Big Data Technology Tribe

Oct 18, 2025 · Databases

How Adaptive Structural Encoding Boosts Random Access in Columnar Storage

This article examines how adaptive structural encoding in columnar formats like Lance dramatically improves random‑access performance on NVMe storage, compares it with Apache Parquet and Arrow, and discusses the trade‑offs between scan speed, memory usage, and compression.