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NEW QUESTION 1
You have data generated by sensors. The data is sent to Microsoft Azure Event Hubs.
You need to have an aggregated view of the data in near real-time by using five minute tumbling windows to identity short-term trends. You must also have hourly and a daily aggregated views of the data.
Which technology should you use for each task? To answer, drag the appropriate technologies to the correct tasks. Each technology may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Answer:
Explanation: Box 1: Azure HDInsight MapReduce
Azure Event Hubs allows you to process massive amounts of data from websites, apps, and devices. The Event Hubs spout makes it easy to use Apache Storm on HDInsight to analyze this data in real time.
Box 2: Azure Event Hub
Box 3: Azure Stream Analytics
Stream Analytics is a new service that enables near real time complex event processing over streaming data. Combining Stream Analytics with Azure Event Hubs enables near real time processing of millions of events per second. This enables you to do things such as augment stream data with reference data and output to storage (or even output to another Azure Event Hub for additional processing).
NEW QUESTION 2
You implement DB2.
You need to configure the tables in DB2 to host the data from DB1. The solution must meet the requirements for DB2.
Which type of table and history table storage should you use for the tables? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation: From Scenario: Relecloud plans to implement a data warehouse named DB2. Box 1: Temporal table
From Scenario:
Relecloud identifies the following requirements for DB2:
Users must be able to view previous versions of the data in DB2 by using aggregates. DB2 must be able to store more than 40 TB of data.
A system-versioned temporal table is a new type of user table in SQL Server 2021, designed to keep a full history of data changes and allow easy point in time analysis. A temporal table also contains a reference to another table with a mirrored schema. The system uses this table to automatically store the previous version of the row each time a row in the temporal table gets updated or deleted. This additional table is referred to as the history table, while the main table that stores current (actual) row versions is referred to as the current table or simply as the temporal table.
NEW QUESTION 3
You are designing an Internet of Things (IoT) solution intended to identify trends. The solution requires the
real-time analysis of data originating from sensors. The results of the analysis will be stored in a SQL database.
You need to recommend a data processing solution that uses the Transact-SQL language. Which data processing solution should you recommend?
- A. Microsoft Azure Stream Analytics
- B. Microsoft Azure HDInsight Spark clusters
- C. Microsoft Azure Event Hubs
- D. Microsoft Azure HDInsight Hadoop clusters
Answer: A
Explanation: For your Internet of Things (IoT) scenarios that use Event Hubs, Azure Stream Analytics can serve as a possible first step to perform near real-time analytics on telemetry data. Just like Event Hubs, Steam Analytics supports the streaming of millions of event per second. Unlike a standard database, analysis is performed on data in motion. This streaming input data can also be combined with reference data inputs to perform lookups or do correlation to assist in unlocking business insights. It uses a SQL-like language to simplify the analysis of data inputs and detect anomalies, trigger alerts or transform the data in order to create valuable outputs
NEW QUESTION 4
You plan to implement a Microsoft Azure Data Factory pipeline. The pipeline will have custom business logic that requires a custom processing step.
You need to implement the custom processing step by using C#.
Which interface and method should you use? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point.
Answer:
Explanation: References:
https://github.com/MicrosoftDocs/azure-docs/blob/master/articles/data-factory/v1/data-factory-use-custom-activ
NEW QUESTION 5
You are designing an application that will perform real-time processing by using Microsoft Azure Stream Analytics.
You need to identify the valid outputs of a Stream Analytics job.
What are three possible outputs that you can use? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
- A. Microsoft Power BI
- B. Azure SQL Database
- C. a Hive table in Azure HDInsight
- D. Azure Blob storage
- E. Azure Redis Cache
Answer: ABD
Explanation: https://docs.microsoft.com/en-us/azure/stream-analytics/stream-analytics-define-outputs
NEW QUESTION 6
You plan to deploy a Hadoop cluster that includes a Hive installation.
Your company identifies the following requirements for the planned deployment:
During the creation of the cluster nodes, place JAR files in the clusters.
Decouple the Hive metastore lifetime from the cluster lifetime.
Provide anonymous access to the cluster nodes.
You need to identify which technology must be used for each requirement.
Which technology should you identify for each requirement? To answer, drag the appropriate technologies to the correct requirements. Each technology may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
Answer:
Explanation: 
NEW QUESTION 7
You have data pushed to Microsoft Azure Blob storage every few minutes.
You want to use an Azure Machine Learning web service to score the data hourly. You plan to deploy the data factory pipeline by using a Microsoft.NET application. You need to create an output dataset for the web service.
Which three properties should you define? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
- A. Source
- B. LinkedServiceName
- C. TypeProperties
- D. Availability
- E. External
Answer: ABC
NEW QUESTION 8
You plan to design a solution to gather data from 5,000 sensors that are deployed to multiple machines. The sensors generate events that contain data on the health status of the machines.
You need to create a new Microsoft Azure event hub to collect the event data.
Which command should you run? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point.
Answer:
Explanation: 
NEW QUESTION 9
You have a Microsoft Azure Data Factory pipeline.
You discover that the pipeline fails to execute because data is missing. You need to rerun the failure in the pipeline.
Which cmdlet should you use?
- A. Set-AzureRmAutomationJob
- B. Set-AzureRmDataFactorySliceStatus
- C. Resume-AzureRmDataFactoryPipeline
- D. Resume-AzureRmAutomationJob
Answer: B
Explanation: Use some PowerShell to inspect the ADF activity for the missing file error. Then simply set the dataset slice to either skipped or ready using the cmdlet to override the status.
For example:
Set-AzureRmDataFactorySliceStatus `
-ResourceGroupName $ResourceGroup `
-DataFactoryName $ADFName.DataFactoryName `
-DatasetName $Dataset.OutputDatasets `
-StartDateTime $Dataset.WindowStart `
-EndDateTime $Dataset.WindowEnd `
-Status "Ready" `
-UpdateType "Individual" References:
https://stackoverflow.com/questions/42723269/azure-data-factory-pipelines-are-failing-when-no-files-available-
NEW QUESTION 10
You deploy a Microsoft Azure SQL database.
You create a job to upload customer data to the database.
You discover that the job cannot connect to the database and fails. You verify that the database runs successfully in Azure.
You need to run the job successfully. What should you create?
- A. a virtual network rule
- B. a network security group (NSG)
- C. a firewall rule
- D. a virtual network
Answer: C
Explanation: If the application persistently fails to connect to Azure SQL Database, it usually indicates an issue with one of the following:
Firewall configuration. The Azure SQL database or client-side firewall is blocking connections to Azure SQL Database.
Network reconfiguration on the client side: for example, a new IP address or a proxy server.
User error: for example, mistyped connection parameters, such as the server name in the connection string. References:
https://docs.microsoft.com/en-us/azure/sql-database/sql-database-troubleshoot-common-connection-issues
NEW QUESTION 11
Your Microsoft Azure subscription contains several data sources that use the same XML schema. You plan to process the data sources in parallel.
You need to recommend a compute strategy to minimize the cost of processing the data sources. What should you recommend including in the compute strategy?
- A. Microsoft SQL Server Integration Services (SSIS) on an Azure virtual machine
- B. Azure Batch
- C. a Linux HPC cluster in Azure
- D. a Windows HPC cluster in Azure
Answer: A
NEW QUESTION 12
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.
Your company has multiple databases that contain millions of sales transactions. You plan to implement a data mining solution to identity purchasing fraud.
You need to design a solution that mines 10 terabytes (TB) of sales data. The solution must meet the following requirements:
• Run the analysis to identify fraud once per week.
• Continue to receive new sales transactions while the analysis runs.
• Be able to stop computing services when the analysis is NOT running.
Solution: You create a Cloudera Hadoop cluster on Microsoft Azure virtual machines. Does this meet the goal?
- A. Yes
- B. No
Answer: A
Explanation: Processing large amounts of unstructured data requires serious computing power and also maintenance effort. As load on computing power typically fluctuates due to time and seasonal influences and/or processes running on certain times, a cloud solution like Microsoft Azure is a good option to be able to scale up easily and pay only for what is actually used.
NEW QUESTION 13
You are developing an Apache Storm application by using Microsoft Visual Studio. You need to implement a custom topology that uses a custom bolt. Which type of object should you initialize in the main class?
- A. Stream
- B. TopologyBuilder
- C. Streamlnfo
- D. Logger
Answer: A
NEW QUESTION 14
You have a Microsoft Azure SQL database that contains Personally Identifiable Information (PII).
To mitigate the PII risk, you need to ensure that data is encrypted while the data is at rest. The solution must minimize any changes to front-end applications.
What should you use?
- A. Transport Layer Security (TLS)
- B. transparent data encryption (TDE)
- C. a shared access signature (SAS)
- D. the ENCRYPTBYPASSPHRASE T-SQL function
Answer: B
Explanation: Transparent data encryption (TDE) helps protect Azure SQL Database, Azure SQL Managed Instance, and Azure Data Warehouse against the threat of malicious activity. It performs real-time encryption and decryption of the database, associated backups, and transaction log files at rest without requiring changes to the application.
References: https://docs.microsoft.com/en-us/azure/sql-database/transparent-data-encryption-azure-sql
NEW QUESTION 15
You plan to use Microsoft Azure IoT Hub to capture data from medical devices that contain sensors. You need to ensure that each device has its own credentials. The solution must minimize the number of
required privileges.
Which policy should you apply to the devices?
- A. iothubowner
- B. service
- C. registryReadWrite
- D. device
Answer: D
Explanation: Per-Device Security Credentials. Each IoT Hub contains an identity registry For each device in this identity registry, you can configure security credentials that grant DeviceConnect permissions scoped to the corresponding device endpoints.
NEW QUESTION 16
You have a web application that generates several terabytes (TB) of financial documents each day. The application processes the documents in batches.
You need to store the documents in Microsoft Azure. The solution must ensure that a user can restore the previous version of a document.
Which type of storage should you use for the documents?
- A. Azure Cosmos DB
- B. Azure File Storage
- C. Azure Data Lake
- D. Azure Blob storage
Answer: A
NEW QUESTION 17
You have a Microsoft Azure HDInsight cluster for analytics workloads. You have a C# application on a local computer.
You plan to use Azure Data Factory to run the C# application in Azure.
You need to create a data factory that runs the C# application by using HDInsight.
In which order should you perform the actions? To answer, move all actions from the list of actions to the answer area and arrange them in the correct order.
NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct orders you select.
Answer:
Explanation: 
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