Quick overview
Job description
Job Summary
We are seeking a Senior Data Engineer with 8+ years of experience to maintain, support, and enhance production data pipelines on Databricks. This role combines day-to-day production support — monitoring jobs, debugging failures, performance tuning — with core data engineering work such as designing scalable ETL/ELT processes, building data models, and integrating new data sources. You’ll work directly with business and technical stakeholders, so strong communication and client-facing skills are essential.
Key Responsibilities
- Own production support for Databricks Jobs/Workflows, Delta Live Tables, and scheduled notebooks; monitor runs, triage failures, perform root-cause analysis, and implement permanent fixes
- Design, develop, and maintain ETL/ELT pipelines using PySpark, Spark SQL, and Python to ingest, transform, and deliver data from diverse sources (databases, APIs, flat files, SFTP, cloud storage)
- Debug complex data issues across Spark, Delta Lake, SQL, and upstream systems; manage reprocessing, backfills, and data reconciliation
- Optimize pipeline performance and cost: cluster configuration, partitioning, Z-ordering, caching, query tuning, and job scheduling
- Write and maintain Unix/Linux shell scripts for file handling, job automation, and operational utilities
- Develop and tune complex SQL for data transformation and validation; build and maintain data models (star/snowflake, Delta Lakehouse bronze/silver/gold layers)
- Manage Unity Catalog objects, access controls, and data lineage; support schema evolution and governance standards
- Implement data-quality checks, logging, monitoring, and alerting; create runbooks and documentation for recurring operational scenarios
- Support CI/CD and release processes using Git, Databricks Repos, Databricks Asset Bundles, and/or Terraform
- Partner with analysts, data scientists, and client stakeholders to gather requirements, communicate issue status and ETAs, and deliver enhancements
- Mentor junior engineers and contribute to engineering standards and best practices
- Participate in on-call rotation for critical pipelines as needed
Required Qualifications
- 8+ years of data engineering experience in enterprise environments, including 3+ years hands-on with Databricks
- Expert-level PySpark and SQL; deep understanding of Spark internals, partitioning, shuffles, and performance tuning
- Strong Python programming skills for data processing, automation, and utilities
- Proven experience supporting production pipelines: orchestration, failure handling, retries, backfills, and incident resolution with SLAs
- Solid Unix/Linux skills including shell scripting (bash) and command-line troubleshooting
- Hands-on experience with Delta Lake, Unity Catalog, Databricks Workflows, and Auto Loader
- Experience with at least one major cloud (Azure, AWS, or Google Cloud Platform) and its storage/compute services
- Proficiency with Git and CI/CD practices
- Strong client-facing communication skills; able to work independently in a remote environment
Preferred Qualifications
- Databricks Certified Data Engineer (Associate or Professional)
- Healthcare data experience (claims, clinical, EHR, HL7/FHIR, or HR/workforce data)
- Experience with dbt, Airflow, Azure Data Factory, or similar orchestration tools
- Infrastructure-as-code experience (Terraform, Databricks Asset Bundles)
- Familiarity with data-quality frameworks (Great Expectations or similar)
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