May 9, 2024 · Big Data

How RoaringBitmap Supercharged Lazada’s Selection Platform and Cut Processing Time by 99%

This article explains how Lazada’s internal selection platform leveraged Hologres and the RoaringBitmap compression algorithm to dramatically reduce storage costs, accelerate set operations, and break the 200,000‑item pool limit, achieving up to a 99% speed improvement in scheduling.

Big DataBitmap CompressionHologres

0 likes · 16 min read

How RoaringBitmap Supercharged Lazada’s Selection Platform and Cut Processing Time by 99%

Bilibili Tech

Sep 30, 2022 · Big Data

From BitMap to RoaringBitmap: Principles, Performance, and Big Data Applications

RoaringBitmap improves traditional BitMap by lazily allocating four container types, compressing sparse data, and dynamically switching between array, bitmap, and run containers, enabling fast exact set operations that power big‑data systems such as Kylin, ClickHouse, and B‑Station’s user‑visit and crowd‑package pipelines, dramatically reducing memory use and processing latency.

Big DataBitmap CompressionData Structures

0 likes · 16 min read

From BitMap to RoaringBitmap: Principles, Performance, and Big Data Applications