelihood of bugs in serverless or edge runtime environments, where efficiency and minimal dependencies are critical.

The ORM offers several key features and capabilities. It supports multiple databases including PostgreSQL, MySQL, and SQLite, allowing developers to choose the appropriate driver for their project. Drizzle ORM provides a flexible schema definition system with a variety of column types mapped directly to TypeScript types, enabling strong typing for queries, inserts, and updates. It also includes features for defining relationships between tables, such as one-to-many relations, and supports type inference for both select and insert operations. Additionally, Drizzle Kit can be used for migrations, making it easier to manage database schema changes over time. Its zero-dependency design ensures lightweight integration into projects and optimal performance in constrained environments.

Target users include TypeScript developers building applications that interact with SQL databases and require strong type safety and predictable behavior. Drizzle ORM is particularly useful for those developing serverless applications, edge functions, or projects where performance and minimal runtime overhead are important. It is suitable for scenarios ranging from simple CRUD applications to more complex systems with relational data models and advanced query patterns, providing a reliable and maintainable approach to database interactions while leveraging TypeScript’s type system.

FAQ

How do I install and set up Drizzle ORM?

You can install the core ORM using npm with `npm install drizzle-orm` and then install the appropriate database driver for your database, such as `pg` for PostgreSQL or `mysql2` for MySQL. For migrations, install `drizzle-kit` as a development dependency.

Which databases are compatible with Drizzle ORM?

Drizzle ORM supports PostgreSQL, MySQL, and SQLite through their respective database drivers.

Does Drizzle ORM add runtime overhead?

No, Drizzle ORM is designed with zero runtime overhead, relying on compile-time type checking to ensure safety and correctness.

Can I define relationships between tables?

Yes, Drizzle ORM supports defining relationships such as one-to-many, allowing you to model relational data in TypeScript safely.

Is Drizzle ORM suitable for serverless or edge environments?

Yes, it is optimized for performance in serverless and edge runtimes due to its zero-dependency design and efficient query handling.

View on GitHub

Drizzle ORM

Modern TypeScript-first ORM with zero dependencies, compile-time type safety, and SQL-like syntax. Optimized for edge runtimes and serverless environments.

Quick Start

Installation

# Core ORMnpm install drizzle-orm# Database driver (choose one)npm install pg            # PostgreSQLnpm install mysql2        # MySQLnpm install better-sqlite3 # SQLite# Drizzle Kit (migrations)npm install -D drizzle-kit

Basic Setup

// db/schema.tsimport { pgTable, serial, text, timestamp } from 'drizzle-orm/pg-core';export const users = pgTable('users', {  id: serial('id').primaryKey(),  email: text('email').notNull().unique(),  name: text('name').notNull(),  createdAt: timestamp('created_at').defaultNow(),});// db/client.tsimport { drizzle } from 'drizzle-orm/node-postgres';import { Pool } from 'pg';import * as schema from './schema';const pool = new Pool({ connectionString: process.env.DATABASE_URL });export const db = drizzle(pool, { schema });

First Query

import { db } from './db/client';import { users } from './db/schema';import { eq } from 'drizzle-orm';// Insertconst newUser = await db.insert(users).values({  email: '[email protected]',  name: 'John Doe',}).returning();// Selectconst allUsers = await db.select().from(users);// Whereconst user = await db.select().from(users).where(eq(users.id, 1));// Updateawait db.update(users).set({ name: 'Jane Doe' }).where(eq(users.id, 1));// Deleteawait db.delete(users).where(eq(users.id, 1));

Schema Definition

Column Types Reference

PostgreSQLMySQLSQLiteTypeScript
serial()serial()integer()number
text()text()text()string
integer()int()integer()number
boolean()boolean()integer()boolean
timestamp()datetime()integer()Date
json()json()text()unknown
uuid()varchar(36)text()string

Common Schema Patterns

import { pgTable, serial, text, varchar, integer, boolean, timestamp, json, unique } from 'drizzle-orm/pg-core';export const users = pgTable('users', {  id: serial('id').primaryKey(),  email: varchar('email', { length: 255 }).notNull().unique(),  passwordHash: varchar('password_hash', { length: 255 }).notNull(),  role: text('role', { enum: ['admin', 'user', 'guest'] }).default('user'),  metadata: json('metadata').$type<{ theme: string; locale: string }>(),  isActive: boolean('is_active').default(true),  createdAt: timestamp('created_at').defaultNow().notNull(),  updatedAt: timestamp('updated_at').defaultNow().notNull(),}, (table) => ({  emailIdx: unique('email_unique_idx').on(table.email),}));// Infer TypeScript typestype User = typeof users.$inferSelect;type NewUser = typeof users.$inferInsert;

Relations

One-to-Many

import { pgTable, serial, text, integer } from 'drizzle-orm/pg-core';import { relations } from 'drizzle-orm';export const authors = pgTable('authors', {  id: serial('id').primaryKey(),  name: text('name').notNull(),});export const posts = pgTable('posts', {  id: serial('id').primaryKey(),  title: text('title').notNull(),  authorId: integer('author_id').notNull().references(() => authors.id),});export const authorsRelations = relations(authors, ({ many }) => ({  posts: many(posts),}));export const postsRelations = relations(posts, ({ one }) => ({  author: one(authors, {    fields: [posts.authorId],    references: [authors.id],  }),}));// Query with relationsconst authorsWithPosts = await db.query.authors.findMany({  with: { posts: true },});

Many-to-Many

export const users = pgTable('users', {  id: serial('id').primaryKey(),  name: text('name').notNull(),});export const groups = pgTable('groups', {  id: serial('id').primaryKey(),  name: text('name').notNull(),});export const usersToGroups = pgTable('users_to_groups', {  userId: integer('user_id').notNull().references(() => users.id),  groupId: integer('group_id').notNull().references(() => groups.id),}, (table) => ({  pk: primaryKey({ columns: [table.userId, table.groupId] }),}));export const usersRelations = relations(users, ({ many }) => ({  groups: many(usersToGroups),}));export const groupsRelations = relations(groups, ({ many }) => ({  users: many(usersToGroups),}));export const usersToGroupsRelations = relations(usersToGroups, ({ one }) => ({  user: one(users, { fields: [usersToGroups.userId], references: [users.id] }),  group: one(groups, { fields: [usersToGroups.groupId], references: [groups.id] }),}));

Queries

Filtering

import { eq, ne, gt, gte, lt, lte, like, ilike, inArray, isNull, isNotNull, and, or, between } from 'drizzle-orm';// Equalityawait db.select().from(users).where(eq(users.email, '[email protected]'));// Comparisonawait db.select().from(users).where(gt(users.id, 10));// Pattern matchingawait db.select().from(users).where(like(users.name, '%John%'));// Multiple conditionsawait db.select().from(users).where(  and(    eq(users.role, 'admin'),    gt(users.createdAt, new Date('2024-01-01'))  ));// IN clauseawait db.select().from(users).where(inArray(users.id, [1, 2, 3]));// NULL checksawait db.select().from(users).where(isNull(users.deletedAt));

Joins

import { eq } from 'drizzle-orm';// Inner joinconst result = await db  .select({    user: users,    post: posts,  })  .from(users)  .innerJoin(posts, eq(users.id, posts.authorId));// Left joinconst result = await db  .select({    user: users,    post: posts,  })  .from(users)  .leftJoin(posts, eq(users.id, posts.authorId));// Multiple joins with aggregationimport { count, sql } from 'drizzle-orm';const result = await db  .select({    authorName: authors.name,    postCount: count(posts.id),  })  .from(authors)  .leftJoin(posts, eq(authors.id, posts.authorId))  .groupBy(authors.id);

Pagination & Sorting

import { desc, asc } from 'drizzle-orm';// Order byawait db.select().from(users).orderBy(desc(users.createdAt));// Limit & offsetawait db.select().from(users).limit(10).offset(20);// Pagination helperfunction paginate(page: number, pageSize: number = 10) {  return db.select().from(users)    .limit(pageSize)    .offset(page * pageSize);}

Transactions

// Auto-rollback on errorawait db.transaction(async (tx) => {  await tx.insert(users).values({ email: '[email protected]', name: 'John' });  await tx.insert(posts).values({ title: 'First Post', authorId: 1 });  // If any query fails, entire transaction rolls back});// Manual controlconst tx = db.transaction(async (tx) => {  const user = await tx.insert(users).values({ ... }).returning();  if (!user) {    tx.rollback();    return;  }  await tx.insert(posts).values({ authorId: user.id });});

Migrations

Drizzle Kit Configuration

// drizzle.config.tsimport type { Config } from 'drizzle-kit';export default {  schema: './db/schema.ts',  out: './drizzle',  dialect: 'postgresql',  dbCredentials: {    url: process.env.DATABASE_URL!,  },} satisfies Config;

Migration Workflow

# Generate migrationnpx drizzle-kit generate# View SQLcat drizzle/0000_migration.sql# Apply migrationnpx drizzle-kit migrate# Introspect existing databasenpx drizzle-kit introspect# Drizzle Studio (database GUI)npx drizzle-kit studio

Example Migration

-- drizzle/0000_initial.sqlCREATE TABLE IF NOT EXISTS "users" (  "id" serial PRIMARY KEY NOT NULL,  "email" varchar(255) NOT NULL,  "name" text NOT NULL,  "created_at" timestamp DEFAULT now() NOT NULL,  CONSTRAINT "users_email_unique" UNIQUE("email"));

Navigation

Detailed References

  • 🏗️ Advanced Schemas - Custom types, composite keys, indexes, constraints, multi-tenant patterns. Load when designing complex database schemas.

  • 🔍 Query Patterns - Subqueries, CTEs, raw SQL, prepared statements, batch operations. Load when optimizing queries or handling complex filtering.

  • ⚡ Performance - Connection pooling, query optimization, N+1 prevention, prepared statements, edge runtime integration. Load when scaling or optimizing database performance.

  • 🔄 vs Prisma - Feature comparison, migration guide, when to choose Drizzle over Prisma. Load when evaluating ORMs or migrating from Prisma.

Red Flags

Stop and reconsider if:

  • Using any or unknown for JSON columns without type annotation
  • Building raw SQL strings without using sql template (SQL injection risk)
  • Not using transactions for multi-step data modifications
  • Fetching all rows without pagination in production queries
  • Missing indexes on foreign keys or frequently queried columns
  • Using select() without specifying columns for large tables

Performance Benefits vs Prisma

MetricDrizzlePrisma
Bundle Size~35KB~230KB
Cold Start~10ms~250ms
Query SpeedBaseline~2-3x slower
Memory~10MB~50MB
Type GenerationRuntime inferenceBuild-time generation

Integration

  • typescript-core: Type-safe schema inference with satisfies
  • nextjs-core: Server Actions, Route Handlers, Middleware integration
  • Database Migration: Safe schema evolution patterns

Related Skills

When using Drizzle, these skills enhance your workflow:

  • prisma: Alternative ORM comparison: Drizzle vs Prisma trade-offs
  • typescript: Advanced TypeScript patterns for type-safe queries
  • nextjs: Drizzle with Next.js Server Actions and API routes
  • sqlalchemy: SQLAlchemy patterns for Python developers learning Drizzle

[Full documentation available in these skills if deployed in your bundle]

Install drizzle-orm

Download and extract the skill files to your .claude/skills/ directory.

Download ZIP

Clone the repository and copy the skill files to your project.

git clone https://github.com/bobmatnyc/claude-mpm-skills/blob/main/toolchains/typescript/data/drizzle/SKILL.md # Copy SKILL.md to your .claude/skills/ directory

Copy Copy
Quick Setup: Copy the skill folder to .claude/skills/Claude will automatically detect and use the skill

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