Noos
PT EN
RAN-DBDEA-00096
Ranvier · DBDEA

Exam DBDEA Topics: troubleshooting Difficulty: easy

A small platform team schedules dozens of manual Lakeflow Jobs to run OPTIMIZE and VACUUM on Unity Catalog managed Delta tables. Runs get skipped whenever the on-call rotation changes, and table performance decays unpredictably. They have heard that Databricks can handle this maintenance automatically. What does predictive optimization provide?

Options (Reading Mode) Click to filter discussion →
  1. A. It forecasts query workloads and pre-materializes the most frequent gold-layer joins as streaming tables
  2. B. Databricks runs OPTIMIZE and VACUUM automatically on UC managed tables based on usage patterns
  3. C. It predicts cluster node failures and pre-emptively migrates jobs to healthy workers
  4. D. It analyzes table growth trends and emails capacity recommendations to the data engineering team
Reveal answer

Correct answer: Databricks runs OPTIMIZE and VACUUM automatically on UC managed tables based on usage patterns

Reference: https://docs.databricks.com/aws/en/optimizations/predictive-optimization

02 — The Myelin Layer · Canonical Discussion

Where the exam tries to trick you — and how those who passed solved it.

0 Passed

contributed to this question

Answer Distractor Matrix Click an option to filter or open its dissection.
✦ Consolidated Synthesis (Wiki) rev. #1 (baseline) · CC BY-SA 4.0
Start synthesis for this question →

No community synthesis consolidated for this question yet. Below is the verifiable official starting point — if you passed the exam, open the option dissection.

Official Answer (B): Databricks runs OPTIMIZE and VACUUM automatically on UC managed tables based on usage patterns

Ranvier · DBDEA

Contribute to this Question

Your contribution builds your Orbital Sheath

Peer contributions

No public contribution yet. Be the first who passed to explain why the distractors trick candidates — your contribution builds your Orbital Sheath.