Question 813 of 846
Develop data processingmediumMultiple ChoiceObjective-mapped

DP-203 Develop data processing Practice Question

This DP-203 practice question tests your understanding of 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

{
  "name": "CopyTradeData",
  "properties": {
    "activities": [
      {
        "name": "CopyData",
        "type": "Copy",
        "inputs": [{"referenceName": "SourceDataset", "type": "DatasetReference"}],
        "outputs": [{"referenceName": "SinkDataset", "type": "DatasetReference"}],
        "typeProperties": {
          "source": {
            "type": "AzureBlobStorageSource",
            "recursive": true
          },
          "sink": {
            "type": "AzureSqlSink",
            "writeBatchSize": 10000,
            "preCopyScript": "TRUNCATE TABLE dbo.Trades"
          }
        }
      }
    ]
  }
}

Refer to the exhibit. You have an Azure Data Factory pipeline that copies trade data from Azure Blob Storage to Azure SQL Database. The pipeline runs every hour and truncates the destination table before each copy. However, users report that data is missing during the copy window. What is the most likely cause?

Clue words in this question

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

  • Clue: "most likely"

    Why it matters: Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.

Question 1mediummultiple choice
Read the full NAT/PAT explanation →

Exhibit

{
  "name": "CopyTradeData",
  "properties": {
    "activities": [
      {
        "name": "CopyData",
        "type": "Copy",
        "inputs": [{"referenceName": "SourceDataset", "type": "DatasetReference"}],
        "outputs": [{"referenceName": "SinkDataset", "type": "DatasetReference"}],
        "typeProperties": {
          "source": {
            "type": "AzureBlobStorageSource",
            "recursive": true
          },
          "sink": {
            "type": "AzureSqlSink",
            "writeBatchSize": 10000,
            "preCopyScript": "TRUNCATE TABLE dbo.Trades"
          }
        }
      }
    ]
  }
}

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

The preCopyScript truncates the table before the copy completes, causing a period with no data

Option B is correct. The preCopyScript truncates the table before copying, so if the copy fails or takes time, the table is empty. Option A is wrong because writeBatchSize does not cause data loss. Option C is wrong because recursive does not affect data loss. Option D is wrong because outputs and inputs are correct.

Key principle: NAT direction and interface roles matter as much as the IP address mapping. Inside/outside designation controls which traffic is translated.

Answer analysis

Option-by-option breakdown

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

  • The output dataset is not correctly configured

    Why it's wrong here

    It is configured.

  • The writeBatchSize is too low, causing timeouts

    Why it's wrong here

    Does not cause data loss.

  • The preCopyScript truncates the table before the copy completes, causing a period with no data

    Why this is correct

    Table is empty during copy.

    Clue confirmation

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

    Related concept

    Static NAT maps one inside address to one outside address.

  • The source dataset is set to recursive, which includes unwanted files

    Why it's wrong here

    Recursive only affects file discovery.

Common exam traps

Common exam trap: NAT rules depend on direction and matching traffic

NAT is not only about the public address. The inside/outside interface roles and the ACL or rule that matches traffic are just as important.

Detailed technical explanation

How to think about this question

NAT questions usually test address translation, overload/PAT behaviour, static mappings and whether the right traffic is being translated. Read the interface direction and address terms carefully.

KKey Concepts to Remember

  • Static NAT maps one inside address to one outside address.
  • PAT allows many inside hosts to share one public address using ports.
  • Inside local and inside global describe the private and translated addresses.
  • NAT ACLs identify traffic for translation, not always security filtering.

TExam Day Tips

  • Identify inside and outside interfaces first.
  • Check whether the scenario needs static NAT, dynamic NAT or PAT.
  • Do not confuse NAT matching ACLs with normal packet-filtering intent.

Key takeaway

NAT direction and interface roles matter as much as the IP address mapping. Inside/outside designation controls which traffic is translated.

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.

Review the four NAT address types (inside local, inside global, outside local, outside global), PAT port overload, and static vs dynamic NAT use cases. Then practise related DP-203 NAT questions on configuration and troubleshooting.

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.

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FAQ

Questions learners often ask

What does this DP-203 question test?

Develop data processing — This question tests Develop data processing — Static NAT maps one inside address to one outside address..

What is the correct answer to this question?

The correct answer is: The preCopyScript truncates the table before the copy completes, causing a period with no data — Option B is correct. The preCopyScript truncates the table before copying, so if the copy fails or takes time, the table is empty. Option A is wrong because writeBatchSize does not cause data loss. Option C is wrong because recursive does not affect data loss. Option D is wrong because outputs and inputs are correct.

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

Review the four NAT address types (inside local, inside global, outside local, outside global), PAT port overload, and static vs dynamic NAT use cases. Then practise related DP-203 NAT questions on configuration and troubleshooting.

Are there clue words in this question I should notice?

Yes — watch for: "most likely". Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.

What is the key concept behind this question?

Static NAT maps one inside address to one outside address.

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Last reviewed: Jun 21, 2026

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