
Worked on backend and cloud infrastructure projects, delivering targeted improvements to both the apache/cassandra and Netflix-Skunkworks/service-capacity-modeling repositories. Developed new CQL functions in Java for Cassandra, enabling efficient byte-length and UTF-8 code unit length calculations directly in queries, which reduced data transfer and improved analytics performance. Enhanced AWS capacity modeling pipelines in Python, integrating new EC2 instance types and refining pricing models to improve cost optimization and forecasting accuracy. Collaborated closely with maintainers, implemented robust testing, and focused on performance optimization, data modeling, and SQL functions to ensure reliable, scalable solutions for database and cloud resource management.
June 2026 performance summary for Netflix-Skunkworks/service-capacity-modeling: Delivered two high-impact updates to the AWS capacity modeling pipeline, improving pricing fidelity, cost awareness, and forecasting reliability. Key work included enabling new EC2 shapes in the Savings Plans pricing model with updated baselines for Kafka and Evcache, and strengthening capacity metrics accuracy across instance families with corrections for i7i/i7ie and p6, plus tests updated to reflect new shapes. These changes reduce pricing gaps, improve capacity planning accuracy, and enable more cost-efficient deployments.
June 2026 performance summary for Netflix-Skunkworks/service-capacity-modeling: Delivered two high-impact updates to the AWS capacity modeling pipeline, improving pricing fidelity, cost awareness, and forecasting reliability. Key work included enabling new EC2 shapes in the Savings Plans pricing model with updated baselines for Kafka and Evcache, and strengthening capacity metrics accuracy across instance families with corrections for i7i/i7ie and p6, plus tests updated to reflect new shapes. These changes reduce pricing gaps, improve capacity planning accuracy, and enable more cost-efficient deployments.
November 2024 (2024-11) monthly summary for apache/cassandra. Delivered a feature that enhances query capabilities and efficiency: CQL now supports octet_length and length functions, enabling byte-length and UTF-8 code unit length calculations directly in queries without fetching full data. This reduces data transfer and speeds up analytics that rely on string and binary data lengths. Collaboration with repo maintainers ensured alignment with Cassandra’s query engine, testing, and release processes.
November 2024 (2024-11) monthly summary for apache/cassandra. Delivered a feature that enhances query capabilities and efficiency: CQL now supports octet_length and length functions, enabling byte-length and UTF-8 code unit length calculations directly in queries without fetching full data. This reduces data transfer and speeds up analytics that rely on string and binary data lengths. Collaboration with repo maintainers ensured alignment with Cassandra’s query engine, testing, and release processes.

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