AzureAssociate

Microsoft Certified: Azure Cosmos DB AI Developer Associate

DP-420

Design, secure and optimise Azure Cosmos DB for NoSQL solutions, including vector, full-text and hybrid search, agent memory and analytics in Microsoft Fabric.

Duration
100 min
Exam questions
40–60
Passing score
700 / 1000
Exam fee
$165
Question formats:Multiple choiceMultiple responseYes / NoYes / No statementsDrag and dropHot areacase study
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Question 1Design and develop database solutions

Datum Corporation runs a telemetry container at 30,000 RU/s of standard (manual) throughput in a single-region account. Over the last 30 days, the highest Normalized RU Consumption in each hour averaged 85 percent. Finance asks whether switching the container to autoscale with a 30,000 RU/s maximum would lower the bill. What should you recommend?

  1. A.

    Keep standard (manual) throughput, because average utilization above 66 percent means manual costs less.

  2. B.

    Switch to autoscale, because autoscale always costs less than manual throughput for a single-region account.

  3. C.

    Convert the account to serverless, because serverless is always cheaper than provisioned throughput at any utilization.

  4. D.

    Switch to autoscale, because autoscale bills only for the request units actually consumed each second.

Show answer

Answer: A

With average utilization of 85 percent, above Learn's 66 percent threshold, standard (manual) throughput remains cheaper than autoscale.

  • A. Learn's guidance is that when average hourly utilization is above 66 percent, standard throughput is cheaper than autoscale billed at 1.5 times the rate.
  • B. Autoscale is cheaper only when the maximum is fully used for about 66 percent of hours or less; at 85 percent it costs more.
  • C. Serverless suits intermittent traffic with a low average-to-peak ratio, and an existing provisioned account can't simply be converted to it.
  • D. Autoscale bills the highest RU/s scaled to in each hour at 1.5 times the manual rate; it is not consumption-based per second, which is serverless.

What's on the exam

3 domains · 12 task statements, straight from the official exam guide (as of October 6, 2026).

  1. 1.1Evaluate resource models and SDK solutions
    • Evaluate consistency levels
    • Evaluate Request Unit (RU) consumption requirements
    • Evaluating and configuring appropriate throughput
    • Configure account-level and container-level settings
    • Create and manage database and containers
    • Initialize SDK clients and connections
  2. 1.2Implement database operations
    • Implement queries, parameterized queries, paging, and continuation tokens
    • Implement point read operations
    • Implement create, replace, update, patch and delete operations
    • Implement bulk, batch, and transactional operations
    • Configure Time to Live (TTL)
    • Implement concurrency control mechanisms
  3. 1.3Design and implement data models and partitioning strategies
    • Design data models for access patterns and operational requirements
    • Design and select partition keys based on cardinality, access patterns, and write distribution requirements
    • Determine when to embed or reference related data
    • Evaluate the impact of partition key selection on scalability and performance
    • Implement hierarchical partition keys (HPKs) and multi-tenant partitioning strategies
    • Implement synthetic partition keys
    • Identify partitioning anti-patterns and partitioning issues during solution reviews
    • Estimate workload cost requirements
  4. 1.4Implement change feed
    • Implement change feed operations
    • Differentiate between change feed processor and pull mode models
    • Configure lease containers
    • Implement change feed processing using latest mode or all versions and delete
    • Implement copy container jobs
  5. 1.5Design and implement Azure Cosmos DB solutions by using AI-assisted tools
    • Implement Agent Kit to follow Azure Cosmos DB development recommended solutions
    • Implement Agent Kit to accelerate AI application development

Outline reproduced from the vendor's public exam guide for study reference.Official guide

DP-420 practice — frequently asked questions

Are these real DP-420 exam questions?

No. Every question on CertifyCloudx is original, written by us against Microsoft Azure's publicly available DP-420 exam guide to rehearse the skills it lists. None are actual exam questions, and CertifyCloudx is not affiliated with or endorsed by Microsoft Azure.

How many DP-420 practice questions are there?

512 practice questions, including 3 full-length timed mock exams and 48 domain papers of up to 25 questions (mixed and by topic). Every question has a detailed explanation of why the right answer wins and why each distractor loses.

Is the content up to date with the current DP-420 exam guide?

The questions are written against the DP-420 exam guide dated October 6, 2026, and we revise them when Microsoft Azure updates the guide.

What question formats are covered?

The same formats the real DP-420 uses: Multiple choice, Multiple response, Yes / No, Yes / No statements, Drag and drop, Hot area, case study. Each is rendered and graded the way the exam does it.

How long is the DP-420 exam and how many questions does it have?

According to Microsoft Azure's published exam details: 40–60 questions, 100 minutes, passing score 700 / 1000. Our mock exams use the same time limit, with a question count in the middle of that range. Always confirm current details with Microsoft Azure before booking.

Can I practise DP-420 for free?

Yes. 3 papers are free, with up to 10 questions a day on the free plan and no card needed. Pro unlocks every paper and mock exam with no daily limit.

Does CertifyCloudx guarantee that I will pass?

No practice material can guarantee a result. CertifyCloudx helps you find and close your weak areas — accuracy by exam-guide domain and topic shows what to study next.