
Data Engineer with 5+ years of experience in designing and developing scalable ETL pipelines using PySpark, Apache Spark, Python, SQL, Kafka and AWS. Experienced in processing large-scale structured and semi-structured data, building cloud-based data pipelines, implementing data modeling techniques, performing SQL-based data validation, Spark optimization, and supporting production data platforms. Skilled in collaborating with business stakeholders and cross-functional teams to deliver reliable and scalable data solutions.
• Designed and developed PySpark ETL pipelines to process connected vehicle telemetry data
• Worked with Honda engineering teams to process and transform large-scale connected vehicle telemetry data using PySpark, Kafka, AWS EMR and Snowflake
• Implemented Bronze (JSON), Silver (Parquet) and Gold (business-ready) data architecture on Amazon S3
• Worked with Kafka for streaming ingestion and Spark on AWS EMR for distributed processing
• Developed curated analytical datasets that were consumed by downstream analytics and data science teams for model training, validation, and predictive analysis. Collaborated with business stakeholders to ensure the datasets met reporting and analytical requirements
• Developed a robust source-to-target validation framework using SQL and PySpark to ensure data completeness, consistency, and integrity across Bronze, Silver, and Gold layers, achieving over 99.9% validation accuracy before business consumption
• Worked with AWS IAM roles for secure integration between Amazon S3 and Snowflake
• Collaborated with Business, QA and Analytics teams to deliver production-ready datasets
• Provided production support, root cause analysis and ETL enhancements
• Led a team of 5 engineers for approximately 3 months
Digital Payments Data Lake & Analytics Platform | DATABRICKS
Designed and implemented a cloud-based data lake solution using Databricks and Delta Lake to ingest, transform, and analyze large-scale digital payment transactions through a Medallion Architecture.
Recognized for outstanding performance, quality delivery, and contribution to client projects.