Srikumar Subramanian
@srikumarsubramanian
Senior Data Engineer specializing in scalable ETL, Databricks, and cloud pipelines.
What I'm looking for
I am a Senior Data Engineer with 7+ years designing scalable distributed data pipelines across Databricks, PySpark, AWS, and Azure for Banking, Finance, Pharma, and Retail digital products.
I have architected and orchestrated 100+ production pipelines, built CI/CD-enabled ETL frameworks using GitLab CI, and implemented robust data quality guardrails with Pydantic and Medallion architectures to improve resilience and RCA.
My hands-on achievements include processing 2TB+ daily transactions, implementing Databricks Auto Loader and Spark Structured Streaming, automating ingestion with AWS Lambda and Step Functions, and tuning Delta Lake performance with Z-ordering, bucketing, and partitioning.
I partner effectively with analytics and ML teams to deliver KPI dashboards and predictive pipelines, and I focus on automation, observability, and secure, high-availability data platforms.
Experience
Work history, roles, and key accomplishments
Designed end-to-end ETL pipelines processing 2TB+ daily transactions using Databricks, PySpark, Airflow and AWS, and implemented CI/CD and data quality modules to improve ETL resilience and near real-time availability.
Senior Data Engineer
PwC AC
Aug 2022 - Jan 2025 (2 years 5 months)
Built reporting and compliance solutions for pharma using SnapLogic, SQL Server and Databricks, developed Delta Lake transformations and optimization techniques to accelerate analytics and ensure schema consistency.
Built ETL modules in BigQuery and dashboards in Data Studio to detect spam/illegal listings, collaborating with ML teams to improve fraud detection by ~15% via data pipelines and DQ checks.
Delivered real-time Power BI dashboards for operational insights and fraud detection, built a Python data-masking tool processing 1.5M+ records daily that reduced third-party costs and streamlined reporting.
Education
Degrees, certifications, and relevant coursework
Anna University
Bachelor of Engineering, Engineering
Completed a Bachelor of Engineering from Anna University in Coimbatore, India, graduating in 2017.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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