prisma-patterns
Prisma ORM patterns for TypeScript backends — schema design, query optimization, transactions, pagination, and critical traps like updateMany returning count not records, $transaction timeouts, migrate dev resetting the DB, @updatedAt skipped on bulk writes, and serverless connection exhaustion.
What this skill does
# Prisma Patterns
Production patterns and non-obvious traps for Prisma ORM in TypeScript backends.
Tested against Prisma 5.x and 6.x. Some behaviors differ from Prisma 4.
Check the Prisma version before applying version-specific patterns:
```bash
npx prisma --version
```
Prisma 5 introduced `relationJoins`, which can load relations via JOIN rather than separate queries depending on query strategy and configuration. The `omit` field modifier and `prisma.$extends` Client Extensions API were also added. Note: `relationJoins` can cause row explosion on large 1:N relations or deep nested `include` — benchmark both approaches when relations may return many rows per parent.
## 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:
```ts
// BAD: leaks passwordHash, deletedAt, internal fields
return await prisma.user.findUniqueOrThrow({ where: { id } });
// GOOD: explicit DTO mapping
const user = await prisma.user.findUniqueOrThrow({ where: { id } });
return { id: user.id, name: user.name, email: user.email };
```
### 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
import { PrismaClient } from '@prisma/client';
const globalForPrisma = globalThis as unknown as { prisma?: PrismaClient };
export const prisma =
globalForPrisma.prisma ??
new PrismaClient({
log: process.env.NODE_ENV === 'development' ? ['query', 'error'] : ['error'],
});
if (process.env.NODE_ENV !== 'production') globalForPrisma.prisma = prisma;
```
The `globalThis` pattern prevents duplicate instances during hot reload (Next.js, nodemon, ts-node-dev).
### N+1 Problem
Loading relations inside a loop issues one query per row.
```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. Use offset pagination only when users need to jump to arbitrary pages (admin tables).
### 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';
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"
```
```ts
// Vercel, AWS Lambda, and similar serverless runtimes: cap pool to 1 per instance
// connection_limit and pool_timeout are controlled via DATABASE_URL
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