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Exam Code:	DP-203
Exam Name:	Data Engineering on Microsoft Azure
Certification Provider:	Microsoft
Free Question Number:	165
Version:	v2025-06-12
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Exam Question List: Question 1: You have an Azure data factory. You execute a pipeline that ...; Question 2: Vou have an Azure Data factory pipeline that has the logic f...; Question 3: You are designing an application that will store petabytes o...; Question 4: You have a SQL pool in Azure Synapse. You plan to load data ...; Question 5: You have an Azure subscription that contains an Azure Synaps...; Question 6: You have two fact tables named Flight and Weather. Queries t...; Question 7: You have an Azure subscription that contains an Azure Synaps...; Question 8: You have an Azure subscription that contains an Azure Synaps...; Question 9: You have an Azure Stream Analytics job that read data from a...; Question 10: You have an Azure Data Factory instance that contains two pi...; Question 11: Note: This question is part of a series of questions that pr...; Question 12: You are designing an Azure Data Lake Storage solution that w...; Question 13: You have an Azure subscription. You need to deploy an Azure ...; Question 14: You need to schedule an Azure Data Factory pipeline to execu...; Question 15: You are building an Azure Synapse Analytics dedicated SQL po...; Question 16: You are designing a folder structure for the files m an Azur...; Question 17: In Azure Data Factory, you have a schedule trigger that is s...; Question 18: You have an Azure Data Lake Storage Gen2 account named adls2...; Question 19: You have an Azure subscription that contains the resources s...; Question 20: You need to create an Azure Data Factory pipeline to process...; Question 21: You have an Azure Data Factory pipeline named pipeline1 that...; Question 22: You need to implement an Azure Databricks cluster that autom...; Question 23: You have an Azure Synapse Analytics workspace. You plan to d...; Question 24: You have an Azure Blob storage account named storage! and an...; Question 25: You have files and folders in Azure Data Lake Storage Gen2 f...; Question 26: You have an Azure subscription that contains an Azure Databr...; Question 27: You have an Azure subscription that contains a storage accou...; Question 28: You plan to monitor an Azure data factory by using the Monit...; Question 29: You have an Azure subscription that contains an Azure data f...; Question 30: You have an Azure Synapse Analytics dedicated SQL pool named...; Question 31: You have an Azure Storage account and a data warehouse in Az...; Question 32: You have a data model that you plan to implement in a data w...; Question 33: You are building an Azure Stream Analytics job to retrieve g...; Question 34: You develop a dataset named DBTBL1 by using Azure Databricks...; Question 35: A company purchases IoT devices to monitor manufacturing mac...; Question 36: You configure monitoring for a Microsoft Azure SQL Data Ware...; Question 37: You have an Azure Data Factory pipeline that performs an inc...; Question 38: You store files in an Azure Data Lake Storage Gen2 container...; Question 39: You have an Azure Synapse Analytics dedicated SQL pool named...; Question 40: You are designing an application that will use an Azure Data...; Question 41: You are developing an application that uses Azure Data Lake ...; Question 42: You are designing a financial transactions table in an Azure...; Question 43: You plan to ingest streaming social media data by using Azur...; Question 44: You are designing an Azure Synapse Analytics dedicated SQL p...; Question 45: You are building an Azure Analytics query that will receive ...; Question 46: You are designing a statistical analysis solution that will ...; Question 47: You have an enterprise data warehouse in Azure Synapse Analy...; Question 48: You are designing an Azure Synapse Analytics workspace. You ...; Question 49: Note: This question is part of a series of questions that pr...; Question 50: You need to design a data retention solution for the Twitter...; Question 51: You have an Azure Synapse Analytics dedicated SQL pool. You ...; Question 52: Note: This question is part of a series of questions that pr...; Question 53: You have an Azure Synapse serverless SQL pool. You need to r...; Question 54: You plan to create an Azure Data Factory pipeline that will ...; Question 55: You have an Azure subscription that contains an Azure Data L...; Question 56: You have an Azure Data Factory pipeline that has the activit...; Question 57: You have an Azure Data Lake Storage Gen2 account that contai...; Question 58: What should you recommend using to secure sensitive customer...; Question 59: You have an Azure Synapse Analytics pipeline named Pipeline1...; Question 60: You need to implement versioned changes to the integration p...; Question 61: You have an activity in an Azure Data Factory pipeline. The ...; Question 62: You are designing an Azure Data Lake Storage Gen2 structure ...; Question 63: You have an Azure Databricks workspace named workspace1 in t...; Question 64: you have a project in Azure DevOps that contains a repositor...; Question 65: You have a self-hosted integration runtime in Azure Data Fac...; Question 66: You have an Azure Synapse Analytics dedicated SQL Pool1. Poo...; Question 67: You need to trigger an Azure Data Factory pipeline when a fi...; Question 68: You are designing a monitoring solution for a fleet of 500 v...; Question 69: You plan to create a real-time monitoring app that alerts us...; Question 70: You need to design an Azure Synapse Analytics dedicated SQL ...; Question 71: You have an Azure subscription that contains an Azure Synaps...; Question 72: You have an Azure subscription that contains a logical Micro...; Question 73: You have an Azure Data Factory pipeline named pipeline1 that...; Question 74: You are designing an enterprise data warehouse in Azure Syna...; Question 75: You have an Azure Data Factory pipeline named Pipeline1!. Pi...; Question 76: You have the following Azure Data Factory pipelines * ingest...; Question 77: You have an Azure Synapse Analytics workspace named WS1 that...; Question 78: You have a trigger in Azure Data Factory configured as shown...; Question 79: You have an Azure SQL database named Database1 and two Azure...; Question 80: You use Azure Data Factory to create data pipelines. You are...; Question 81: You have a SQL pool in Azure Synapse. You discover that some...; Question 82: You are planning the deployment of Azure Data Lake Storage G...; Question 83: Note: This question is part of a series of questions that pr...; Question 84: You need to build a solution to ensure that users can query ...; Question 85: You have an Azure subscription that contains an Azure Cosmos...; Question 86: From a website analytics system, you receive data extracts a...; Question 87: You are planning a solution to aggregate streaming data that...; Question 88: You have an Azure Active Directory (Azure AD) tenant that co...; Question 89: You are designing an Azure Synapse solution that will provid...; Question 90: You have an enterprise data warehouse in Azure Synapse Analy...; Question 91: You are designing a solution that will copy Parquet files st...; Question 92: You have an Azure subscription that contains a Microsoft Pur...; Question 93: Note: This question is part of a series of questions that pr...; Question 94: You have an Azure subscription that contains an Azure Synaps...; Question 95: You have an Apache Spark DataFrame named temperatures. A sam...; Question 96: You are designing an enterprise data warehouse in Azure Syna...; Question 97: You have an Azure Synapse Analytics workspace that contains ...; Question 98: You have an Azure Synapse Analytics dedicated SQL pool that ...; Question 99: You have two fact tables named Flight and Weather. Queries t...; Question 100: You have an Azure Synapse Analytics dedicated SQL pool mat c...; Question 101: You have an Azure subscription that contains an Azure Synaps...; Question 102: You have an Azure Databricks workspace that contains a Delta...; Question 103: You need to design a data storage structure for the product ...; Question 104: You have an Azure Data Lake Storage Gen2 container. Data is ...; Question 105: You are creating an Azure Data Factory data flow that will i...; Question 106: You have data stored in thousands of CSV files in Azure Data...; Question 107: You have two Azure Storage accounts named Storage1 and Stora...; Question 108: You are designing an Azure Databricks interactive cluster. T...; Question 109: You have a C# application that process data from an Azure Io...; Question 110: You have a table in an Azure Synapse Analytics dedicated SQL...; Question 111: You have an enterprise data warehouse in Azure Synapse Analy...; Question 112: You need to design a data ingestion and storage solution for...; Question 113: You have an Azure Data Factory pipeline that is triggered ho...; Question 114: Note: This question is part of a series of questions that pr...; Question 115: You have an Azure Synapse Analytics SQL pool named Pool1 on ...; Question 116: You need to design a data retention solution for the Twitter...; Question 117: You use Azure Stream Analytics to receive Twitter data from ...; Question 118: You are designing 2 solution that will use tables in Delta L...; Question 119: You have an on-premises data warehouse that includes the fol...; Question 120: A company has a real-time data analysis solution that is hos...; Question 121: You have an Azure Data Lake Storage account that has a virtu...; Question 122: You have an Azure Synapse Analytics dedicated SQL pool that ...; Question 123: You need to collect application metrics, streaming query eve...; Question 124: You build a data warehouse in an Azure Synapse Analytics ded...; Question 125: You have an Azure subscription that contains an Azure Synaps...; Question 126: You have an Azure Synapse Analytics dedicated SQL pool. You ...; Question 127: You have an Azure Data Lake Storage Gen2 container that cont...; Question 128: You need to design a solution that will process streaming da...; Question 129: You have the following Azure Stream Analytics query. (Exhibi...; Question 130: You have an Azure Stream Analytics query. The query returns ...; Question 131: You have an Azure Factory instance named DF1 that contains a...; Question 132: You have a Microsoft Purview account. The Lineage view of a ...; Question 133: You are designing a slowly changing dimension (SCD) for supp...; Question 134: You have an Azure Synapse Analytics serverless SQL pool name...; Question 135: You plan to implement an Azure Data Lake Gen2 storage accoun...; Question 136: You plan to perform batch processing in Azure Databricks onc...; Question 137: What should you recommend to prevent users outside the Litwa...; Question 138: You plan to create a table in an Azure Synapse Analytics ded...; Question 139: You are designing the folder structure for an Azure Data Lak...; Question 140: Note: This question is part of a series of questions that pr...; Question 141: You are designing a data mart for the human resources (MR) d...; Question 142: Note: This question it part of a series of questions that pr...; Question 143: You have an Azure Data Lake Storage Gen2 account named accou...; Question 144: Vou have an Azure Synapse Analytics dedicated SQL pool. You ...; Question 145: You are planning a streaming data solution that will use Azu...; Question 146: You have an Azure Data Lake Storage account that contains CS...; Question 147: You have an Azure data factory named ADM. You currently publ...; Question 148: You have several Azure Data Factory pipelines that contain a...; Question 149: You are designing a highly available Azure Data Lake Storage...; Question 150: You are processing streaming data from vehicles that pass th...; Question 151: You have an Azure Data Factory that contains 10 pipelines. Y...; Question 152: You use Azure Data Factory to prepare data to be queried by ...; Question 153: You need to implement a Type 3 slowly changing dimension (SC...; Question 154: You have the following table named Employees. (Exhibit) You ...; Question 155: You have an Azure Data Factory version 2 (V2) resource named...; Question 156: You have an Azure subscription that contains an Azure Synaps...; Question 157: You have an Azure Synapse Analytics dedicated SQL pool named...; Question 158: You have an Azure Synapse Analystics dedicated SQL pool that...; Question 159: You have an Azure subscription that contains an Azure Databr...; Question 160: You are designing a highly available Azure Data Lake Storage...; Question 161: You have an Azure subscription that contains an Azure data f...; Question 162: You are designing a date dimension table in an Azure Synapse...; Question 163: You have an Azure SQL database named DB1 and an Azure Data F...; Question 164: You are designing an Azure Databricks table. The table will ...; Question 165: You have an Azure Databricks resource. You need to log actio...

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