
Worked on the Netflix-Skunkworks/service-capacity-modeling repository to enhance capacity modeling and pricing coverage for Aurora PostgreSQL. Delivered new instance shape support and integrated Aurora PostgreSQL pricing data, enabling more accurate capacity planning and cost forecasting across RDS and EC2 environments. Leveraged AWS, Python, and JSON manipulation to align database and compute options, supporting unified forecasting and future extensibility. Improved code maintainability by addressing a false pylint warning related to hypothesis-based testing, reducing developer distraction. The work strengthened data-driven decision-making for capacity investments and cost optimization, while maintaining a clear, traceable commit history to support ongoing enhancements and operational flexibility.
December 2025: Expanded capacity modeling and pricing coverage for the Netflix-Skunkworks/service-capacity-modeling repo. Implemented Aurora PostgreSQL pricing data integration, expanded RDS/EC2 coverage, and improved code health by addressing a false pylint warning. These changes enhance pricing accuracy, capacity planning, and developer focus.
December 2025: Expanded capacity modeling and pricing coverage for the Netflix-Skunkworks/service-capacity-modeling repo. Implemented Aurora PostgreSQL pricing data integration, expanded RDS/EC2 coverage, and improved code health by addressing a false pylint warning. These changes enhance pricing accuracy, capacity planning, and developer focus.
Month: 2025-11 — Concise monthly summary focusing on capacity-modeling enhancements for Aurora PostgreSQL and the overall impact on capacity planning and service flexibility.
Month: 2025-11 — Concise monthly summary focusing on capacity-modeling enhancements for Aurora PostgreSQL and the overall impact on capacity planning and service flexibility.

Overview of all repositories you've contributed to across your timeline