(Candidate needs to be located or relocate to Querétaro, CDMX, Guadalajara or Monterrey, it will be requested to attend office at least 3 day per week)
Job summary:
Technical Skills
DAB-based CI/CD standard wired into GitHub Actions, documented and repeatable
ABAC enforcement pattern built into Unity Catalog at the platform layer
MLOps path to production: MLflow registry, model serving, monitoring, rollback
Databricks AI Gateway config: rate limiting, audit logging, endpoint governance
Genie/Mosaic integration: metric views in Unity Catalog, extensible by the team
Runbook per pattern: operable by a senior engineer without prior context
Must-have
Databricks enterprise production: Delta Lake, DLT, Lakeflow, DABs. Real tenure, not coursework. Unity Catalog ABAC: the differentiator. ABAC design, column-level lineage, row filters, or dynamic views for access enforcement. RBAC-only is a no.
MLOps in production: MLflow, model registry, serving, monitoring, rollback. Must cite a rollback executed.
DevOps core: GitHub Actions or Azure DevOps, Terraform, environment promotion,



secrets management.
Azure depth: IAM, networking, RBAC at Azure layer and how it composes with Unity Catalog.
Nice-to-Have Experience
Databricks AI Gateway, MCP, agent/LLM serving
Genie or Mosaic AI against a governed semantic layer
Informatica, Synapse, or legacy warehouse migration
System tables, cost attribution, FinOps guardrails
Major Medical Insurance
Life Insurance
Grocery Vouchers
Christmas Bonus
Vacation days according to Mexican labor law
Profit Sharing (PTU)
Tata Consultancy Services is an equal opportunity employer, our commitment to diversity & inclusion drives our efforts to provide equal opportunity to all candidates who meet our required knowledge & competency needs, irrespective of any socio-economic background, race, color, national origin, religion, sex, gender identity/expression, age, marital status, disability, sexual orientation or any others. We encourage anyone interested to bui

📌 Machine Learning Operations Engineer (Estado de México)
🏢 Tata Consultancy Services
📍 Estado de México