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Senior Machine Learning Data Engineer (DataOps)

Google X· Software Engineering
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Mountain View, CA$164k - $261kfull-timePosted 2mo ago

About the role

Senior Machine Learning Data Engineer (DataOps) to build and unify the data infrastructure powering model training pipelines, consolidating fragmented data sources into a cohesive, high-quality data foundation, with automated ingestion, data quality validation, and dataset versioning.

Responsibilities

  • Architect and build automated ETL (Extract, Transform, Load) and ELT (Extract, Load, Transform) data pipelines to aggregate, clean, and harmonize data from disparate sources, databases, and operational ingestion flows.
  • Implement DataOps practices, including data quality monitoring, automated schema validation, and anomaly detection to catch corrupt or mislabeled data early.
  • Standardize and integrate third-party annotation workflows and remote labeling feeds into unified datasets ready for model training.
  • Design and maintain dataset versioning and storage systems to allow reproducible machine learning experiments and seamless data retrieval.
  • Collaborate with machine learning engineers and operations teams to translate raw material, form factor, and sensor metadata into structured training features.

Qualifications

  • Degree in Computer Science, Data Engineering, Software Engineering, or a related technical field.
  • 5+ years experience building scalable data pipelines, managing relational and non-relational databases, and unifying fragmented data storage systems.
  • Expertise in Python and data manipulation libraries (e.g., Pandas, NumPy, or SQL).
  • Practical experience implementing automated data validation, quality control frameworks, and dataset versioning practices.
  • Hands-on experience structuring datasets specifically for machine learning workflows, including handling annotations, metadata tracking, and training set curation.

Skills

Required:ETL/ELT pipeline designData quality monitoringDataset versioningPythonML data lifecycle
Last updated Oct 22, 2026. Interested? Apply on the company site.
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