If you're studying for the Databricks Certified Data Analyst Associate exam, here's what actually matters: this is a SQL and analytics-focused certification — not an engineering exam. It tests Databricks SQL, dashboarding, AI/BI Genie spaces, and Unity Catalog querying, not Spark pipelines or PySpark code. TroyTec's practice material is built specifically for that scope, in PDF, Online Test Engine, and AI-Assisted formats.
Certification: Databricks Certified Data Analyst Associate
Questions: 45, multiple-choice
Duration: 90 minutes
Passing score: 70%
Cost: $200 USD
Validity: 2 years
Prerequisites: None
Focus: Databricks SQL, dashboards, Genie, data modeling — not Spark/PySpark
This one's easy to confuse with the Data Engineer Associate exam, so it's worth being specific: this is the right credential if you're a business intelligence analyst, SQL analyst, or reporting specialist working inside Databricks — not if you're writing ETL pipelines. If your day-to-day is querying, building dashboards, and answering business questions with data, this is your track. If you're building pipelines and ingesting raw data, you want the Data Engineer Associate exam instead.
Unlike the engineering-track exams, this one spreads across nine narrower domains rather than 4-5 broad ones:
Executing Queries with Databricks SQL and SQL Warehouses — 20% (largest domain)
Creating Dashboards and Visualizations — 16%
Analyzing Queries — 15% (auditing, history, logs, Liquid Clustering)
Developing AI/BI Genie Spaces — 12%
Understanding the Databricks Data Intelligence Platform — 11%
Managing Data — 8% (Unity Catalog: discovering, cleaning, managing datasets)
Securing Data — 8%
Importing Data — 5% (UI, S3, Delta Sharing, Auto Loader, Marketplace)
Data Modeling with Databricks SQL — 5%
Query execution, dashboards, and query analysis together make up over half the exam — that's where your prep time belongs.
If you've searched "databricks certified data analyst associate dumps pdf," here's the honest tradeoff: unverified dump PDFs circulating online are frequently built from retired exam versions and miss recent changes to AI/BI Genie and dashboard features — two of this exam's fastest-moving areas. TroyTec's material is different in three specific ways:
Rebuilt against the current 9-domain blueprint — not recycled from an older exam version
Genie and dashboard questions verified against current platform behavior — the area where stale dumps fail candidates most often
Included AI-Assisted explanations — not just an answer key, but the reasoning behind each SQL/query decision
PDF practice questions for offline study
Online Test Engine simulating the real 90-minute, 45-question format
AI-Assisted mode for instant explanations on SQL, Genie, and dashboard questions
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Different scope entirely — this exam tests SQL, dashboards, and analytics; the Data Engineer exam tests Spark, PySpark, and ETL pipelines. They share a vendor, not content.
No — Databricks certifications don't use exam codes; you may see "databricks-certified-data-analyst-associate" used informally as a URL/tracking slug.
Be cautious — many are outdated against the current 9-domain blueprint, especially on Genie and AI/BI Dashboard questions, which change frequently as Databricks updates those features.
70%, using scaled scoring across the whole exam — you don't need to pass each domain individually.
No formal prerequisite, but solid working SQL knowledge is effectively required — this isn't a beginner-friendly SQL exam.
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Everything you need to know about the Databricks Certified Data Analyst Associate certification
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Updated July 10, 2026
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