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Data Engineering

Modern Data Lakehouse: Delta Lake vs Apache Iceberg

Shanthababu Pandian, PhD
February 14, 2026
9 min read
Modern Data Lakehouse: Delta Lake vs Apache Iceberg

Compare the two leading open table formats for data lakehouses. We analyse ACID transactions, time travel, schema evolution, and integration with Spark, Trino, and DuckDB for cost-effective analytics.

Introduction

In this article, we explore the key concepts and practical applications of modern data lakehouse: delta lake vs apache iceberg. Whether you're a seasoned developer or just getting started, this guide will provide valuable insights.

Key Takeaways

  • Understanding the fundamentals and core principles
  • Best practices for production environments
  • Performance optimisation techniques
  • Common pitfalls and how to avoid them
  • Real-world implementation examples

Conclusion

We hope this article has provided you with a solid foundation for understanding and implementing these concepts in your own projects. Stay tuned for more technical deep-dives from the Datapin team.

Shanthababu Pandian, PhD

Co-Founder & Chief Data Scientist at Datapin

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