Cole Koester

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Software engineer with 5 years building production distributed systems and ML infrastructure at scale. Experienced in load balancing, service mesh operations, and data pipeline optimization. Track record of zero-downtime migrations and cost reduction while maintaining strict availability SLAs.

Lyft Inc.

New York, NY

Software Engineer, Production Infrastructure \& Marketplace Forecasting, 11/2021 - Present

Zone Aware Routing: Improved intra availability zone routing with ROI of $2 million.

Demand Forecasting Improvements: Scaled ML pipeline to support 30x increase in model granularity for marketplace pricing.

No More Yaml (NoMoYa): Decreased time-to-deploy networking settings from 15 minutes to less than 30 seconds.

Control Plane Backend Sharding: Collaborated with tech lead to simplify endpoint discovery.

Operations \& Leadership

iManage LLC

Chicago, IL

Software Engineer, API, 11/2019 - 08/2021

IP Whitelisting and Subdomains: Implemented requirements with ROI of $1.8 M / Year.

API Gateway: Deployed new API gateway edge proxy serving 30M requests / day with a 99.95% success rate SLA.

Competencies