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ToptalData

Senior Data/ML Engineer - Databricks Forecasting Platform Remote

Remote (North America preferred, open to global remote with North American hours)Posted today

We're looking for a Senior Data/ML Engineer to refactor, operationalize, and improve an existing time series forecasting platform that's already live and driving real business value. This role focuses on modernizing a Databricks-based system, reducing technical debt, and enhancing testing, observability, and reliability.

Location: Remote (North America preferred, open to global remote with North American hours)

Responsibilities

  • Review the current forecasting platform architecture and identify areas for improvement
  • Refactor existing Databricks, Python, and PySpark implementations
  • Move business logic out of Databricks notebooks and into reusable Python modules or packages
  • Improve separation of concerns between orchestration and core business logic
  • Establish stronger engineering standards and define quality benchmarks for the platform
  • Implement or improve automated testing practices and validation mechanisms for forecasting workflows
  • Build or improve monitoring and observability, increasing visibility into how predictions are generated
  • Help monitor model behavior and operational health over time
  • Improve reliability of scheduled training workflows, reducing manual intervention on failure
  • Improve failure handling, retries, and overall workflow resilience
  • Maintain and extend existing forecasting capabilities as needed

Requirements

  • Strong professional experience with Databricks, including workspaces, notebooks, scheduled workflows, and CI/CD processes
  • Strong Python engineering experience, including designing reusable modules or packages
  • Strong PySpark experience with production data pipelines or distributed data processing
  • Experience refactoring production code and improving maintainability
  • Familiarity with time series forecasting concepts and workflows
  • Ability to understand and work effectively within an existing, unfamiliar codebase
  • Experience improving software quality, testing strategy, and engineering standards
  • Experience implementing automated testing practices
  • Experience improving monitoring, observability, or operational visibility for production systems
  • Strong judgment around technical debt, refactoring priorities, and maintainable architecture
  • Ability to work with existing systems rather than only building from scratch

Location

Remote (North America preferred, open to global remote with North American hours)

Category

Data

Company

Toptal

Source

weworkremotely

Posted

today

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