Work / Cloud Cost and Performance Audit

Cloud Cost and Performance Audit

Cost AnalysisUnit EconomicsStakeholder Alignment
Role
Led analysis, partnered on implementation
Timeline
SWE 2 period, 2022 to 2024
Team
PMs, engineers, engineering leaders
Stack
Kubernetes · AWS · Grafana · Tableau
TL;DR · A structured review of microservices deployments surfaced roughly $3M in annual run-rate savings. I led the analysis across Grafana and Tableau dashboards, then partnered with product managers and engineering leaders to prioritize and implement the changes, improving throughput and processing speed by 50% along the way.

The problem

Cloud-hosted microservices were quietly expensive, and nobody owned the question of why.

The approach

I reviewed the microservices-based deployments to identify performance and cost bottlenecks, leading the analysis across the team's Grafana and Tableau dashboards and independently surfacing where the money was going. Then came the alignment work: partnering with product managers, engineers, and engineering leaders to prioritize the fixes, and implementing architectural and configuration optimizations.

The outcome

  • Roughly $3M in annual savings.
  • A 50% increase in throughput and processing speed.

Why it matters

This is the most consulting-shaped work I did at HERE: a structured audit, a quantified case, stakeholder buy-in, and implementation follow-through. The number held up because the diagnosis did.

All work