Aerostack vs. Traditional Infrastructure Setup
When building custom APIs, developers traditionally face days of infrastructure configuration. Here’s how Aerostack changes that equation.
The Traditional Approach
Building a production-ready API with database, cache, queue, and storage typically involves:
Step 1: Database Setup (2-4 hours)
# Choose provider (PostgreSQL, MySQL, MongoDB)
# Set up connection pooling
# Configure SSL certificates
# Write migration files
# Set up backup strategy
# Configure read replicas for scalingChallenges:
- Connection pool management
- Migration versioning across environments
- Backup and disaster recovery
- Monitoring and alerting
- Cost optimization (reserved instances, auto-scaling)
Step 2: Cache Setup (1-2 hours)
# Provision Redis or Memcached
# Configure cluster mode for high availability
# Set up eviction policies
# Configure persistence (RDB vs AOF)
# Set up monitoring and alertsChallenges:
- Key namespace collisions
- TTL strategy management
- Memory optimization
- Failover configuration
Step 3: Message Queue Setup (3-5 hours)
# Choose provider (SQS, RabbitMQ, Redis Queue)
# Set up queue workers
# Configure retry logic and dead letter queues
# Implement job scheduling
# Set up monitoring dashboardsChallenges:
- Worker process management
- Error handling and retries
- Job prioritization
- Scaling workers based on queue depth
Step 4: Object Storage (1-2 hours)
# Create S3/GCS buckets
# Configure CORS and permissions
# Set up CDN
# Configure lifecycle policies
# Set up access loggingChallenges:
- Permission management (IAM policies)
- CDN cache invalidation
- Cost optimization (storage classes)
Step 5: Deployment & DevOps (2-3 hours)
# Set up CI/CD pipeline
# Configure environment variables
# Set up secrets management
# Configure monitoring and logging
# Set up rate limiting
# Configure authenticationTotal Time: 1-3 days minimum for experienced developers
The Aerostack Approach
Write Your API (2-5 minutes)
export default async function(sdk, event) {
const { query, category } = event.data;
// Cache is ready
const cached = await sdk.cache.get(`search:${query}`);
if (cached) return cached;
// Database is ready
const products = await sdk.db.query(
'SELECT * FROM products WHERE name LIKE ? AND category = ?',
[`%${query}%`, category]
);
// Cache with TTL
await sdk.cache.set(`search:${query}`, products, 3600);
// Enqueue background job
await sdk.queue.enqueue('update-search-stats', { query, count: products.length });
return { results: products };
}What’s included automatically:
✅ Database (auto-scoped to your project)
✅ Cache (namespace isolation, TTL support)
✅ Queue (workers auto-managed)
✅ Secrets (encrypted storage)
✅ Rate limiting (per-endpoint configuration)
✅ Authentication (API keys or public access)
✅ Global edge deployment
✅ Monitoring and logging
Total Time: 2-5 minutes (write code → deploy)
Side-by-Side Comparison
| Feature | Traditional Setup | Aerostack |
|---|---|---|
| Database | 2-4 hours (provision, configure, migrate) | sdk.db.query() |
| Cache | 1-2 hours (provision, configure namespaces) | sdk.cache.set/get() |
| Queue | 3-5 hours (provision, workers, retries) | sdk.queue.enqueue() |
| Storage | 1-2 hours (buckets, CDN, permissions) | sdk.storage.upload() |
| Secrets | 30 min (vault setup, env vars) | sdk.secrets.get() |
| AI Models | 1-2 hours (API keys, billing, rate limits) | sdk.ai.chat() - 30+ models |
| Authentication | 2-4 hours (implement JWT, refresh tokens) | Built-in API keys |
| Rate Limiting | 1-2 hours (implement middleware) | Built-in per-endpoint |
| Monitoring | 2-3 hours (logging, metrics, alerts) | Built-in dashboard |
| Deployment | 1-2 hours (CI/CD, environments) | One-click deploy |
| Total Time | 1-3 days | 2-5 minutes |
Real-World Scenario: E-commerce Product Search
Traditional Infrastructure (AWS)
Infrastructure needed:
- RDS PostgreSQL (database)
- ElastiCache Redis (cache)
- SQS + Lambda (queue)
- S3 + CloudFront (storage)
- Secrets Manager (API keys)
- API Gateway + Lambda (API)
- CloudWatch (monitoring)
Monthly cost estimate: $200-500 for low-medium traffic
Time to production: 2-3 days for setup + ongoing maintenance
Aerostack
All infrastructure included in one SDK:
export default async function(sdk, event) {
const { query, filters, page = 1 } = event.data;
const cacheKey = `search:${query}:${JSON.stringify(filters)}:${page}`;
const cached = await sdk.cache.get(cacheKey);
if (cached) return cached;
const results = await sdk.db.query(`
SELECT * FROM products
WHERE name LIKE ?
AND category = ?
AND price BETWEEN ? AND ?
ORDER BY popularity DESC
LIMIT 20 OFFSET ?
`, [`%${query}%`, filters.category, filters.minPrice, filters.maxPrice, (page - 1) * 20]);
await sdk.cache.set(cacheKey, results, 3600);
// Track search analytics async
await sdk.queue.enqueue('track-search', { query, results: results.length });
return { results, page };
}Monthly cost: Included in Aerostack subscription
Time to production: 5 minutes
When to Choose Each
Choose Traditional Infrastructure When:
- ❌ You need complete control over every infrastructure detail
- ❌ You have existing infrastructure investments
- ❌ You’re building infrastructure-first architecture
- ❌ You have a dedicated DevOps team managing infrastructure
Choose Aerostack When:
- ✅ You want to focus on business logic, not DevOps
- ✅ You need production-ready infrastructure immediately
- ✅ You’re building a SaaS with 10-100 custom endpoints
- ✅ You value time-to-market and developer experience
- ✅ You want predictable pricing without infrastructure surprises
- ✅ You need pre-built APIs (auth, ecommerce) + custom logic
Developer Experience
Traditional Setup
# Every new developer needs:
- Access to AWS/GCP console
- Understanding of infrastructure architecture
- Knowledge of connection strings, secrets
- Setup local development environment
- Configure multiple services
Time: 1-2 days onboardingAerostack
// Every developer gets:
import { sdk } from '@aerostack/sdk';
// Everything just works
await sdk.db.query('...');
await sdk.cache.set('...');
await sdk.queue.enqueue('...');
// Time: 5 minutes to first APITry Aerostack Free
Ready to skip the infrastructure setup?