Which service helps monitor data quality in Azure?
AAzure Data Factory
BAzure Monitor
CAzure Data Share
DAzure Purview
Explanation
Azure Purview specializes in data governance and quality, while the others do not focus exclusively on data quality.
Q62
A company needs to process real-time event data for analysis. Which Azure service should they choose?
AAzure SQL Database
BAzure Event Hubs
CAzure Data Lake
DAzure Blob Storage
Explanation
Azure Event Hubs is designed for real-time event ingestion, unlike the other options.
Q63
What happens when you delete a dataset in Azure Databricks?
AData is permanently lost
BOnly references are removed
CAll associated notebooks are deleted
DNothing happens to the workspace
Explanation
When a dataset is deleted, its data is permanently lost unless backed up elsewhere or retained in the Delta Lake.
Q64
What happens when you assign a dedicated SQL pool to a workspace in Azure Synapse Analytics?
AIncreases data processing capabilities.
BReduces overall data costs.
CAutomatically scales with user traffic.
DCreates a low-latency storage solution.
Explanation
Assigning a dedicated SQL pool increases data processing capabilities, while others do not accurately describe its function.
Q65
A company needs to analyze large volumes of streaming data in real-time. Which service should they use?
AAzure Data Warehouse
BAzure Stream Analytics
CAzure Functions
DAzure Logic Apps
Explanation
Azure Stream Analytics is specifically designed for real-time data analysis, while others do not cater to this need effectively.
Q66
You are configuring dataflows in Azure Data Factory. What is the purpose of a dataflow?
ATo visualize data transformations.
BTo manage pipeline schedules.
CTo define data transformation logic.
DTo monitor data lineage.
Explanation
Dataflows are for defining data transformation logic, unlike the other options that serve different purposes.
Q67
Which service allows you to orchestrate data workflows in Azure?
AAzure Data Factory
BAzure Blob Storage
CAzure Synapse Analytics
DAzure Databricks
Explanation
Azure Data Factory is designed specifically for data orchestration, while the others serve different primary purposes.
Q68
A company needs real-time analytics on streaming data from IoT devices. Which Azure service should they use?
AAzure SQL Database
BAzure Stream Analytics
CAzure Data Lake Storage
DAzure Cosmos DB
Explanation
Azure Stream Analytics is built for real-time stream processing, unlike the other options.
Q69
You are configuring a data pipeline in Azure Data Factory that sources data from multiple formats. What happens if one of the source data types is not supported?
AThe pipeline fails silently.
BThe pipeline continues with warnings.
CThe pipeline aborts immediately.
DThe unsupported data is skipped.
Explanation
Azure Data Factory will abort the pipeline immediately if it encounters unsupported data types, rather than allowing it to continue or skip.
Q70
Which service is primarily used for real-time analytics in Azure?
AAzure Stream Analytics
BAzure Data Factory
CAzure Synapse Analytics
DAzure Blob Storage
Explanation
Azure Stream Analytics is designed for real-time event processing, unlike the others.