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Joseph Lynch

PROFILE

Joseph Lynch

Joseph Lee developed and enhanced capacity modeling tools for the Netflix-Skunkworks/service-capacity-modeling repository over a two-month period, focusing on automation, scalability, and robust data handling. He built the Auto-shape CLI to generate AWS EC2 instance shapes, templating base instances against reference families to streamline hardware projections. Leveraging Python, YAML, and AWS EC2, Joseph normalized instance data models and introduced multi-file hardware shape support, improving consistency and scalability in capacity planning. He also automated PyPI publishing and integrated a Buffers framework for managing compute, storage, and memory headroom, resulting in more reliable forecasting and reduced manual intervention in deployment workflows.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

17Total
Bugs
0
Commits
17
Features
4
Lines of code
5,672
Activity Months2

Your Network

118 people

Work History

February 2025

15 Commits • 3 Features

Feb 1, 2025

February 2025 — Netflix-Skunkworks/service-capacity-modeling: Focused on release automation, capacity modeling robustness, and scalable data handling to accelerate deployment, improve forecasting, and reduce manual toil. Key outcomes included automated PyPI publishing, enhanced hardware shape data handling, and a new Buffers framework integrated into capacity calculations.

January 2025

2 Commits • 1 Features

Jan 1, 2025

January 2025: Delivered automated EC2 instance shape generation via the Auto-shape CLI, expanded the capacity-modeling groundwork, and strengthened the Instance data model to support normalized sizes and merged configurations. These changes enable consistent, scalable capacity projections and faster decision-making for capacity planning.

Activity

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Quality Metrics

Correctness89.4%
Maintainability88.2%
Architecture88.8%
Performance81.2%
AI Usage20.0%

Skills & Technologies

Programming Languages

MarkdownPythonYAML

Technical Skills

API DesignAWSAWS EC2AutomationBackend DevelopmentBoto3Build AutomationBuild ConfigurationCI/CDCLI DevelopmentCapacity PlanningCloud ComputingCommand-line Interface (CLI)Data ModelingDocumentation

Repositories Contributed To

1 repo

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

Netflix-Skunkworks/service-capacity-modeling

Jan 2025 Feb 2025
2 Months active

Languages Used

PythonMarkdownYAML

Technical Skills

AWS EC2CLI DevelopmentCapacity PlanningCloud ComputingData ModelingInfrastructure as Code