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DP-203 Develop data processing Practice Question

You are using Azure Synapse Analytics serverless SQL pool to query Parquet files in Azure Data Lake Storage Gen2. You notice that queries are slower than expected. The files are large (500 MB each) and not partitioned. You need to improve query performance without moving data. What should you do?

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

Create external tables with explicit file format and partition elimination hints.

Creating external tables with file format options allows the serverless SQL pool to use metadata for optimization. Changing the file format to CSV or using OPENROWSET without external tables does not improve performance as much. Converting to Delta format requires data movement. Partitioning the files would be best, but that requires reorganizing files.

Answer analysis

Option-by-option breakdown

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

  • Convert the Parquet files to Delta format using Azure Databricks.

    Why it's wrong here

    This requires moving data and additional processing.

  • Change the files to CSV format with a header row.

    Why it's wrong here

    CSV files are generally slower to query than Parquet.

  • Use OPENROWSET with BULK and specify ROWSET_OPTIONS for better performance.

    Why it's wrong here

    OPENROWSET without external tables does not benefit from metadata optimization.

  • Create external tables with explicit file format and partition elimination hints.

    Why this is correct

    External tables with file format optimization can improve query performance by enabling metadata-based pruning.

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

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Last reviewed: Jun 21, 2026

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