Use when writing or reviewing Prisma ORM code in TypeScript backends — schema design, query optimization, transactions, pagination, and serverless deployment. Covers critical traps like updateMany returning a count not records, the 5s interactive $transaction timeout, migrate dev resetting the DB, @updatedAt skipped on bulk writes, P-code error handling, and serverless connection exhaustion.
Scanned 9/19/2026
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---
name: prisma-patterns
description: Use when writing or reviewing Prisma ORM code in TypeScript backends — schema design, query optimization, transactions, pagination, and serverless deployment. Covers critical traps like updateMany returning a count not records, the 5s interactive $transaction timeout, migrate dev resetting the DB, @updatedAt skipped on bulk writes, P-code error handling, and serverless connection exhaustion.
---
# Prisma Patterns
Production patterns and non-obvious traps for Prisma ORM in TypeScript backends.
> **Check your version before applying patterns.** The Prisma API surface has evolved across major releases:
>
> ```bash
> npx prisma --version
> ```
>
> Notable API differences across versions:
> - `relationJoins` can load relations via JOIN rather than separate queries, but may cause row explosion on large 1:N relations or deep `include` — benchmark both approaches
> - `omit` field modifier and `prisma.$extends` Client Extensions API were added
> - **Newer installs**: the package may be named `prisma` instead of `@prisma/client`; `PrismaClient` may require a driver adapter (e.g. `@prisma/adapter-pg`); `datasource.url` may live in `prisma.config.ts` instead of `schema.prisma`
> - CLI commands (`migrate dev`, `migrate deploy`, `generate`) are unchanged across versions
## When to Activate
- Designing or modifying Prisma schema models and relations
- Writing queries, transactions, or pagination logic
- Using `updateMany`, `deleteMany`, or any bulk operation
- Running or planning database migrations
- Deploying to serverless environments (Vercel, Lambda, Cloudflare Workers)
- Implementing soft delete or multi-tenant row filtering
## Core Concepts
### ID Strategy
| Strategy | Use When | Avoid When |
|---|---|---|
| `@default(cuid())` | Default choice — URL-safe, sortable, no collisions | Sequential IDs needed for external systems |
| `@default(uuid())` | Interoperability with non-Prisma systems required | High-write tables (random UUIDs fragment B-tree indexes) |
| `@default(autoincrement())` | Internal join tables, audit logs | Public-facing IDs (exposes record count) |
### Schema Defaults
```prisma
model User {
id String @id @default(cuid())
email String @unique // @unique already creates an index — no @@index needed
name String
role Role @default(USER)
posts Post[]
createdAt DateTime @default(now())
updatedAt DateTime @updatedAt
deletedAt DateTime?
@@index([createdAt])
@@index([deletedAt, createdAt]) // composite for soft-delete + sort queries
}
```
- Add `@@index` on every foreign key and column used in `WHERE` or `ORDER BY`.
- Declare `deletedAt DateTime?` upfront when soft delete is a foreseeable requirement — adding it later requires a migration on a live table.
- `updatedAt @updatedAt` is set automatically by Prisma on `update` and `upsert` only (see Anti-Patterns for bulk update trap).
### `include` vs `select`
| | `include` | `select` |
|---|---|---|
| Returns | All scalar fields + specified relations | Only specified fields |
| Use when | You need most fields plus a relation | Hot paths, large tables, avoiding over-fetch |
| Performance | May over-fetch on wide tables | Minimal payload, faster on large datasets |
| Prisma 5 note | Uses JOIN by default (`relationJoins`) | Same |
```ts
// include — all columns + relation
const user = await prisma.user.findUnique({
where: { id },
include: { posts: { select: { id: true, title: true } } },
});
// select — explicit allowlist
const user = await prisma.user.findUnique({
where: { id },
select: { id: true, email: true, name: true },
});
```
Never return raw Prisma entities from API responses — map to response DTOs to control exposed fields.
### Transaction Form Selection
| Situation | Use |
|---|---|
| Independent operations, no inter-dependency | Array form |
| Later step depends on earlier result | Interactive form |
| External calls (email, HTTP) involved | Outside transaction entirely |
```ts
// Array form — batched in one round trip
const [user, post] = await prisma.$transaction([
prisma.user.update({ where: { id }, data: { name } }),
prisma.post.create({ data: { title, authorId: id } }),
]);
// Interactive form — use tx client only, never the outer prisma client
const post = await prisma.$transaction(async (tx) => {
const user = await tx.user.findUniqueOrThrow({ where: { id } });
if (user.role !== 'ADMIN') throw new Error('Forbidden');
return tx.post.create({ data: { title, authorId: user.id } });
});
```
### PrismaClient Singleton
Each `PrismaClient` instance opens its own connection pool. Instantiate once.
```ts
// lib/prisma.ts
// Option A — adapter-based initialization (required by newer Prisma installs)
import { PrismaClient } from '@prisma/client'; // or the generated client path for your setup
import { PrismaPg } from '@prisma/adapter-pg';
function createPrismaClient() {
const adapter = new PrismaPg({ connectionString: process.env.DATABASE_URL! });
return new PrismaClient({
adapter,
log: process.env.NODE_ENV === 'development' ? ['query', 'error'] : ['error'],
});
}
const globalForPrisma = globalThis as unknown as { prisma?: PrismaClient };
export const prisma = globalForPrisma.prisma ?? createPrismaClient();
if (process.env.NODE_ENV !== 'production') globalForPrisma.prisma = prisma;
// Option B — direct initialization (older installs, no adapter needed)
// export const prisma = globalForPrisma.prisma ?? new PrismaClient({ ... });
```
Use Option A if your Prisma install requires an `adapter` argument. Use Option B if `new PrismaClient()` works without arguments. The `globalThis` pattern prevents duplicate instances during hot reload (Next.js, nodemon, ts-node-dev).
### N+1 Problem
```ts
// BAD: N+1 — one extra query per user
const users = await prisma.user.findMany();
for (const user of users) {
const posts = await prisma.post.findMany({ where: { authorId: user.id } });
}
// GOOD: single query
const users = await prisma.user.findMany({ include: { posts: true } });
```
With Prisma 5+ `relationJoins`, the `include` form uses a single JOIN. On large 1:N sets this may increase result set size — benchmark both approaches if the relation can return many rows per parent.
## Code Examples
### Cursor Pagination (preferred for feeds and large datasets)
```ts
async function getPosts(cursor?: string, limit = 20) {
const items = await prisma.post.findMany({
where: { published: true },
orderBy: [
{ createdAt: 'desc' },
{ id: 'desc' }, // secondary sort prevents unstable pagination on duplicate timestamps
],
take: limit + 1,
...(cursor && { cursor: { id: cursor }, skip: 1 }),
});
const hasNextPage = items.length > limit;
if (hasNextPage) items.pop();
return { items, nextCursor: hasNextPage ? items[items.length - 1].id : null };
}
```
Fetch `limit + 1` and pop — canonical way to detect `hasNextPage` without an extra count query. Always include a unique field (e.g. `id`) as a secondary `orderBy` to prevent unstable pagination when multiple rows share the same timestamp.
### Soft Delete
```ts
// Always filter explicitly — do not rely on middleware (hides behavior, hard to debug)
const activeUsers = await prisma.user.findMany({ where: { deletedAt: null } });
await prisma.user.update({ where: { id }, data: { deletedAt: new Date() } });
await prisma.user.update({ where: { id }, data: { deletedAt: null } }); // restore
```
### Error Handling
```ts
import { Prisma } from '@prisma/client'; // or the generated client path for your setup
try {
await prisma.user.create({ data: { email } });
} catch (e) {
if (e instanceof Prisma.PrismaClientKnownRequestError) {
if (e.code === 'P2002') throw new ConflictError('Email already exists');
if (e.code === 'P2025') throw new NotFoundError('Record not found');
if (e.code === 'P2003') throw new BadRequestError('Referenced record does not exist');
}
throw e;
}
```
Common codes: `P2002` unique violation · `P2025` not found · `P2003` foreign key violation. Catch at the service boundary and translate to domain errors. Never expose raw Prisma messages to API consumers.
### Connection Pool — Serverless
Embed connection params directly in `DATABASE_URL` — string concatenation breaks if the URL already has query parameters (e.g. `?schema=public`):
```bash
# .env — preferred: embed params in the URL
DATABASE_URL="postgresql://user:pass@host/db?connection_limit=1&pool_timeout=20"
# With an external pooler (PgBouncer, Supabase pooler)
DATABASE_URL="postgresql://user:pass@host/db?pgbouncer=true&connection_limit=1"
```
On Vercel, AWS Lambda, and similar serverless runtimes, cap the pool to 1 per instance via `connection_limit=1` and use an external pooler to prevent connection exhaustion.
## Anti-Patterns
### `updateMany` returns a count, not records
```ts
// BAD: result is { count: 2 } — users[0] is undefined
const users = await prisma.user.updateMany({ where: { role: 'GUEST' }, data: { role: 'USER' } });
// GOOD: capture IDs first, then update, then fetch only the affected rows
const targets = await prisma.user.findMany({ where: { role: 'GUEST' }, select: { id: true } });
const ids = targets.map((u) => u.id);
await prisma.user.updateMany({ where: { id: { in: ids } }, data: { role: 'USER' } });
const updated = await prisma.user.findMany({ where: { id: { in: ids } } });
```
Same applies to `deleteMany` — returns `{ count: n }`, never the deleted rows.
### `$transaction` interactive form times out after 5 seconds
```ts
// BAD: external call inside transaction exceeds 5s default → "Transaction already closed"
await prisma.$transaction(async (tx) => {
const user = await tx.user.findUniqueOrThrow({ where: { id } });
await sendWelcomeEmail(user.email); // external call
await tx.user.update({ where: { id }, data: { emailSent: true } });
});
// GOOD: external calls outside the transaction
const user = await prisma.user.findUniqueOrThrow({ where: { id } });
await sendWelcomeEmail(user.email);
await prisma.user.update({ where: { id }, data: { emailSent: true } });
// Only raise timeout when bulk processing genuinely needs it
await prisma.$transaction(async (tx) => { /* ... */ }, { timeout: 30_000 });
```
### `migrate dev` can reset the database
`migrate dev` detects schema drift and may prompt to reset the DB, dropping all data.
```bash
# NEVER on shared dev, staging, or production
npx prisma migrate dev --name add_column
# Safe everywhere except local solo dev
npx prisma migrate deploy
# Check drift without applying
npx prisma migrate diff \
--from-migrations ./prisma/migrations \
--to-schema-datamodel ./prisma/schema.prisma \
--shadow-database-url "$SHADOW_DATABASE_URL"
```
### Manually editing a migration file breaks future deploys
Prisma checksums every migration file. Editing after apply causes `P3006 checksum mismatch` on every environment where the original already ran. Create a new migration instead.
### Breaking schema changes require multi-step migration
Adding `NOT NULL` to an existing column or renaming a column in one migration will lock the table or drop data. Use expand-and-contract: (1) create nullable column, deploy; (2) backfill data in a script; (3) create the NOT NULL constraint migration, deploy.
### `@updatedAt` does not fire on `updateMany`
`@updatedAt` is set automatically only on `update` and `upsert`. Bulk writes leave it stale.
```ts
// GOOD: set it manually on bulk writes
await prisma.post.updateMany({
where: { authorId },
data: { published: true, updatedAt: new Date() },
});
```
### Soft delete + `findUniqueOrThrow` leaks deleted records
`findUniqueOrThrow` throws `P2025` only when the row does not exist in the DB. Soft-deleted rows still exist and are returned without error. It also requires a unique constraint field in `where` — adding `deletedAt: null` alongside `id` breaks the type because `{ id, deletedAt }` is not a compound unique constraint. Use `findFirstOrThrow` instead.
```ts
// GOOD: findFirstOrThrow supports arbitrary where conditions
const user = await prisma.user.findFirstOrThrow({ where: { id, deletedAt: null } });
```
### `deleteMany` without `where` deletes every row
```ts
// BAD: silently wipes the table
await prisma.post.deleteMany();
// GOOD
await prisma.post.deleteMany({ where: { authorId: userId } });
```
## Best Practices
| Rule | Reason |
|---|---|
| `migrate deploy` in CI/CD, `migrate dev` only locally | `migrate dev` can reset the DB on drift |
| Map entities to response DTOs | Prevents leaking internal fields |
| Catch `PrismaClientKnownRequestError` at service boundary | Translate to domain errors |
| Prefer `*OrThrow` methods over manual null checks | Use `findFirstOrThrow` when filtering non-unique fields |
| `connection_limit=1` + external pooler in serverless | Prevents connection exhaustion |
| Always provide `where` on `deleteMany` | Prevents accidental table wipe |
| Set `updatedAt: new Date()` manually in `updateMany` | `@updatedAt` skips bulk writes |
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