https://www.infoq.com InfoQ Spark SQL Articles feed https://www.infoq.com/articles/reproducible-ml-iceberg/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Spark+SQL-articles <img src="https://res.infoq.com/articles/reproducible-ml-iceberg/en/headerimage/reproducible-ml-iceberg-header-1753341474504.jpg"/><p>Traditional data lakes are great for storing massive amounts of stuff, but they're terrible at the transactional guarantees and versioning that ML workloads desperately need. Apache Iceberg and SparkSQL bring database-like reliability to your data lake. Time travel, schema evolution, and ACID transactions help support reproducible machine learning experiments.</p> <i>By Anant Kumar</i> Apache Iceberg Spark SQL AI, ML & Data Engineering article Thu, 31 Jul 2025 09:00:00 GMT https://www.infoq.com/articles/reproducible-ml-iceberg/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Spark+SQL-articles Anant Kumar 2025-07-31T09:00:00Z /articles/reproducible-ml-iceberg/en