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Make Your Queries 10x Faster with GBase 8a Rough Index
How-ToMachine Learning

Make Your Queries 10x Faster with GBase 8a Rough Index

via Dev.toMichael3h ago

When working with big data analytics in GBase 8a, you’ve probably noticed something strange: the same SQL query can be incredibly fast sometimes, yet painfully slow at others. The key difference often comes down to whether you’re leveraging Rough Index — a lightweight indexing mechanism built into the GBase 8a columnar storage engine. In this article, I’ll walk you through what Rough Index is, how it works, and how to use it effectively to dramatically speed up your queries. What Is Rough Index? Rough Index (RI) is a block‑level index that doesn’t store exact row positions like a B‑Tree. Instead, for each data block (typically 64KB or 128KB), it records the minimum and maximum values of a column within that block. Example: Suppose the amount column in an orders table is split into 1,000 blocks. Rough Index might store: Block 1: min=10, max=500 Block 2: min=501, max=1200 Block 3: min=1201, max=2500 … Now when you run a query like WHERE amount > 2000, the GBase 8a optimizer scans the Rou

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