ORM comparison · vibe coding stack

ShipAI.today engineering guide

Drizzle vs Prisma for AI SaaS — a practical 2026 breakdown.

Both ORMs are excellent. The right choice depends on your runtime, team size, and iteration speed. This guide walks through every dimension that matters for shipping a Next.js AI SaaS.

10 comparison dimensionsCode examples includedUpdated March 2026

4

Drizzle wins

2

Prisma wins

4

Ties

Feature breakdown

Head-to-head across 10 dimensions

Each row is a real decision point for a Next.js AI SaaS project.

FeatureDrizzle ORMPrismaEdge
Bundle size~25 kB~3 MB (query engine)Drizzle
Edge / serverless runtimeFull support — no binary depsLimited — Prisma Accelerate neededDrizzle
Schema definitionTypeScript-first, code is the schemaSeparate .prisma DSL fileTie
Type safetyInferred from schema directlyGenerated types from Prisma ClientTie
Migration workflowdrizzle-kit push / generate — fastprisma migrate — structured, versionedTie
Query builder DXSQL-like chained API — explicitObject-relational query style — intuitivePrisma
Raw SQL escape hatchFirst-class sql`` tagged templateprisma.$queryRaw — usable but awkwardDrizzle
Ecosystem / docsNewer, growing fastMature, deep docs and communityPrisma
Next.js App Router compatibilityExcellent — no cold-start overheadGood — works in Node, tricky in edgeDrizzle
Multi-schema / multi-tenantSupported via schema paramSupported via multi-schema previewTie

Code comparison

What the DX difference looks like in practice

Drizzle — schema definition

// schema.ts — TypeScript is the schema
import { pgTable, text, timestamp, uuid } from "drizzle-orm/pg-core";

export const users = pgTable("users", {
  id: uuid("id").primaryKey().defaultRandom(),
  email: text("email").notNull().unique(),
  createdAt: timestamp("created_at").defaultNow(),
});

// Types inferred automatically — no generation step
type User = typeof users.$inferSelect;

Prisma — schema definition

// schema.prisma — separate DSL file
model User {
  id        String   @id @default(uuid())
  email     String   @unique
  createdAt DateTime @default(now())
}

// Then run: npx prisma generate
// Types come from generated PrismaClient

Drizzle — migration

# Push schema changes immediately (dev)
bun drizzle-kit push

# Or generate a migration file (prod)
bun drizzle-kit generate
bun drizzle-kit migrate

Prisma — migration

# Create + apply a migration
npx prisma migrate dev --name add_users

# Deploy to production
npx prisma migrate deploy

# View database in browser
npx prisma studio

Drizzle — query

// SQL-like, explicit joins
const results = await db
  .select()
  .from(users)
  .where(eq(users.email, "hi@example.com"))
  .limit(1);

// Raw SQL when you need it
const count = await db.execute(
  sql`SELECT COUNT(*) FROM users`
);

Prisma — query

// Object-relational style, intuitive
const user = await prisma.user.findUnique({
  where: { email: "hi@example.com" },
});

// Relations loaded elegantly
const posts = await prisma.user.findUnique({
  where: { id },
  include: { posts: true },
});

Pick by scenario

What to choose based on your situation

Four real decision scenarios for founders and developers.

Solo founder, moving fast

Drizzle

You need low ceremony, edge deploys, and fast iteration.

Zero binary deps, instant push migrations, tiny bundle. ShipAI ships with Drizzle pre-wired.

Team with non-technical co-founder

Prisma

You want readable schema, strong docs, and studio GUI.

Prisma Studio, Prisma Accelerate, and the .prisma DSL are great for onboarding non-engineers.

AI SaaS with edge API routes

Drizzle

Your app runs OpenAI calls at the edge for low latency.

Prisma's query engine binary can't run in edge runtimes without Accelerate. Drizzle works natively.

Enterprise SaaS or large codebase

Prisma

You value structured migrations and long-term maintainability.

Versioned migration history, mature Prisma Client generation, and a large help community pay off at scale.

What ShipAI.today ships with

Drizzle ORM — pre-configured and ready.

ShipAI.today uses Drizzle ORM with Neon Postgres. The schema, migrations, and connection pool are already wired up so you jump straight to building your SaaS features — no ORM setup, no boilerplate hunting.

  • Drizzle schema with users, sessions, billing tables included
  • drizzle-kit push/generate scripts pre-configured
  • Edge-compatible — works in Next.js App Router API routes
  • Neon serverless driver for minimal cold starts
// Already in ShipAI.today
export const users = pgTable("users", {
  id: text("id").primaryKey(),
  email: text("email").notNull(),
  plan: text("plan").default("free"),
  // ...billing, session cols included
});

export const subscriptions = pgTable(
  "subscriptions", { ... }
);

FAQ

Common questions

Can I switch from Prisma to Drizzle mid-project?

Yes, but it's disruptive. Drizzle and Prisma use different schema formats and client APIs, so a migration means rewriting all your queries. Pick one early and stick with it.

Is Drizzle production-ready?

Yes. Drizzle ORM is stable, maintained actively, and used in production by thousands of apps. ShipAI.today has used it since launch.

Does Prisma work in Next.js edge functions?

Not directly. Prisma requires a Node.js binary that can't run in Vercel's edge runtime. Prisma Accelerate is a workaround but adds latency and cost. Drizzle works natively at the edge.

Which has better TypeScript support?

Both have excellent TypeScript support. Drizzle infers types directly from your schema file. Prisma generates types via the Prisma Client generator. Drizzle's approach avoids the generation step.

Does ShipAI.today support Prisma?

ShipAI.today ships with Drizzle ORM. You can swap it for Prisma if preferred, but you'd need to rewrite the schema and query layer.

Ship your SaaS faster

Skip the ORM setup — ShipAI.today ships with Drizzle pre-wired.

Auth, billing, Drizzle + Neon Postgres, AI workflows, and programmatic SEO. Everything pre-connected so you start building features on day one.

  • Drizzle schema with users, sessions, and billing tables
  • drizzle-kit scripts for push and migration
  • Works in Next.js edge runtime — no cold-start overhead