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Exam Code:	DP-203
Exam Name:	Data Engineering on Microsoft Azure
Certification Provider:	Microsoft
Free Question Number:	157
Version:	v2025-04-25
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Exam Question List: Question 1: You have two Azure Blob Storage accounts named account1 and ...; Question 2: Note: This question is part of a series of questions that pr...; Question 3: You plan to build a structured streaming solution in Azure D...; Question 4: You have an Azure Synapse Analytics dedicated SQL pool named...; Question 5: You are responsible for providing access to an Azure Data La...; Question 6: Note: This question is part of a series of questions that pr...; Question 7: You are developing a solution using a Lambda architecture on...; Question 8: You have the Azure Synapse Analytics pipeline shown in the f...; Question 9: You plan to ingest streaming social media data by using Azur...; Question 10: You have two Azure Data Factory instances named ADFdev and A...; Question 11: You have an Azure Data Lake Storage Gen2 account named adls2...; Question 12: You have an Azure subscription linked to an Azure Active Dir...; Question 13: You plan to monitor an Azure data factory by using the Monit...; Question 14: You have an Azure Synapse Analytics dedicated SQL pool named...; Question 15: Note: This question is part of a series of questions that pr...; Question 16: You have an Azure Synapse serverless SQL pool. You need to r...; Question 17: You have an Azure subscription that contains an Azure Data L...; Question 18: You have an Azure Synapse Analytics Apache Spark pool named ...; Question 19: You have an Azure subscription that contains an Azure Synaps...; Question 20: You have an Azure Stream Analytics job that is a Stream Anal...; Question 21: You are developing an Azure Synapse Analytics pipeline that ...; Question 22: You need to implement an Azure Databricks cluster that autom...; Question 23: You have an Azure Synapse Analytics dedicated SQL pool named...; Question 24: You have a Microsoft Entra tenant. The tenant contains an Az...; Question 25: You are designing a highly available Azure Data Lake Storage...; Question 26: You have an Azure subscription that contains the resources s...; Question 27: You are developing an application that uses Azure Data Lake ...; Question 28: You need to design an Azure Synapse Analytics dedicated SQL ...; Question 29: You have a SQL pool in Azure Synapse. You discover that some...; Question 30: You have an Azure event hub named retailhub that has 16 part...; Question 31: You have an Azure Synapse Analytics dedicated SQL pool. You ...; Question 32: You have an Azure subscription that contains an Azure Cosmos...; Question 33: You have two Azure Storage accounts named Storage1 and Stora...; Question 34: You have a table in an Azure Synapse Analytics dedicated SQL...; Question 35: You have an Azure Synapse Analytics dedicated SQL pool named...; Question 36: You have an Azure subscription that contains a storage accou...; Question 37: You have the following Azure Stream Analytics query. (Exhibi...; Question 38: You have an Azure data factory. You need to examine the pipe...; Question 39: Vou have an Azure Synapse Analytics dedicated SQL pool. You ...; Question 40: You have a C# application that process data from an Azure Io...; Question 41: You have Azure Data Factory configured with Azure Repos Git ...; Question 42: You are building an Azure Stream Analytics job to retrieve g...; Question 43: You have an Azure Storage account that generates 200,000 new...; Question 44: You have an Azure Synapse Analytics dedicated SQL Pool1. Poo...; Question 45: You are building an Azure Analytics query that will receive ...; Question 46: You have an Azure Synapse Analytics workspace named WS1 that...; Question 47: You have an Azure Data Factory pipeline named pipeline1 that...; Question 48: You are designing 2 solution that will use tables in Delta L...; Question 49: You are designing a monitoring solution for a fleet of 500 v...; Question 50: You are designing an Azure Databricks table. The table will ...; Question 51: You have an Azure Stream Analytics job. You need to ensure t...; Question 52: You have an Azure data factory named ADM that contains a pip...; Question 53: You are developing a solution that will stream to Azure Stre...; Question 54: You are designing the folder structure for an Azure Data Lak...; Question 55: You have an Azure subscription that contains the following r...; Question 56: You have an Azure Synapse Analytics dedicated SQL pool. You ...; Question 57: You have an Azure subscription that contains an Azure Synaps...; Question 58: You are creating dimensions for a data warehouse in an Azure...; Question 59: You have an Azure Synapse Analytics serverless SQ1 pool. You...; Question 60: You are designing an Azure Data Lake Storage Gen2 structure ...; Question 61: You have an Azure subscription that contains an Azure Synaps...; Question 62: You have an Azure Data Lake Storage Gen2 account named accou...; Question 63: You need to ensure that the Twitter feed data can be analyze...; Question 64: Note: This question is part of a series of questions that pr...; Question 65: You are designing a security model for an Azure Synapse Anal...; Question 66: You have the following table named Employees. (Exhibit) You ...; Question 67: Note: This question it part of a series of questions that pr...; Question 68: You plan to implement an Azure Data Lake Storage Gen2 contai...; Question 69: Note: The question is part of a series of questions that pre...; Question 70: You configure monitoring for a Microsoft Azure SQL Data Ware...; Question 71: What should you do to improve high availability of the real-...; Question 72: You have an enterprise data warehouse in Azure Synapse Analy...; Question 73: You plan to create an Azure Synapse Analytics dedicated SQL ...; Question 74: You have an Azure Synapse Analytics job that uses Scala. You...; Question 75: You are designing a highly available Azure Data Lake Storage...; Question 76: You have an Azure data solution that contains an enterprise ...; Question 77: You have an Azure Factory instance named DF1 that contains a...; Question 78: You need to output files from Azure Data Factory. Which file...; Question 79: You have an Azure Synapse Analytics dedicated SQL pool that ...; Question 80: You are building an Azure Synapse Analytics dedicated SQL po...; Question 81: You have an enterprise-wide Azure Data Lake Storage Gen2 acc...; Question 82: You are designing an enterprise data warehouse in Azure Syna...; Question 83: You need to design a data retention solution for the Twitter...; Question 84: You have an Azure Data Factory that contains 10 pipelines. Y...; Question 85: You are implementing Azure Stream Analytics windowing functi...; Question 86: You have two fact tables named Flight and Weather. Queries t...; Question 87: You have an Azure subscription that contains a Microsoft Pur...; Question 88: You need to implement a Type 3 slowly changing dimension (SC...; Question 89: You have an Azure Data Factory pipeline shown the following ...; Question 90: You are designing an anomaly detection solution for streamin...; Question 91: You implement an enterprise data warehouse in Azure Synapse ...; Question 92: You have an Azure subscription that contains an Azure Synaps...; Question 93: You are designing an application that will use an Azure Data...; Question 94: You have an Azure Databricks workspace and an Azure Data Lak...; Question 95: You need to trigger an Azure Data Factory pipeline when a fi...; Question 96: You have an Azure subscription. You need to deploy an Azure ...; Question 97: You are designing an Azure Synapse Analytics dedicated SQL p...; Question 98: You are designing a real-time dashboard solution that will v...; Question 99: Note: This question is part of a series of questions that pr...; Question 100: You are designing database for an Azure Synapse Analytics de...; Question 101: You are building an Azure Stream Analytics job to identify h...; Question 102: You have an Azure subscription that contains a logical Micro...; Question 103: You create an Azure Databricks cluster and specify an additi...; Question 104: You have an Azure Data Lake Storage Gen2 account named accou...; Question 105: You have an Azure Synapse Analytics dedicated SQL pool named...; Question 106: You have an Azure Blob storage account that contains a folde...; Question 107: You have an Azure Synapse Analytics dedicated SQL pool that ...; Question 108: You have an Azure Databricks resource. You need to log actio...; Question 109: You have an Azure subscription that contains an Azure Data L...; Question 110: You have an Azure Data Lake Storage account that has a virtu...; Question 111: You have an on-premises data warehouse that includes the fol...; Question 112: You are monitoring an Azure Stream Analytics job by using me...; Question 113: You are designing an Azure Synapse Analytics workspace. You ...; Question 114: You have an Azure Data Factory pipeline that has the activit...; Question 115: You plan to perform batch processing in Azure Databricks onc...; Question 116: You have an Azure Synapse Analytics dedicated SQL pool that ...; Question 117: You have an Azure Data Lake Storage account that contains a ...; Question 118: You have an Azure Stream Analytics job named Job1. The metri...; Question 119: You have an enterprise data warehouse in Azure Synapse Analy...; Question 120: You are designing a partition strategy for a fact table in a...; Question 121: You have an Azure Stream Analytics query. The query returns ...; Question 122: You have an Azure subscription that contains an Azure Synaps...; Question 123: You are designing an Azure Stream Analytics solution that re...; Question 124: You have an Azure Stream Analytics job that read data from a...; Question 125: You have files and folders in Azure Data Lake Storage Gen2 f...; Question 126: What should you recommend to prevent users outside the Litwa...; Question 127: You have an Azure Synapse Analytics serverless SQL pool, an ...; Question 128: In Azure Data Factory, you have a schedule trigger that is s...; Question 129: You have two fact tables named Flight and Weather. Queries t...; Question 130: What should you recommend using to secure sensitive customer...; Question 131: You develop data engineering solutions for a company. A proj...; Question 132: You have an Azure Synapse Analytics dedicated SQL pool. You ...; Question 133: You use Azure Stream Analytics to receive Twitter data from ...; Question 134: You need to build a solution to ensure that users can query ...; Question 135: Which Azure Data Factory components should you recommend usi...; Question 136: You have a SQL pool in Azure Synapse. A user reports that qu...; Question 137: You need to design an analytical storage solution for the tr...; Question 138: You are designing a slowly changing dimension (SCD) for supp...; Question 139: Note: This question is part of a series of questions that pr...; Question 140: You have an Azure Data Lake Storage account that contains CS...; Question 141: You are building an Azure Data Factory solution to process d...; Question 142: You are building an Azure Stream Analytics job that queries ...; Question 143: You develop a dataset named DBTBL1 by using Azure Databricks...; Question 144: You have a SQL pool in Azure Synapse that contains a table n...; Question 145: You need to implement an Azure Databricks cluster that autom...; Question 146: You have an Azure subscription that contains an Azure Synaps...; Question 147: You have an Azure Data Factory instance that contains two pi...; Question 148: A company plans to use Apache Spark analytics to analyze int...; Question 149: You have data stored in thousands of CSV files in Azure Data...; Question 150: You have a self-hosted integration runtime in Azure Data Fac...; Question 151: You have two Azure Data Factory instances named ADFdev and A...; Question 152: You have an Azure Synapse Analytics workspace named WS1. You...; Question 153: You have an Azure Stream Analytics job that receives clickst...; Question 154: You have an Apache Spark DataFrame named temperatures. A sam...; Question 155: You are designing a star schema for a dataset that contains ...; Question 156: You need to design a data ingestion and storage solution for...; Question 157: Note: This question is part of a series of questions that pr...

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