Every build below breaks down the same way: what it's built with, how it's structured, and how it ships.
A Streamlit dashboard that processes a real-world dataset — Kenyan market trends — hosted end to end on AWS.
Amazon EC2A nightly batch job pulls source data into S3; Streamlit reads the processed parquet files and renders interactive views.
Containerized with Docker, deployed to an EC2 instance behind Nginx, monitored with CloudWatch.
A Next.js + FastAPI application that runs a machine learning model to surface insights for its users.
FastAPI serves model predictions behind a REST API; the Next.js App Router renders results with server components.
API shipped as a container image on AWS Lambda; frontend deployed separately with CI on every push to main.
A GitHub repository of AWS CloudFormation and Terraform scripts that stand up a secure, scalable data environment.
AWS CloudFormation
Amazon VPC
AWS IAMModular Terraform stacks provision a VPC, private subnets and IAM roles scoped to least privilege for data workloads.
Applied through GitHub Actions with a plan → approve → apply pipeline; state stored remotely in an encrypted S3 backend.
