Question 111 of 507
Deployment and Orchestration of ML WorkflowsmediumMultiple ChoiceObjective-mapped

Quick Answer

The correct approach is to configure the S3 bucket to send events to Amazon EventBridge and create an EventBridge rule that targets the Step Functions state machine. This works because Amazon S3 natively publishes all object-level events—such as PUT and POST—directly to the default EventBridge event bus, and EventBridge rules can then route those events to Step Functions as a target without any intermediate polling, custom code, or Lambda functions. On the AWS Certified Machine Learning Engineer Associate MLA-C01 exam, this scenario tests your understanding of serverless event-driven integration patterns for ML pipelines, often appearing as a distractor against options that use S3 Event Notifications with Lambda or SQS. A common trap is assuming you need a Lambda function to bridge S3 and Step Functions, but EventBridge eliminates that extra hop. Memory tip: think “S3 to EventBridge, no bridge needed”—the event bus is the direct connector.

MLA-C01 Deployment and Orchestration of ML Workflows Practice Question

This MLA-C01 practice question tests your understanding of deployment and orchestration of ml workflows. 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 team is using AWS Step Functions to orchestrate a machine learning workflow that includes data preprocessing, training, and model evaluation. The team wants to run the workflow whenever new data arrives in an S3 bucket. Which approach should they use to trigger the Step Functions workflow?

Question 1mediummultiple choice
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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

Configure the S3 bucket to send events to Amazon EventBridge, and create an EventBridge rule that targets the Step Functions state machine.

Option D is correct because Amazon S3 can send event notifications directly to Amazon EventBridge, and EventBridge rules can target AWS Step Functions state machines as a target. This provides a fully managed, serverless integration that allows the Step Functions workflow to be triggered automatically whenever new data arrives in the S3 bucket, without needing intermediate polling or custom code.

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.

  • Configure the S3 bucket to send an event notification directly to the Step Functions state machine.

    Why it's wrong here

    S3 cannot directly invoke Step Functions; it can send to SNS, SQS, or Lambda.

  • Use S3 event notifications to send a message to an Amazon SQS queue, and have a Lambda function poll the queue to start the execution.

    Why it's wrong here

    This adds complexity and latency; a simpler event-driven approach is available.

  • Use a CloudWatch Logs metric filter to trigger the Step Functions execution.

    Why it's wrong here

    CloudWatch Logs metric filters do not trigger Step Functions directly.

  • Configure the S3 bucket to send events to Amazon EventBridge, and create an EventBridge rule that targets the Step Functions state machine.

    Why this is correct

    EventBridge can directly invoke Step Functions based on S3 events, providing a simple serverless trigger.

    Related concept

    Read the scenario before looking for a memorised answer.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates may assume S3 can directly invoke Step Functions (Option A) because they know S3 can trigger Lambda, but they overlook that Step Functions is not a supported direct destination for S3 event notifications.

Detailed technical explanation

How to think about this question

Under the hood, S3 sends events to EventBridge in the AWS service event bus, and EventBridge rules evaluate these events against defined patterns. When a rule matches an S3 object created event, it can invoke a Step Functions state machine via the StartExecution API, passing the event payload as input. This integration supports filtering by bucket name, prefix, and suffix, enabling precise triggering without custom code. In real-world scenarios, this pattern is preferred for high-throughput data pipelines because EventBridge can handle thousands of events per second and provides built-in retry and dead-letter queue support.

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.

What to study next

Got this wrong? Here's your next step.

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FAQ

Questions learners often ask

What does this MLA-C01 question test?

Deployment and Orchestration of ML Workflows — This question tests Deployment and Orchestration of ML Workflows — Read the scenario before looking for a memorised answer..

What is the correct answer to this question?

The correct answer is: Configure the S3 bucket to send events to Amazon EventBridge, and create an EventBridge rule that targets the Step Functions state machine. — Option D is correct because Amazon S3 can send event notifications directly to Amazon EventBridge, and EventBridge rules can target AWS Step Functions state machines as a target. This provides a fully managed, serverless integration that allows the Step Functions workflow to be triggered automatically whenever new data arrives in the S3 bucket, without needing intermediate polling or custom code.

What should I do if I get this MLA-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: Jun 24, 2026

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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.