- A
Increase the Lambda function memory and timeout limit
Why wrong: Lambda has a maximum timeout of 15 minutes; large files may still exceed.
- B
Increase the Lambda timeout to 15 minutes
Why wrong: May not be enough for very large files and not a scalable solution.
- C
Use S3 Batch Operations with a Lambda function to process objects
Batch Operations can invoke Lambda for each object, handling large volumes.
- D
Use Amazon SQS to queue the events and process them in batches
Why wrong: SQS does not address the processing of large files within Lambda.
MLS-C01 Data Engineering Practice Question
This MLS-C01 practice question tests your understanding of data engineering. The scenario asks you to isolate a root cause — eliminate options that address a different problem before choosing. 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 company uses AWS Lambda to process events from Amazon S3. The Lambda function transforms the data and writes results to another S3 bucket. Recently, the function has been failing due to timeout errors when processing large files. Which solution should the data engineer implement?
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
Use S3 Batch Operations with a Lambda function to process objects
S3 Batch Operations is designed to handle large-scale object processing by invoking a Lambda function asynchronously for each object, bypassing the synchronous invocation limits of S3 event notifications. This allows processing of large files without hitting Lambda's 15-minute timeout or memory constraints, as each object is processed independently and the operation can scale to billions of objects.
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.
- ✗
Increase the Lambda function memory and timeout limit
Why it's wrong here
Lambda has a maximum timeout of 15 minutes; large files may still exceed.
- ✗
Increase the Lambda timeout to 15 minutes
Why it's wrong here
May not be enough for very large files and not a scalable solution.
- ✓
Use S3 Batch Operations with a Lambda function to process objects
Why this is correct
Batch Operations can invoke Lambda for each object, handling large volumes.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Use Amazon SQS to queue the events and process them in batches
Why it's wrong here
SQS does not address the processing of large files within Lambda.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates assume increasing timeout or memory (Option A) is the universal fix for Lambda failures, but the real issue is the synchronous invocation model from S3 events, which S3 Batch Operations solves by decoupling the processing.
Detailed technical explanation
How to think about this question
S3 Batch Operations uses a managed job that reads a manifest of objects and invokes a Lambda function for each object, with automatic retries and progress tracking. Under the hood, it decouples the processing from the S3 event notification path, allowing the Lambda function to run with its own timeout and memory settings without being constrained by the synchronous nature of S3 PUT events. In real-world scenarios, this is critical for ETL pipelines processing multi-GB files where a single Lambda invocation would exceed the 15-minute limit.
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.
TExam Day Tips
- 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
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FAQ
Questions learners often ask
What does this MLS-C01 question test?
Data Engineering — This question tests Data Engineering — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Use S3 Batch Operations with a Lambda function to process objects — S3 Batch Operations is designed to handle large-scale object processing by invoking a Lambda function asynchronously for each object, bypassing the synchronous invocation limits of S3 event notifications. This allows processing of large files without hitting Lambda's 15-minute timeout or memory constraints, as each object is processed independently and the operation can scale to billions of objects.
What should I do if I get this MLS-C01 question wrong?
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
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Last reviewed: Jul 4, 2026
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