Post by Lavajiit S

AWS, Azure, GCP | Helping you migrate & scale efficiently

Most EdTech platforms share the similar infrastructure headache. Admission season hits. Traffic spikes. EC2 scales slowly, costs balloon, then idles for weeks. One platform was paying for that cycle repeatedly; WAF, CloudFront, multi-region EC2, all over-provisioned for peaks they couldn't predict. We moved critical workloads from EC2 → ECS. The difference: • Container-level autoscaling = faster, cheaper scale-up • Smarter resource packing = less idle compute • Tuned WAF rules instead of blanket CAPTCHA • Optimized CloudFront caching to reduce origin load Outcome: 21% lower infra cost. 2.5x faster scale during traffic spikes. Better bot mitigation without frustrating real students. The rule to follow: if your traffic is seasonal or event-driven (exams, admissions, live classes); ECS usually wins. If utilization stays above 70–80% consistently, EC2 still earns its place. Still running burst traffic on EC2? Worth a second look 🔍. #AWS #ECS #EdTech #CloudCosts #FinOps #DevOps