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NEW QUESTION: 1
A company plans to use Platform-as-a-Service (PaaS) to create the new data pipeline process. The process must meet the following requirements.
Ingest:
*Access multiple data sources
*Provide the ability to orchestrate workflow
*Provide the capability to run SQL Server Integration Services packages.
Store:
*Optimize storage for big data workloads.
*Provide encryption of data at rest.
*Operate with no size limits.
Prepare and Train:
*Provide a fully-managed and interactive workspace for exploration and visualization.
*Provide the ability to program in R, SQL, Python, Scala, and Java.
*Provide seamless user authentication with Azure Active Directory.
Model & Serve:
*Implement native columnar storage.
*Support for the SQL language
*Provide support for structured streaming.
You need to build the data integration pipeline.
Which technologies should you use? To answer, select the appropriate options in the answer area.
Answer:
Explanation:
Ingest: Azure Data Factory
Azure Data Factory pipelines can execute SSIS packages.
In Azure, the following services and tools will meet the core requirements for pipeline orchestration, control flow, and data movement: Azure Data Factory, Oozie on HDInsight, and SQL Server Integration Services (SSIS).
Store: Data Lake Storage
Data Lake Storage Gen1 provides unlimited storage.
Note: Data at rest includes information that resides in persistent storage on physical media, in any digital format. Microsoft Azure offers a variety of data storage solutions to meet different needs, including file, disk, blob, and table storage. Microsoft also provides encryption to protect Azure SQL Database, Azure Cosmos DB, and Azure Data Lake.
Prepare and Train: Azure Databricks
Azure Databricks provides enterprise-grade Azure security, including Azure Active Directory integration.
With Azure Databricks, you can set up your Apache Spark environment in minutes, autoscale and collaborate on shared projects in an interactive workspace. Azure Databricks supports Python, Scala, R, Java and SQL, as well as data science frameworks and libraries including TensorFlow, PyTorch and scikit-learn.
Model and Serve: SQL Data Warehouse
SQL Data Warehouse stores data into relational tables with columnar storage.
Azure SQL Data Warehouse connector now offers efficient and scalable structured streaming write support for SQL Data Warehouse. Access SQL Data Warehouse from Azure Databricks using the SQL Data Warehouse connector.
References:
https://docs.microsoft.com/bs-latn-ba/azure/architecture/data-guide/technology-choices/pipeline-orchestration-da
https://docs.microsoft.com/en-us/azure/azure-databricks/what-is-azure-databricks
NEW QUESTION: 2
NTO uses an external CRM which only exports encrypted files. NTO's marketing manager team wants to use some of the subscriber data found in the CRM for future marketing sends. Which three actions should be included in an automation given thse requirements? Choose 3
A. File transfer activity to the Safehouse for decryption
B. File drop to the SFTP Import directory
C. File transfer activty to the Import directory for decryption
D. File drop to the SFTP Root directory
E. Import definition to the necessary data extension
Answer: A,B,E
NEW QUESTION: 3
A solution architect has finished conducting interviews and gathering requirements for a company, and has
determined that the logical requirements are:
* two data centers for high availability
* synchronous replication to meet the zero minute RPO
* separating management workloads from application workloads
* dedicated 10Gb uplink for each low latency server
* single management port for the entire environment
Which two actions would meet the design requirements? (Choose two.)
A. Create one folder for Management workloads and one folder for application workloads.
B. Create two data center objects in vCenter Server.
C. Configure vSAN Stretched Clustering.
D. Configure SR-IOV for low latency servers.
Answer: A,C
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