SERVERLESS DATA & ML PIPELINES
The client experienced high cost for development, deployment and, most importantly, operation of the data platform including Data Lake, Ingestion and ML Pipelines. The pipelines were mostly running in EC2 instances, which led to the increased cost of operations and required a significant amount of time to deploy and test pipelines in lower environments.
[CICD] SERVERLESS DEPLOYMENT AUTOMATION
The client experienced the need to automate and unify the deployment process of serverless applications on AWS Lambda. The customer faced a few inconveniences during manual deployment such as different environment setup during deployment process (versions of Serverless, Python, Node, etc. are inconsistent) and no way to control environment changes in one place.