backend-patterns

Development

Use when working in apps/backend — new endpoints, controllers, services, models, queues/workers, or integrations. Covers the Router to Controller to Service to Model architecture, Zod validation, Prisma/PostgreSQL data access, Winston logging, BullMQ jobs, and FHIR/IDEXX/Merck integrations.

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Backend Patterns — Yosemite Crew

Description

Use this skill when working on apps/backend. Covers Express.js architecture, service/controller patterns, validation, error handling, and healthcare-specific integrations.

TRIGGER: any task in apps/backend — new endpoints, services, models, or integrations.

Architecture

apps/backend/src/
  routers/        ← Express route definitions (thin — just register handlers)
  controllers/    ← Request/response handling, input validation
  services/       ← Business logic (no req/res objects here)
  models/         ← Prisma models (PostgreSQL); legacy Mongoose only, no new usage
  queues/         ← BullMQ job definitions
  workers/        ← BullMQ worker processors
  integrations/   ← External services (IDEXX, Merck, Stripe, Firebase, AWS)

Pattern: Router → Controller → Service → Model

Controllers call services. Services call models. Never put business logic in controllers or routers.

Validation

Use Zod for request validation. Never trust raw req.body.

import { z } from 'zod';

const CreateAppointmentSchema = z.object({
  patientId: z.string().uuid(),
  date: z.string().datetime(),
});

// In controller:
const data = CreateAppointmentSchema.parse(req.body);

Database

PostgreSQL via Prisma is the database for all new code; Prisma owns schema + migrations (see @yosemite-crew/database).
No new Mongoose/MongoDB. Legacy Mongoose models may still exist, but do not add new models or queries — this matches apps/backend/AGENTS.md.
Never access data directly from controllers — always go through services/models.

Authentication

AWS Cognito is the auth provider. Use jsonwebtoken + jwks-rsa for token verification. Never roll custom auth.

Background Jobs

BullMQ is the queue system. Jobs go in queues/, processors in workers/.

// Never process jobs inline in a request handler
// Always enqueue and let a worker handle async operations
await emailQueue.add('send-reminder', { appointmentId });

Healthcare Integrations

FHIR types from @yosemite-crew/fhir — use these, never invent custom health data shapes.
IDEXX and Merck integrations live in src/integrations/ — extend there, never inline.

Logging

Use Winston for all logging. Never use console.log in production code.

import logger from 'src/utils/logger';
logger.info('Appointment created', { appointmentId });
logger.error('Payment failed', { error, userId });

Gotchas

Do not refactor backend architecture unless explicitly asked — the user's CLAUDE.md is explicit about this.
Zod .parse() throws on invalid input — use .safeParse() when you want to handle errors gracefully.
BullMQ jobs are persisted in Redis — make job processors idempotent.
All Stripe webhook handlers must verify the signature before processing.
Firebase Admin SDK is initialized once — never re-initialize it in a handler.

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