Question 59 of 851
Design and develop data processinghardMultiple ChoiceObjective-mapped

First Step to Fix Watermark Delay and Input Deserialization Errors

This DP-203 practice question tests your understanding of design and develop data processing. 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.

Exhibit

Azure Stream Analytics job diagnostics log:

{
  "time": "2023-08-01T12:00:00Z",
  "properties": {
    "jobId": "job-123",
    "jobName": "IoTStreamJob",
    "events": [
      {
        "time": "2023-08-01T11:59:00Z",
        "type": "WatermarkDelay",
        "properties": {
          "watermarkDelaySeconds": 120,
          "maxWatermarkDelaySeconds": 300
        }
      },
      {
        "time": "2023-08-01T11:59:30Z",
        "type": "InputDeserializationError",
        "properties": {
          "source": "iothub",
          "count": 15
        }
      }
    ],
    "jobOutputWatermark": "2023-08-01T11:57:00Z"
  }
}

Refer to the exhibit. A Stream Analytics job shows increasing watermark delay and input deserialization errors. Which action should be taken first to troubleshoot?

Clue words in this question

Noticing these words before you look at the options changes how you read each choice.

  • Clue: "first"

    Why it matters: Order matters here. You are being tested on which action comes before the others — not which action is generally useful.

Exhibit

Azure Stream Analytics job diagnostics log:

{
  "time": "2023-08-01T12:00:00Z",
  "properties": {
    "jobId": "job-123",
    "jobName": "IoTStreamJob",
    "events": [
      {
        "time": "2023-08-01T11:59:00Z",
        "type": "WatermarkDelay",
        "properties": {
          "watermarkDelaySeconds": 120,
          "maxWatermarkDelaySeconds": 300
        }
      },
      {
        "time": "2023-08-01T11:59:30Z",
        "type": "InputDeserializationError",
        "properties": {
          "source": "iothub",
          "count": 15
        }
      }
    ],
    "jobOutputWatermark": "2023-08-01T11:57:00Z"
  }
}

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

Check the input data schema and ensure it matches the query

Input deserialization errors indicate that the incoming data format does not match the schema defined in the Stream Analytics query. Increasing watermark delay is a symptom of this mismatch, as the job cannot parse events correctly and falls behind. Checking and aligning the input schema with the query is the first and most direct troubleshooting step.

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.

  • Check the input data schema and ensure it matches the query

    Why this is correct

    Deserialization errors are often due to schema mismatch; fixing the data or query resolves the root cause.

    Clue confirmation

    The clue word "first" in the question point toward this answer.

    Related concept

    Read the scenario before looking for a memorised answer.

  • Change the output to a different sink

    Why it's wrong here

    Output sink is unrelated to input deserialization errors.

  • Increase the number of Streaming Units (SUs)

    Why it's wrong here

    Scaling may help throughput but does not fix deserialization issues.

  • Set the watermark delay threshold higher

    Why it's wrong here

    That only masks the symptom; the underlying issue remains.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates often assume increasing resources (SUs) or adjusting thresholds will fix performance issues, when the real cause is a data format mismatch that prevents any processing from succeeding.

Trap categories for this question

  • Command / output trap

    Output sink is unrelated to input deserialization errors.

Detailed technical explanation

How to think about this question

Stream Analytics uses a schema-on-read approach where the input data (e.g., JSON, CSV, Avro) must conform to the fields and types referenced in the query. Deserialization errors occur when a field is missing, has an unexpected type, or the data is malformed (e.g., invalid JSON). The watermark delay increases because the job cannot advance its temporal state until it successfully processes events, so fixing the schema mismatch is the only way to stop the delay from growing.

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 cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.

What to study next

Got this wrong? Here's your next step.

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

Related practice questions

Related DP-203 practice-question pages

Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.

Practice this exam

Start a free DP-203 practice session

Short sessions build daily habit. Longer sessions build exam-day stamina. Try a timed session to simulate real conditions.

FAQ

Questions learners often ask

What does this DP-203 question test?

Design and develop data processing — This question tests Design and develop data processing — Read the scenario before looking for a memorised answer..

What is the correct answer to this question?

The correct answer is: Check the input data schema and ensure it matches the query — Input deserialization errors indicate that the incoming data format does not match the schema defined in the Stream Analytics query. Increasing watermark delay is a symptom of this mismatch, as the job cannot parse events correctly and falls behind. Checking and aligning the input schema with the query is the first and most direct troubleshooting step.

What should I do if I get this DP-203 question wrong?

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

Are there clue words in this question I should notice?

Yes — watch for: "first". Order matters here. You are being tested on which action comes before the others — not which action is generally useful.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

About these practice questions

Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →

How Courseiva writes practice questions · Editorial policy

Keep practising

More DP-203 practice questions

Last reviewed: Jul 4, 2026

Question Discussion

Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.

Loading comments…

Sign in to join the discussion.

This DP-203 practice question is part of Courseiva's free Microsoft 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 DP-203 exam.