Practice Questions¶
Scenario-based practice question banks, one per certification. Every bank follows the house format: a short scenario, four options, and a collapsible answer with a "why" that also explains the distractors. See template.md for the format and CONTRIBUTING.md for how to add one.
Coverage: every certification on this site has a bank. When you add a cert, add its bank and list it below.
These banks are original scenario questions for study. They contain no verbatim vendor exam content.
How to use¶
- Read the scenario, commit to an answer, then expand the answer block. The explanation matters more than the letter.
- Weighting sentences at the top of each bank follow the published exam domain blueprint, so time your practice where the marks are.
- Pair a bank with its cert page (linked at the top of each bank) for notes, a practice plan, and strategy.
Banks by provider¶
Azure¶
- Microsoft Azure Data Engineer Associate (DP-203)
- Microsoft Azure Database Administrator Associate (DP-300)
- Microsoft Azure Cosmos DB Developer Specialty (DP-420)
- Microsoft Fabric Analytics Engineer Associate (DP-600)
- Microsoft Certified: Fabric Data Engineer Associate (DP-700)
- Microsoft Azure Data Fundamentals (DP-900)
- Microsoft Power BI Data Analyst (PL-300)
AWS¶
- AWS Certified Data Engineer - Associate (DEA-C01)
- AWS Certified Data Analytics - Specialty (DAS-C01)
- AWS Certified Database - Specialty (DBS-C01)
Google Cloud¶
- Google Cloud Professional Cloud Database Engineer (Specialty) Certification
- Google Cloud Professional Data Engineer Certification
Databricks¶
- Databricks Certified Data Engineer Associate
- Databricks Certified Data Engineer Professional
- Databricks Certified Lakehouse Platform Administrator
Snowflake¶
- SnowPro Advanced - Administrator Certification
- SnowPro Advanced - Architect Certification
- SnowPro Advanced - Data Engineer Certification
- SnowPro Core Certification (COF-C02)
MongoDB¶
Confluent¶
Banks on the sibling sites¶
Practice banks for cloud, security and AI certifications live with their guides on Cloud Zero to Hero, Security Zero to Hero and AI Zero to Hero.