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@andyfields
Senior Data Engineer specializing in scalable ETL, real-time analytics, and data platform reliability.
I am a Senior Data Engineer with 10+ years of experience designing and optimizing large-scale data pipelines for e-commerce, retail, and tech organizations. I build high-performance ETL workflows using AWS, Trino, Spark, and Hive, implement governance and metadata solutions, and deliver reusable dashboards and reliable data products that enable faster business decisions.
I lead and mentor engineering teams, streamline data discovery with tools like Amundsen, and drive improvements in data quality, performance, and operational efficiency. I thrive on solving complex data problems, aligning technical solutions with business goals, and fostering cross-functional collaboration to deliver measurable impact.
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Work history, roles, and key accomplishments
Lyft, Inc
Oct 2021 - Oct 2025 (4 years)
Built and optimized scalable ETL pipelines and orchestration for near-real-time ride-sharing analytics, reducing data ingestion time and improving pipeline reliability across high-traffic operations.
Zaloni
Jan 2015 - Jul 2018 (3 years 6 months)
Built and maintained an enterprise data lake for The Gap using Spark and Hive, automating ingestion and enhancing metadata governance to support real-time inventory and customer analytics.
Degrees, certifications, and relevant coursework
Bachelor of Science, Computer Science
2010 - 2014
Completed a Bachelor of Science in Computer Science with coursework in algorithms, systems, and software engineering from August 2010 to December 2014.
Software and tools used professionally
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