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Exam DP-201 topic 2 question 4 discussion

Actual exam question from Microsoft's DP-201
Question #: 4
Topic #: 2
[All DP-201 Questions]

You are planning a design pattern based on the Lambda architecture as shown in the exhibit.

Which Azure service should you use for the hot path?

  • A. Azure Databricks
  • B. Azure Data Lake Storage Gen2
  • C. Azure Data Factory
  • D. Azure Synapse Analytics
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Suggested Answer: A 🗳️
In Azure, all of the following data stores will meet the core requirements supporting real-time processing:
✑ Apache Spark in Azure Databricks
✑ Azure Stream Analytics
✑ HDInsight with Spark Streaming
✑ HDInsight with Storm
✑ Azure Functions
✑ Azure App Service WebJobs
Note: Lambda architectures use batch-processing, stream-processing, and a serving layer to minimize the latency involved in querying big data.

Reference:
https://azure.microsoft.com/en-us/blog/lambda-architecture-using-azure-cosmosdb-faster-performance-low-tco-low-devops/ https://docs.microsoft.com/en-us/azure/architecture/data-guide/technology-choices/stream-processing

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111222333
4 years ago
Why not Azure Stream Analytics? A speed layer (hot path) analyzes data in real time. Databricks is for batch processing. https://docs.microsoft.com/en-us/azure/architecture/data-guide/big-data/#lambda-architecture
upvoted 3 times
111222333
4 years ago
Sorry, I see now that Azure Stream Analytics is not a proposed solution, so Databricks is the best option among others.
upvoted 4 times
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bdloko
4 years, 2 months ago
Streaming vs Batching...
upvoted 1 times
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