Iceberg Lakehouse Architecture: Adapting for High-Scale Streaming Data

Apache Iceberg and lakehouse architectures are rapidly gaining popularity. While implementing Iceberg for some use cases is straightforward, adapting it for large-scale streaming data requires advanced configuration and expertise.

Read this technical paper to understand the adaptations needed to optimize Iceberg for high-scale streaming data, addressing key challenges and performance improvements.

Some of the topics covered include:

  • Merge-On-Read Paradigm: How Iceberg’s native support for Merge-On-Read (MoR) tackles the small files problem and enhances data update performance.
  • Efficient Data Deletes: Techniques for applying equality deletes in streaming data scenarios to reduce file scan overhead and improve query efficiency.
  • Query Engine Optimizations: Approaches for handling frequent updates and minimizing I/O operations in streaming environments.
  • Streaming Updates API: Insights into the new API designed to commit multiple data updates efficiently, reducing overhead and improving overall system performance.
  • And more...

Download Whitepaper

This whitepaper serves as a comprehensive resource for those looking to leverage Apache Iceberg in their data engineering and machine learning applications.

Who should read this guide?

  • Data Engineers and Data Architects: Professionals focused on designing and optimizing data pipelines and storage solutions will find valuable insights into implementing Apache Iceberg to manage large-scale data efficiently.
  • Technical Managers and CTOs: Decision-makers responsible for choosing technologies and planning data strategies will gain insights into the advantages of Iceberg over traditional data management solutions, supporting informed technology selection and investment.
  • Database Administrators and Developers: Those managing and developing database systems can learn about Iceberg's approach to solving common issues related to data consistency, performance, and schema management.
apache iceberg perform joins


All Templates

Explore our expert-made templates & start with the right one for you.