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2 GoKawiil briefs on this topic

Developer rebuilds stock analytics tool, migrating from InnoDB OLTP to Iceberg OLAP stack

A developer who originally built a stock analysis repository on MySQL's InnoDB storage engine rewrote it to run on an OLAP lakehouse stack built around Apache Iceberg. The author explains that the switch was driven by a single optimization available in the OLAP approach, but required learning the internals of lakehouse architecture to actually exploit it. The piece breaks down InnoDB's core mechanics—row storage layout, indexing tradeoffs, and MVCC via undo logs—as the baseline being replaced.

SpacetimeDB explains its approach to database scalability across compute, storage and networking

The database maker Spacetime published a detailed breakdown of how it handles scaling, arguing that scalability splits into three separate dimensions: compute, storage, and networking. It says horizontally scalable storage is coming October 31, 2026, while networking and computation cannot always be scaled horizontally, especially for OLTP workloads with contending transactions.