Case Studies

Architecture and Delivery Deep Dives

Representative engineering work with emphasis on architecture choices, production constraints, and measurable business outcomes.

March 2026AWS LambdaContract TestingCI/CD

Zero-Incident CI/CD for a Privileged Access Server Fleet

Modernized the delivery pipeline for an internal Linux server management application monitoring elevated-access privileges across roughly 400 US and UK servers, moving from manual releases to a fully automated, contract-tested pipeline.

Cut vulnerability remediation effort from ~15 developer-days per month to ~2, while sustaining zero production incidents across 6 months of multiple-times-per-week deployments.

December 2025KubernetesAzureAPI DesignData Pipelines

GrowthHub: Enterprise Competency Scoring Engine

Built a new competency-scoring platform from scratch that generates personalized skill profiles and growth plans for 7,000 employees across five external assessment vendors and internal performance data.

Launched to 7,000 employees, generating 1,177 custom growth plans and 768 SkillUp badges.

October 2022PythonGraph Visualization

Graph-Based Relationship Visualization

Built new graph processing and rendering flow so users could visualize their data connections within their family trees.

Cut graph render latency by ~40% and improved customer engagement for complex dataset exploration.

May 2022AzureTwilioChatbots

Event-Driven Customer Engagement Chat Application

Built a resilient chatbot that improved customer engagement while handling unpredictable demand.

Reduced time-to-value by ~35% (first completed story) and improved completion rate by ~28% (draft -> publish) on customer story creation.

April 2021ArchitectureDistributed SystemsCUDA

High-Performance Clustering Engine

Engineered a benchmarked multi-backend clustering pipeline to raise throughput on high-volume datasets.

Benchmarked parallel implementations and achieved multi-fold throughput gains for million-point datasets.

Last updated: July 11, 2026