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Exam Databricks-Certified-Data-Engineer-Associate Topic 3 Question 3 Discussion

Actual exam question for Databricks's Databricks-Certified-Data-Engineer-Associate exam
Question #: 3
Topic #: 3
A data engineer is facing performance bottlenecks in an e-commerce transactions Delta table.
The table is a managed Unity Catalog table, and it uses partitioning and Z-ordering in its data layout scheme. The predictive optimization for Unity Catalog tables is also enabled. The table has a frequently changing query filter, and the data engineer does not observe a benefit of the Data Layout or the Predictive Optimization. How should the data engineer fix the data layout bottlenecks?

Suggested Answer: D Vote an answer

When queries use frequently changing filter conditions, partitioning and Z-ordering lose effectiveness because they rely on fixed columns. The correct solution is to switch to Automatic Liquid Clustering, which dynamically reorganizes data based on observed query patterns, removing the need for manual Z-ordering or static partitioning and resolving the data layout bottleneck.

by Ingram at Jul 17, 2026, 08:09 AM

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