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Exam DP-200 topic 6 question 103 discussion

Actual exam question from Microsoft's DP-200
Question #: 103
Topic #: 6
[All DP-200 Questions]

A company wants to use the Azure Databricks service.
There is need to create clusters based on the following configuration:
ClusterA `" Here the cluster need to be configured to terminate automatically after 120 minutes
ClusterB `" Here an environment needs to be created for each notebook
ClusterC `" Here a group of data engineers will be sharing the same cluster
Which of the following cluster type would you set for ClusterC?

  • A. Standard
  • B. Basis
  • C. Job
  • D. High concurrency
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Suggested Answer: D 🗳️
Here you have to use the cluster type as ג€High concurrencyג€.
The Microsoft documentation mentions the following:

High concurrency clusters -
A high concurrency cluster is a managed cloud resource. The key benefits of high concurrency clusters are that they provide Apache Spark-native fine-grained sharing for maximum resource utilization and minimum query latencies. This sharing is accomplished with:
ג€¢ Preemption: Proactively preempts Spark tasks from over-committed users to ensure all users get their fair share of cluster time and their jobs complete in a timely manner even when contending with dozens of other users. This uses Spark Task Preemption for High Concurrency
ג€¢ Fault isolation: Creates an environment for each notebook, effectively isolating them from one another.
Since this is clearly mentioned in the documentation, all other options are incorrect.
Reference:
https://docs.microsoft.com/en-us/azure/databricks/clusters/configure

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