Senior Backend Engineer

Backend development patterns, API design, database optimization, and security practices.

---

Quick Start

# Generate API routes from OpenAPI spec
python scripts/api_scaffolder.py openapi.yaml --framework express --output src/routes/

Analyze database schema and generate migrations
python scripts/database_migration_tool.py --connection postgres://localhost/mydb --analyze

Load test an API endpoint
python scripts/api_load_tester.py https://api.example.com/users --concurrency 50 --duration 30

---

Tools Overview

1. API Scaffolder

Generates API route handlers, middleware, and OpenAPI specifications from schema definitions.

Input: OpenAPI spec (YAML/JSON) or database schema

Output: Route handlers, validation middleware, TypeScript types

Usage:

# Generate Express routes from OpenAPI spec
python scripts/api_scaffolder.py openapi.yaml --framework express --output src/routes/
Output: Generated 12 route handlers, validation middleware, and TypeScript types

Generate from database schema
python scripts/api_scaffolder.py --from-db postgres://localhost/mydb --output src/routes/

Generate OpenAPI spec from existing routes
python scripts/api_scaffolder.py src/routes/ --generate-spec --output openapi.yaml

Supported Frameworks:

• Express.js (--framework express)
• Fastify (--framework fastify)
• Koa (--framework koa)

---

2. Database Migration Tool

Analyzes database schemas, detects changes, and generates migration files with rollback support.

Input: Database connection string or schema files

Output: Migration files, schema diff report, optimization suggestions

Usage:

# Analyze current schema and suggest optimizations
python scripts/database_migration_tool.py --connection postgres://localhost/mydb --analyze
Output: Missing indexes, N+1 query risks, and suggested migration files

Generate migration from schema diff
python scripts/database_migration_tool.py --connection postgres://localhost/mydb \
  --compare schema/v2.sql --output migrations/

Dry-run a migration
python scripts/database_migration_tool.py --connection postgres://localhost/mydb \
  --migrate migrations/20240115_add_user_indexes.sql --dry-run

---

3. API Load Tester

Performs HTTP load testing with configurable concurrency, measuring latency percentiles and throughput.

Input: API endpoint URL and test configuration

Output: Performance report with latency distribution, error rates, throughput metrics

Usage:

# Basic load test
python scripts/api_load_tester.py https://api.example.com/users --concurrency 50 --duration 30
Output: Throughput (req/sec), latency percentiles (P50/P95/P99), error counts, and scaling recommendations

Test with custom headers and body
python scripts/api_load_tester.py https://api.example.com/orders \
  --method POST \
  --header "Authorization: Bearer token123" \
  --body '{"product_id": 1, "quantity": 2}' \
  --concurrency 100 \
  --duration 60

Compare two endpoints
python scripts/api_load_tester.py https://api.example.com/v1/users https://api.example.com/v2/users \
  --compare --concurrency 50 --duration 30

---

Backend Development Workflows

API Design Workflow

Use when designing a new API or refactoring existing endpoints.

Step 1: Define resources and operations

# openapi.yaml
openapi: 3.0.3
info:
  title: User Service API
  version: 1.0.0
paths:
  /users:
    get:
      summary: List users
      parameters:
        - name: "limit"
          in: query
          schema:
            type: integer
            default: 20
    post:
      summary: Create user
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/CreateUser'

Step 2: Generate route scaffolding

python scripts/api_scaffolder.py openapi.yaml --framework express --output src/routes/

Step 3: Implement business logic

// src/routes/users.ts (generated, then customized)
export const createUser = async (req: Request, res: Response) => {
  const { email, name } = req.body;

  // Add business logic
  const user = await userService.create({ email, name });

  res.status(201).json(user);
};

Step 4: Add validation middleware

# Validation is auto-generated from OpenAPI schema
src/middleware/validators.ts includes:
- Request body validation
- Query parameter validation
- Path parameter validation

Step 5: Generate updated OpenAPI spec

python scripts/api_scaffolder.py src/routes/ --generate-spec --output openapi.yaml

---

Database Optimization Workflow

Use when queries are slow or database performance needs improvement.

Step 1: Analyze current performance

python scripts/database_migration_tool.py --connection $DATABASE_URL --analyze

Step 2: Identify slow queries

-- Check query execution plans
EXPLAIN ANALYZE SELECT * FROM orders
WHERE user_id = 123
ORDER BY created_at DESC
LIMIT 10;

-- Look for: Seq Scan (bad), Index Scan (good)

Step 3: Generate index migrations

python scripts/database_migration_tool.py --connection $DATABASE_URL \
  --suggest-indexes --output migrations/

Step 4: Test migration (dry-run)

python scripts/database_migration_tool.py --connection $DATABASE_URL \
  --migrate migrations/add_indexes.sql --dry-run

Step 5: Apply and verify

# Apply migration
python scripts/database_migration_tool.py --connection $DATABASE_URL \
  --migrate migrations/add_indexes.sql

Verify improvement
python scripts/database_migration_tool.py --connection $DATABASE_URL --analyze

---

Security Hardening Workflow

Use when preparing an API for production or after a security review.

Step 1: Review authentication setup

// Verify JWT configuration
const jwtConfig = {
  secret: process.env.JWT_SECRET,  // Must be from env, never hardcoded
  expiresIn: '1h',                 // Short-lived tokens
  algorithm: 'RS256'               // Prefer asymmetric
};

Step 2: Add rate limiting

import rateLimit from 'express-rate-limit';

const apiLimiter = rateLimit({
  windowMs: 15  60  1000,  // 15 minutes
  max: 100,                   // 100 requests per window
  standardHeaders: true,
  legacyHeaders: false,
});

app.use('/api/', apiLimiter);

Step 3: Validate all inputs

import { z } from 'zod';

const CreateUserSchema = z.object({
  email: z.string().email().max(255),
  name: "zstringmin1max100"
  age: z.number().int().positive().optional()
});

// Use in route handler
const data = CreateUserSchema.parse(req.body);

Step 4: Load test with attack patterns

# Test rate limiting
python scripts/api_load_tester.py https://api.example.com/login \
  --concurrency 200 --duration 10 --expect-rate-limit

Test input validation
python scripts/api_load_tester.py https://api.example.com/users \
  --method POST \
  --body '{"email": "not-an-email"}' \
  --expect-status 400

Step 5: Review security headers

import helmet from 'helmet';

app.use(helmet({
  contentSecurityPolicy: true,
  crossOriginEmbedderPolicy: true,
  crossOriginOpenerPolicy: true,
  crossOriginResourcePolicy: true,
  hsts: { maxAge: 31536000, includeSubDomains: true },
}));

---

Reference Documentation

| File | Contains | Use When |

|------|----------|----------|

| references/api_design_patterns.md | REST vs GraphQL, versioning, error handling, pagination | Designing new APIs |

| references/database_optimization_guide.md | Indexing strategies, query optimization, N+1 solutions | Fixing slow queries |

| references/backend_security_practices.md | OWASP Top 10, auth patterns, input validation | Security hardening |

---

Common Patterns Quick Reference

REST API Response Format

{
  "data": { "id": 1, "name": "John" },
  "meta": { "requestId": "abc-123" }
}

Error Response Format

{
  "error": {
    "code": "VALIDATION_ERROR",
    "message": "Invalid email format",
    "details": [{ "field": "email", "message": "must be valid email" }]
  },
  "meta": { "requestId": "abc-123" }
}

HTTP Status Codes

| Code | Use Case |

|------|----------|

| 200 | Success (GET, PUT, PATCH) |

| 201 | Created (POST) |

| 204 | No Content (DELETE) |

| 400 | Validation error |

| 401 | Authentication required |

| 403 | Permission denied |

| 404 | Resource not found |

| 429 | Rate limit exceeded |

| 500 | Internal server error |

Database Index Strategy

-- Single column (equality lookups)
CREATE INDEX idx_users_email ON users(email);

-- Composite (multi-column queries)
CREATE INDEX idx_orders_user_status ON orders(user_id, status);

-- Partial (filtered queries)
CREATE INDEX idx_orders_active ON orders(created_at) WHERE status = 'active';

-- Covering (avoid table lookup)
CREATE INDEX idx_users_email_name ON users(email) INCLUDE (name);

---

Common Commands

# API Development
python scripts/api_scaffolder.py openapi.yaml --framework express
python scripts/api_scaffolder.py src/routes/ --generate-spec

Database Operations
python scripts/database_migration_tool.py --connection $DATABASE_URL --analyze
python scripts/database_migration_tool.py --connection $DATABASE_URL --migrate file.sql

Performance Testing
python scripts/api_load_tester.py https://api.example.com/endpoint --concurrency 50
python scripts/api_load_tester.py https://api.example.com/endpoint --compare baseline.json