HOTSPOT A company plans to analyze a continuous flow of data from a social media platform by using Microsoft Azure Stream Analytics. The incoming data is formatted as one record per row. You need to create the input stream. How…
DRAG DROP Your company plans to create an event processing engine to handle streaming data from Twitter. The data engineering team uses Azure Event Hubs to ingest the streaming data. You need to implement a solution that uses Azure Databricks…
HOTSPOT 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…
DRAG DROP You implement an event processing solution using Microsoft Azure Stream Analytics. The solution must meet the following requirements: Ingest data from Blob storage Analyze data in real time Store processed data in Azure Cosmos DB Which three actions…
HOTSPOT A company is deploying a service-based data environment. You are developing a solution to process this data. The solution must meet the following requirements: Use an Azure HDInsight cluster for data ingestion from a relational database in a different…
HOTSPOT You are designing a new Lambda architecture on Microsoft Azure. The real-time processing layer must meet the following requirements: Ingestion: Receive millions of events per second Act as a fully managed Platform-as-a-Service (PaaS) solution Integrate with Azure Functions Stream…
DRAG DROP Your company manages on-premises Microsoft SQL Server pipelines by using a custom solution. The data engineering team must implement a process to pull data from SQL Server and migrate it to Azure Blob storage. The process must orchestrate…
DRAG DROP You develop data engineering solutions for a company. A project requires analysis of real-time Twitter feeds. Posts that contain specific keywords must be stored and processed on Microsoft Azure and then displayed by using Microsoft Power BI. You…
HOTSPOT A company runs Microsoft Dynamics CRM with Microsoft SQL Server on-premises. SQL Server Integration Services (SSIS) packages extract data from Dynamics CRM APIs, and load the data into a SQL Server data warehouse. The datacenter is running out of…
You need to develop a pipeline for processing data. The pipeline must meet the following requirements: Scale up and down resources for cost reduction Use an in-memory data processing engine to speed up ETL and machine learning operations. Use streaming…