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DP-203 Develop data processing Practice Question

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?

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

The preCopyScript truncates the destination table before the copy operation begins. During the copy window, if the copy takes time or fails, the table remains empty, causing users to see missing data. Option A is incorrect because the output dataset configuration does not cause this issue. Option B is incorrect because writeBatchSize affects performance but not data loss. Option D is incorrect because recursive setting affects source file selection, not data loss.

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.

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

    Why it's wrong here

    Recursive only affects file discovery.

Quick reference

Azure Blob Storage Tier Comparison

TierStorage CostRetrieval CostLatencyUse Case
HotHighestLowestImmediateActive data, frequent reads
CoolLowerHigherImmediateData accessed < once / month
ColdLower stillHigherImmediateData accessed < once / quarter
ArchiveLowestHighest + rehydration delayHoursLong-term compliance retention

Go deeper

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