- Integration Testing
- Modularising Terraform
	- Ephemeral Environments
- Introduced oTel tracing
    - SLI metrics and alerts
    - aws account notification delivered to slack
- OpenAPI Documentation of Telemetry Information
- IPSec and DirectConnect Deployment
- Reduced cost per device per year from ~$30 to ~$0.89
- stood up self hosted multi cluster monitoring solution
- reduced costs with savings plans and graviton migrations
- secure kafka based integration with hp over privatelink