Serverless Architecture
Building a Cloud-Native Platform From Scratch
Fitness Technology Platform
- Industry
- Fitness Tech
- Stage
- Early Stage
- Team size
- 3-5 engineers
- Duration
- 6 months
Situation
The product needed scalable, low-overhead cloud infrastructure and a clean API surface, built from scratch.
Challenge
- No existing infrastructure to build on
- Limited budget for dedicated operations
- No API standards across the product
- Needed to scale with demand from day one without heavy ops overhead
Approach
The build prioritized serverless infrastructure and API conventions from the start, so the small team wouldn’t inherit an operations burden as the product grew.
What We Changed
Infrastructure
Designed cloud-native serverless infrastructure on AWS.
API Standards
Established a consistent API surface across the product.
Delivery
Set up continuous delivery so deploys shipped without downtime.
Key Takeaways
- Serverless-first kept operational overhead low for a small team
- API standards set early paid off as the product surface grew
- Continuous delivery from day one meant zero-downtime deploys were the default, not an afterthought
Looking Ahead
The platform scales with demand automatically, leaving the team free to focus on product instead of infrastructure.
Zero
downtime deploys
Serverless
AWS infrastructure
Standardized
API surface