- A
Amazon Kinesis Data Firehose with S3 as destination and dynamic partitioning enabled
Firehose delivers streaming data to S3 with automatic partitioning based on time, meeting all requirements.
- B
Amazon S3 Transfer Acceleration with direct uploads from the website
Why wrong: Not a streaming solution; requires client-side changes and does not provide partitioning.
- C
Amazon Kinesis Data Streams with a custom consumer writing to S3
Why wrong: Requires building and managing a consumer; adds complexity without benefit for this simple use case.
- D
AWS Glue ETL job reading from Kinesis Data Streams and writing to S3
Why wrong: Glue ETL is batch-oriented; not ideal for near real-time streaming.
Question 717 of 1,000
mediumMultiple ChoiceObjective-mapped
MLA-C01 Practice Question: A data scientist needs to ingest streaming…
This MLA-C01 practice question tests your understanding of mla-c01 exam topics. 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.
A data scientist needs to ingest streaming clickstream data from a website into an S3 data lake for ML training. The data must be processed in near real-time and partitioned by hour. Which AWS service combination should be used?
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
✓
Amazon Kinesis Data Firehose with S3 as destination and dynamic partitioning enabled
Amazon Kinesis Data Firehose can directly stream data to S3 with automatic partitioning by time interval, which meets the near real-time and hourly partitioning requirements. Option A is the correct combination. Option B uses Kinesis Data Streams which requires a consumer to write to S3, adding complexity. Option C does not partition by hour automatically. Option D is not designed for streaming ingestion.
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.
- ✓
Amazon Kinesis Data Firehose with S3 as destination and dynamic partitioning enabled
Why this is correct
Firehose delivers streaming data to S3 with automatic partitioning based on time, meeting all requirements.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Amazon S3 Transfer Acceleration with direct uploads from the website
Why it's wrong here
Not a streaming solution; requires client-side changes and does not provide partitioning.
- ✗
Amazon Kinesis Data Streams with a custom consumer writing to S3
Why it's wrong here
Requires building and managing a consumer; adds complexity without benefit for this simple use case.
- ✗
AWS Glue ETL job reading from Kinesis Data Streams and writing to S3
Why it's wrong here
Glue ETL is batch-oriented; not ideal for near real-time streaming.
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 media company stores terabytes of video archives that are accessed once a year for audit purposes. Moving these objects to a cold storage tier (Azure Archive, S3 Glacier, or Google Nearline) costs a fraction of hot storage. Questions like this test whether you understand storage tiers, access frequency tradeoffs, and retrieval latency requirements.
Quick reference
AWS S3 Storage Class Comparison
| Storage Class | Min Duration | Retrieval | Use Case |
|---|---|---|---|
| S3 Standard | None | Immediate | Frequently accessed data |
| S3 Standard-IA | 30 days | Immediate | Infrequent access, rapid retrieval |
| S3 One Zone-IA | 30 days | Immediate | Non-critical infrequent data |
| S3 Intelligent-Tiering | None | Immediate–hours | Unknown or changing access patterns |
| S3 Glacier Instant | 90 days | Milliseconds | Archive with instant retrieval |
| S3 Glacier Flexible | 90 days | Minutes–hours | Archive, flexible retrieval |
| S3 Glacier Deep Archive | 180 days | Hours | Long-term compliance archive |
What to study next
Got this wrong? Here's your next step.
Identify which MLA-C01 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.
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FAQ
Questions learners often ask
What does this MLA-C01 question test?
Read the scenario before looking for a memorised answer.
What is the correct answer to this question?
The correct answer is: Amazon Kinesis Data Firehose with S3 as destination and dynamic partitioning enabled — Amazon Kinesis Data Firehose can directly stream data to S3 with automatic partitioning by time interval, which meets the near real-time and hourly partitioning requirements. Option A is the correct combination. Option B uses Kinesis Data Streams which requires a consumer to write to S3, adding complexity. Option C does not partition by hour automatically. Option D is not designed for streaming ingestion.
What should I do if I get this MLA-C01 question wrong?
Identify which MLA-C01 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
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Last reviewed: Jul 4, 2026
This MLA-C01 practice question is part of Courseiva's free Amazon Web Services 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 MLA-C01 exam.
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