Data Engineering Study Guide 2026

Everything you need to pass the Data Engineering exam in one place: the exam format, every topic to study, real practice questions with explanations, flashcards, and full-length practice tests. Free, no sign-up needed.

📋 Data Engineering Exam Format at a Glance

65
Questions
130 min
Time Limit
72.00%
Passing Score

📚 Data Engineering Topics to Study (69)

✍️ Sample Data Engineering Questions & Answers

1. Which US law protects the privacy of patient health information?
HIPAA

HIPAA governs protected health information in the US.

2. The 'timestamp' snapshot strategy in dbt relies on:
An updated-at column that reliably changes on every update

The timestamp strategy trusts an updated_at field to detect modified records.

3. A query spilling to disk during a sort or aggregation usually indicates:
Insufficient memory for the operation

When working memory is exceeded, the engine spills intermediate data to disk, slowing the query.

4. Which architecture uses both a batch layer and a speed layer to serve queries?
Lambda architecture

Lambda architecture combines a batch layer for accuracy with a speed layer for low latency.

5. Which key type uniquely identifies a row in a dimension table within the warehouse, independent of the source system?
Surrogate key

A surrogate key is a warehouse-generated integer that uniquely identifies dimension rows regardless of source identifiers.

6. An accumulating snapshot fact table is most appropriate for modeling:
A process with well-defined milestones, like order fulfillment stages

Accumulating snapshots track a process with multiple milestone dates, updating the same row as stages complete.

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📖 Data Engineering Guides & Articles

Your Data Engineering Study Path
1. Learn with Flashcards → 2. Drill Practice Tests → 3. Take the Full Exam Simulation