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Z-Ordering VS Liquid Clustering

ManojSampath
New Contributor II

Hi everyone,

I recently published a technical blog on Z-Ordering vs Liquid Clustering in Delta Lake, covering the internals of both techniques in detail.

Rather than focusing only on the syntax, the blog goes deeper into:

 The origin of Z-Ordering โ€” tracing back to Morton's space-filling curve from 1966
 How bit interleaving works and how Z-values are computed
 Why Z-Ordering degrades over time on live, continuously loaded tables
 How Liquid Clustering addresses this using the Hilbert Curve
 What CLUSTER BY AUTO does internally โ€” query pattern tracking and frequency scoring
 Why partitioning and Liquid Clustering are incompatible per the official documentation
 Practical recommendations from real Supply Chain ATP implementations

The blog is built around a Supply Chain Available to Promise scenario to keep the concepts grounded in a real-world context.

Would appreciate any feedback or thoughts from the community.

https://medium.com/@pmanoj0104/z-ordering-vs-liquid-clustering-a79a12ad0038

 

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