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ML Solution Monitoring, Maintenance, and SecuritymediumMultiple SelectObjective-mapped

MLA-C01 Practice Question: ML Solution Monitoring, Maintenance, and Security

A company has a SageMaker real-time endpoint that serves predictions. They want to set up automated monitoring and remediation for when the number of 5XX errors exceeds a threshold. Which TWO steps should they take? (Choose TWO.)

⚠ Common exam trap

It's easy for candidates to confuse SageMaker Model Monitor (for data quality) with CloudWatch metrics (for operational health), leading them to select option A instead of recognizing that 5XX errors are operational metrics monitored via CloudWatch Alarms.

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 CloudWatch Alarm to publish to an SNS topic

A CloudWatch Alarm on the 5XXError metric can be configured to publish to an SNS topic, enabling automated notifications or remediation actions (e.g., via Lambda) when the alarm state is triggered. This is the standard AWS approach for alerting on endpoint errors without custom polling.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Use SageMaker Model Monitor to detect 5XX errors

    Why it's wrong here

    Model Monitor is for data/model quality, not endpoint errors like 5XX.

  • Configure the CloudWatch Alarm to publish to an SNS topic

    Why this is correct

    SNS enables notifications to trigger downstream actions like Lambda or email.

  • Set up a scheduled EventBridge rule to check 5XXError every minute

    Why it's wrong here

    CloudWatch Alarms are event-driven; scheduled polling is less efficient and not recommended.

  • Write a custom script on EC2 to poll the endpoint and check for errors

    Why it's wrong here

    Overly complex; CloudWatch natively provides the metric and alarm capability.

  • Create a CloudWatch Alarm on the 5XXError metric

    Why this is correct

    The alarm triggers when the error count exceeds the threshold.

Quick reference

Cloud Service Model Comparison

ModelYou ManageProvider ManagesExamples
IaaSOS, runtime, apps, dataHardware, hypervisor, networkingEC2, Azure VMs, GCP Compute Engine
PaaSApps and dataOS, runtime, middleware, hardwareElastic Beanstalk, Azure App Service
SaaSData and settings onlyEverything elseMicrosoft 365, Salesforce, Workday
FaaS / ServerlessFunction code onlyInfra, scaling, runtimeLambda, Azure Functions, Cloud Run
CaaSContainers and appsKubernetes, OS, hardwareEKS, AKS, GKE

About these practice questions

Courseiva writes every MLA-C01 question from scratch — 835 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or dumps. Learn why practice questions differ from exam dumps →

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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.