Understanding the Medallion Architecture: Bronze, Silver, Gold
A deep dive into the Medallion architecture pattern used in modern data lakehouses, with practical implementation examples using Databricks and Delta Lake.
Read Article →Hello, my name is
Senior Data Engineer with 7+ years of experience designing, building, and optimizing data pipelines across healthcare and banking sectors. Currently architecting modern data platforms with Databricks, Azure, and Delta Lake.
I'm a data engineer who thrives on transforming raw, chaotic data into reliable, high-performance systems. My journey started in 2018 with banking data migrations, where I learned the critical importance of data integrity during high-stakes system transitions.
Over the years, I've evolved from migration projects to building end-to-end data platforms. At Abacus Insights, I led the migration of healthcare data to the Databricks Medallion architecture for BCBSMA, managing complex Master Data Management initiatives that enhanced data governance across the organization.
Currently at Insight Workshop, I architect modern data platforms using Azure Data Lake, Databricks, and Delta Lake -- building resilient ETL/ELT pipelines with CDC-based ingestion, schema evolution, and comprehensive data quality frameworks.
Beyond engineering, I'm passionate about mentoring. I've trained and guided junior engineers, helping them grow into confident data professionals. I believe the best data systems are built by strong, well-supported teams.
2025 - Present
2022 - 2025
2020 - 2022
2018 - 2020
Featured Project
Led the migration of BCBSMA's healthcare data to a modern Databricks Medallion architecture. Designed Bronze/Silver/Gold layer pipelines with CDC-based ingestion, enabling real-time data processing and improving query performance by 30%.
Featured Project
Built an end-to-end data pipeline from client sources (Fonepay, eSewa) to eXtenso's data warehouse. Designed dimensional models for reporting that tripled report delivery and improved report generation efficiency by 5x.
Featured Project
Led data migration during Finacle banking system implementations and bank mergers. Managed complex ETL processes for data merging across multiple banking institutions including Global IME Bank, Janata Bank, Kumari Bank, and Citizen International Bank.
Featured Project
Architecting a modern cloud-native data platform with Azure Data Lake as the storage foundation, Databricks Lakeflow for orchestration, and Delta Lake for ACID-compliant storage. Features Unity Catalog for governance, CDC pipelines, and CI/CD-integrated workflows.
Softwerica College of Ecommerce (Coventry University, UK)
2025
New Summit College
2018
Thoughts on data engineering, architecture patterns, and lessons from the field.
A deep dive into the Medallion architecture pattern used in modern data lakehouses, with practical implementation examples using Databricks and Delta Lake.
Read Article →How to implement Change Data Capture pipelines using Databricks DLT, with schema evolution and data quality checks for production-grade workflows.
Read Article →Key lessons and strategies from leading data migration projects across multiple banks, covering ETL design, data reconciliation, and stakeholder management.
Read Article →Practical techniques for optimizing SQL queries in data-heavy environments, including indexing strategies, query planning, and partition pruning in Databricks.
Read Article →How to implement fine-grained access control, data lineage tracking, and governance policies using Databricks Unity Catalog in enterprise environments.
Read Article →Navigating the complexities of MDM in healthcare data -- from patient record matching and deduplication to building a single source of truth across systems.
Read Article →I'm always open to discussing data engineering challenges, architecture design, or potential collaboration opportunities. Whether you have a project in mind or just want to connect, feel free to reach out.