- A
Round-robin distribution
Why wrong: Round-robin distributes rows randomly, causing data shuffling during joins.
- B
Hash distribution on the surrogate key
Why wrong: Surrogate key is new each time, not useful for co-location.
- C
Replicated distribution
Why wrong: Replicated tables are copied to all distributions, not suitable for large tables.
- D
Hash distribution on the business key
Hash on business key ensures same key values land on same distribution, minimizing data movement.
Quick Answer
The answer is hash distribution on the business key. This strategy minimizes data movement during an SCD Type 2 merge in Azure Synapse because it co-locates matching rows from the source and target on the same distribution node, ensuring that the MERGE operation—which compares and updates rows based on the business key—executes locally without shuffling data across nodes. For the DP-203 exam, this question tests your understanding of how distribution choices directly impact query performance in a distributed data warehouse, often appearing as a scenario where you must balance data skew against movement. A common trap is choosing round-robin for its simplicity, but that scatters rows randomly, forcing costly data movement during joins or merges. Remember the memory tip: “Hash the key, keep it local—round-robin roams, replicated is for small homes.”
DP-203 Practice Question: Secure, monitor, and optimize data storage and data processing
This DP-203 practice question tests your understanding of secure, monitor, and optimize data storage and data processing. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
You are optimizing a Slowly Changing Dimension (SCD) Type 2 load in Azure Synapse Analytics. The dimension table has 10 million rows. Which table distribution strategy minimizes data movement during the merge operation?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
Hash distribution on the business key
Option D is correct because Hash distribution on the business key (surrogate key source) ensures that matching rows are co-located, reducing data movement during MERGE. Option A is wrong because Round-robin distributes randomly, causing data movement. Option B is wrong because Replicated works for small tables, not 10 million rows. Option C is wrong because Hash on an unrelated column does not help.
Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Round-robin distribution
Why it's wrong here
Round-robin distributes rows randomly, causing data shuffling during joins.
- ✗
Hash distribution on the surrogate key
Why it's wrong here
Surrogate key is new each time, not useful for co-location.
- ✗
Replicated distribution
Why it's wrong here
Replicated tables are copied to all distributions, not suitable for large tables.
- ✓
Hash distribution on the business key
Why this is correct
Hash on business key ensures same key values land on same distribution, minimizing data movement.
Related concept
Read the scenario before looking for a memorised answer.
Common exam traps
Common exam trap: answer the scenario, not the keyword
Many certification questions include familiar terms but test a specific constraint. Read the exact wording before choosing an answer that is generally true but wrong for this case.
Detailed technical explanation
How to think about this question
This question should be treated as a scenario, not a definition check. Identify the problem, the constraint and the best action. Then compare each option against those facts.
KKey Concepts to Remember
- Read the scenario before looking for a memorised answer.
- Find the constraint that changes the correct option.
- Eliminate answers that are true in general but not in this case.
- Use explanations to understand the rule behind the answer.
TExam Day Tips
- Underline the problem statement mentally.
- Watch for words such as best, first, most likely and least administrative effort.
- Review why wrong options are wrong, not only why the correct option is correct.
Key takeaway
Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Real-world example
How this comes up in practice
A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.
What to study next
Got this wrong? Here's your next step.
Identify which DP-203 exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.
- →
Secure, monitor, and optimize data storage and data processing — study guide chapter
Learn the concepts, then practise the questions
- →
Secure, monitor, and optimize data storage and data processing practice questions
Targeted practice on this topic area only
- →
All DP-203 questions
846 questions across all exam domains
- →
Microsoft Azure Data Engineer Associate DP-203 study guide
Full concept coverage aligned to exam objectives
- →
DP-203 practice test guide
How to use practice tests most effectively before exam day
Related practice questions
Related DP-203 practice-question pages
Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.
Secure, monitor, and optimize data storage and data processing practice questions
Practise DP-203 questions linked to Secure, monitor, and optimize data storage and data processing.
Design and develop data processing practice questions
Practise DP-203 questions linked to Design and develop data processing.
Design and implement data security practice questions
Practise DP-203 questions linked to Design and implement data security.
Monitor and optimize data storage and processing practice questions
Practise DP-203 questions linked to Monitor and optimize data storage and processing.
Design and implement data storage practice questions
Practise DP-203 questions linked to Design and implement data storage.
Develop data processing practice questions
Practise DP-203 questions linked to Develop data processing.
DP-203 fundamentals practice questions
Practise DP-203 questions linked to DP-203 fundamentals.
DP-203 scenario practice questions
Practise DP-203 questions linked to DP-203 scenario.
DP-203 troubleshooting practice questions
Practise DP-203 questions linked to DP-203 troubleshooting.
Practice this exam
Start a free DP-203 practice session
Short sessions build daily habit. Longer sessions build exam-day stamina. Try a timed session to simulate real conditions.
FAQ
Questions learners often ask
What does this DP-203 question test?
Secure, monitor, and optimize data storage and data processing — This question tests Secure, monitor, and optimize data storage and data processing — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Hash distribution on the business key — Option D is correct because Hash distribution on the business key (surrogate key source) ensures that matching rows are co-located, reducing data movement during MERGE. Option A is wrong because Round-robin distributes randomly, causing data movement. Option B is wrong because Replicated works for small tables, not 10 million rows. Option C is wrong because Hash on an unrelated column does not help.
What should I do if I get this DP-203 question wrong?
Identify which DP-203 exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
About these practice questions
Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →
Keep practising
More DP-203 practice questions
- You are designing a data storage solution for IoT sensor data. The data is written thousands of times per second and req…
- A data processing job in Azure Synapse Analytics writes results to a table in the dedicated SQL pool. After a failure, t…
- A multinational corporation uses Azure Data Lake Storage Gen2 to store petabytes of parquet files partitioned by date an…
- You are designing a data processing solution in Azure that must handle both batch and streaming data. The solution shoul…
- A company ingests streaming data from IoT devices into Azure Event Hubs. The data must be processed in near real-time to…
- Which TWO actions are appropriate when designing a data processing solution that must meet strict SLAs for latency and t…
Last reviewed: Jun 21, 2026
This DP-203 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the DP-203 exam.
Question Discussion
Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.
Sign in to join the discussion.