Data Engineer (2.6+ years) — building scalable, production-grade data platforms on Azure and Databricks.
I design and deliver scalable data engineering solutions for analytics and ML. My focus areas are reliable ETL/ELT pipelines, Delta Lake-backed data lakes, PySpark performance tuning, and enterprise data delivery on Azure (ADF, Databricks, ADLS, Fabric). I combine engineering rigor (testing, monitoring, deployment) with a strong emphasis on data quality and cost-efficient architecture.
Key strengths:
- Scalable ETL/ELT (batch and micro-batch) using PySpark and Databricks
- Delta Lake architecture, partitioning, and schema evolution strategies
- Azure ecosystem: Data Factory, Databricks, ADLS Gen2, Fabric
- SQL performance optimization, data modeling (star schema), CDC and incremental loads
- Production ops: CI/CD, monitoring, cost tuning, and observability
- Integrating GenAI & RAG patterns into data workflows (embeddings, vector DBs)
Python • PySpark • SQL • Scala (basics) • Git • Bash
Apache Spark • Databricks • Delta Lake • Parquet • Spark SQL • Structured Streaming
Azure Data Factory • ADLS Gen2 • Azure Databricks • Microsoft Fabric
Data Lake (Bronze/Silver/Gold) • CDC & Incremental Loads • Data Modeling (Fact & Dimension) • ETL Testing • Observability & Instrumentation
Apache Kafka • Structured Streaming • Micro-batch processing • Checkpointing & Exactly-once patterns
Vector DBs • Embeddings • Prompt engineering • RAG pipeline design
- ETL / ELT pipeline design and implementation (PySpark & Databricks)
- Delta Lake design: partitioning, compaction, and schema evolution
- Incremental processing & CDC
- SQL query optimization & Spark performance tuning
- Data validation, reconciliation and testing frameworks
- CI/CD and operationalizing data pipelines
- Databricks Certified: Data Engineer Associate
- Databricks Accreditation - AI Agent Fundamentals
- Microsoft Certified: Fabric Data Engineer Associate
- Microsoft Certified: Azure AI Fundamentals
- Microsoft Certified: GitHub Copilot
- Google Cloud Certified: Generative AI Leader
- Google Cloud Certified: Cloud Digital Leader
- HackerRank Certified: SQL (Advanced)
- Email: takeswapnil8@gmail.com
- LinkedIn: https://linkedin.com/in/swapniltake1/
- Open to Data Engineering roles and consulting
⭐ If you find my work interesting, consider starring my repositories! Thank you for visiting :)


