Senior Machine Learning Engineer – Databricks
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Job Description
Senior Machine Learning Engineer operating Databricks AI Factory products for Muttdata, a data products and machine learning startup. Managing pipelines, deployments, model lifecycles, and production reliability across countries.
Responsibilities:
- Orchestrate production pipelines on Databricks Jobs, chaining tasks via depends_on and managing failure modes (ALL_SUCCESS / ALL_DONE)
- Configure and maintain deployments via Databricks Asset Bundles (DABs), promoting across dev → qa → prd targets, with resource/deployment files per country
- Manage the lifecycle of models and artifacts in MLflow + Unity Catalog, including registration, versioning, Champion/Challenger aliases, and rollback
- Ensure operational continuity by managing compute across workspaces, standardizing cost-monitoring tags (FinOps), and integrating with AIOps/observability
- Master the product end-to-end to diagnose runtime incidents and coordinate with development squads
- Own deployment, job configuration, and end-to-end operation of AI Factory products across countries
Requirements:
- Proven experience orchestrating data/ML pipelines on Databricks (Jobs, Workflows, cluster policies)
- Solid CI/CD experience (Azure DevOps, gitflow, PRs)
- Infrastructure as code with Databricks Asset Bundles (DABs)
- Code quality standards: black, isort, mypy
- Advanced Python
- SQL
- Delta / Unity Catalog
- Experience with multi-country schemas, drift/cost monitoring, and deployment automation is nice to have
- Experience developing AI agents / agentic infrastructure (e.g. Mosaic AI Agent Framework, agent orchestration, MCP) is nice to have
- Currently based in Mexico or a location within a similar time zone, allowing for strong overlap with Mexico working hours is nice to have
Benefits:
- Remote-first culture – work from anywhere
- AWS, DBT, Google Cloud, Azure & Databricks certifications fully covered
- Birthday off + an extra vacation week (Mutt Week! 🏖️)
- Referral bonuses
- Maslow: Monthly credits to spend in our benefits marketplace
- Annual Mutters' Trip – an unforgettable getaway with the team
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