Technical Guide

Building Scalable APIs for Malaysian Enterprises

Technical
Apr 12, 20269 min readBy Cortex Team
Building Scalable APIs for Malaysian Enterprises

Why APIs Matter More Than Ever


Your API isn't just a technical detail — it's your business's nervous system. It's how:

  • Your mobile app talks to your database
  • Your partners integrate with your system
  • Your new features get data they need
  • Your analytics platform collects information

  • A slow API isn't just annoying for developers — it's costing you revenue through slow user experiences and frustrated customers.


    The Three Scaling Challenges


    1. Request Volume

    You go from handling 100 requests/second to 1,000 requests/second. Your API infrastructure can't handle it.


    2. Data Growth

    Your database grows from 1 million records to 100 million. Queries that took 10ms now take 5 seconds.


    3. Complexity

    Your initial simple API needs to evolve to handle authentication, rate limiting, logging, monitoring, and a dozen other concerns.


    Three Principles of Scalable APIs


    1. Cache Aggressively

    Most API responses should be cached. You don't need to recalculate the same data 10,000 times per second.


    Redis, Memcached, CDNs — use them strategically. Cache the things that don't change often (product lists, configuration) and invalidate them only when needed.


    2. Paginate Everything

    Never return all records. Always paginate. Cursor-based pagination is better than offset pagination for large datasets.


    If your API returns 10,000 records when someone asked for "the list," you're doing it wrong.


    3. Version Your API

    When you need to make breaking changes, don't break existing clients. Support multiple API versions simultaneously.


    v1 for legacy clients, v2 for new clients, v3 when you're ready. This lets you evolve without forced upgrades.


    The Technical Stack


    For Malaysian enterprises, we typically recommend:


  • **API Gateway:** Kong or AWS API Gateway to handle rate limiting and routing
  • **Cache Layer:** Redis for frequently accessed data
  • **Database:** PostgreSQL for relational data, MongoDB for flexibility
  • **Message Queue:** RabbitMQ or Kafka for async operations
  • **Monitoring:** DataDog or New Relic to catch issues before users do

  • This isn't the only stack, but it's proven and scalable from 100 users to 1 million.


    The Cost Reality


    Building a scalable API costs more upfront than a simple API. But the costs are:

  • Initial build: RM 30-60K (instead of RM 10K)
  • Infrastructure: RM 200-500/month (instead of RM 50)
  • Ongoing maintenance: 20 hours/month (instead of 5)

  • The payoff? You can scale to 10x the users without rewriting the entire system.


    That's the definition of good architecture.


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