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Kushal Sarkar for Auraveni Solutions

Posted on Edited on Originally published at auraveni.com

AWS Cloud Architecture for Startups in 2026

Almost every founder decides to use AWS before deciding what on AWS. Fair enough — it's the safe, well-documented default. The expensive part comes after: the gap between "we're on AWS" and "we've architected this correctly," where 30–40% of cloud spend typically gets wasted on unused or misallocated resources.

This post is a quick summary — full breakdown with diagrams and a reference architecture is linked below.

Compute — pick by traffic shape, not habit:

  • Lambda: event-driven, unpredictable traffic, sub-15-minute execution
  • EC2: persistent processes, steady high throughput
  • Fargate: containerized workloads without managing the underlying instances

Database — resist the DynamoDB-by-default urge: RDS (Postgres/MySQL) is the right starting point for most SaaS, eCommerce, and CRM products. DynamoDB earns its place for high-velocity, simple-key-lookup patterns — not as a default relational replacement.

Cost mistakes we see most often:

  1. Instances running 24/7 for traffic that isn't 24/7
  2. No reserved pricing on predictable workloads
  3. Lambda memory mismatched to actual usage
  4. No billing alarms until the invoice arrives
  5. Multi-AZ redundancy on workloads that don't need it

Full guide (compute/database decision criteria, reference architecture, migration notes): https://auraveni.com/blogs/aws-cloud-architecture-startups-guide

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