DP-700 Exam Questions
127 real DP-700 exam questions with expert-verified answers and explanations. Page 1 of 3.
- Question #1Manage data governance and security
You need to ensure that the data analysts can access the gold layer lakehouse. What should you do?
Lakehouse SecurityData Access ControlMicrosoft FabricSQL Endpoint - Question #2Design and implement data ingestion and transformation
You need to ensure that usage of the data in the Amazon S3 bucket meets the technical requirements. What should you do?
OneLake shortcutsData integrationCachingPerformance optimization - Question #3Design and implement data ingestion and transformation
You need to recommend a method to populate the POS1 data to the lakehouse medallion layers. What should you recommend for the Bronze layer?
Lakehouse architectureMedallion architectureData ingestionData Pipelines - Question #4Design and implement data modeling
You need to create the product dimension. How should you complete the Apache Spark SQL code? To answer, select the appropriate options in the answer area.
Spark SQLDimension modelingData warehousingData transformation - Question #5Implement and manage an analytics solution
You need to implement the solution for the book reviews. Which should you do?
Microsoft FabricLakehouseShortcutsData Integration - Question #6Design and implement data ingestion and transformation
When the authors have new book releases, there is often an increase in sales activity. This increase slows the data ingestion process. The company's sales team reports that during...
Incremental RefreshData Ingestion OptimizationDataflowPerformance Optimization - Question #7Design and implement a data analytics solution
You have a fabric workspace. You have semi-structured data. You need to read the data by using T-SQL, KQL, and Apache Spark. What will only be written by using Spark. What should y...
Microsoft FabricEvent DataKQL DatabaseMulti-engine analytics - Question #8Design and implement data ingestion and transformation
You have a Fabric workspace that contains a warehouse named Warehouse1. You have an on-premises Microsoft SQL Server database named Database1 that is accessed by using an on-premis...
Data integrationMicrosoft FabricData pipelinesOn-premises data gateway - Question #9Design and implement data ingestion and transformation
You have an on-premises Microsoft SQL Server database named Database1 that is accessed by using an on-premises data gateway. You need to copy data from Database1 to Warehouse1. Whi...
Data pipelineData ingestionOn-premises data gatewayETL/ELT - Question #10Monitor and optimize a data analytics solution
You have a Fabric F32 capacity that contains a workspace. The workspace contains a warehouse named DW1 that is modeled by using MDS metadata. Surrogate keys. DW1 contains a single...
Fabric Capacity ManagementDirect Lake PerformancePerformance OptimizationData Warehouse Optimization - Question #11Design and implement data modeling
You have a Fabric workspace that contains a lakehouse named Lakehouse1. Data is ingested into Lakehouse1 as one flat table. The table contains the following columns. Name Descripti...
Dimensional ModelingStar SchemaFact and Dimension TablesData Modeling - Question #12Implement and manage an analytics solution
You have a Fabric workspace named Workspace1 that contains a notebook named Notebook1. In Workspace1, you create a new notebook named Notebook2. You need to ensure that you can att...
Fabric NotebooksApache SparkSession SharingHigh Concurrency - Question #13Manage data governance and security
You have a Fabric workspace named Workspace1 that contains a lakehouse named Lakehouse1. Lakehouse1 contains the following tables: - Orders - Customer - Employee The Employee table...
Fabric securityWorkspace access controlLakehouse managementData segregation - Question #14Manage data governance and security
You have a Fabric warehouse named DW1. DW1 contains a table that stores sales data and is used by multiple sales representatives. You plan to implement row-level security (RLS). Yo...
Row-Level Security (RLS)Fabric WarehouseData SecuritySQL Functions - Question #15Implement and manage an analytics solution
You have a Fabric deployment pipeline that uses three workspaces named Dev, Test, and Prod. You need to deploy an eventhouse as part of the deployment process. What should you use...
Fabric Deployment PipelinesEventhouse DeploymentCI/CDMicrosoft Fabric - Question #16Implement and manage an analytics solution
You have a Fabric workspace named Workspace1 that contains a warehouse named Warehouse1. You plan to deploy Warehouse1 to a new workspace named Workspace2. As part of the deploymen...
Microsoft FabricDeployment PipelinesWarehouse DeploymentValidation - Question #17Ingest and transform data
You have a Fabric workspace that contains a Real-Time Intelligence solution and an eventhouse. Users report that from OneLake the explorer, they cannot see the data from the eventh...
Microsoft FabricOneLakeEventhouseData synchronization - Question #18Implement and manage an analytics solution
You have a Fabric workspace named Workspace1. You plan to integrate Workspace1 with Azure DevOps. You will use a Fabric deployment pipeline named deployPipeline1 to deploy items fr...
Fabric deployment pipelinesAzure DevOps integrationAPI authenticationService principal - Question #19Monitor and optimize a data analytics solution
You have a Fabric workspace named Workspace1 that has the cache for shortcuts enabled. Workspace1 creates a lakehouse named Lakehouse1. Lakehouse1 has the following shortcuts shown...
Fabric LakehouseData cachingPerformance optimizationShortcuts - Question #20Manage data governance and security
QUESTION 22 You have a Fabric workspace named Workspace1 that contains an Apache Spark job definition named Job1. You have an Azure SQL database named Source1 that has public inter...
FabricAzure SQL DatabaseManaged Private EndpointNetwork Security - Question #21Monitor and optimize a data analytics solution
QUESTION 23 You have an Azure Data Lake Storage Gen2 account named storage1 and an Amazon S3 bucket named storage2. You have the Delta Parquet files shown in the following table. N...
Fabric LakehouseShortcutsCachingData retrieval optimization - Question #22Manage data governance and security
QUESTION 24 Your company has a sales department that uses two Fabric workspaces named Workspace1 and Workspace2. The company decides to implement a domain strategy to organize the...
Fabric administrationDomain managementRBACLeast privilege - Question #23Manage data governance and security
QUESTION 25 You have a Fabric workspace named Workspace1 that contains a warehouse named DW1 and a data pipeline named Pipeline1. You plan to add a user named User3 to Workspace1....
Fabric workspace rolesLeast privilegeAccess controlData warehouse security - Question #24Manage data governance and security
QUESTION 26 You have a Fabric capacity that contains a workspace named Workspace1. Workspace1 contains a lakehouse named Lakehouse1, a data pipeline, a notebook, and several Micros...
Fabric SecurityLakehouse PermissionsWorkspace RolesSQL Endpoint Access - Question #25Implement and manage an analytics solution
QUESTION 27 You have two Fabric workspaces named Workspace1 and Workspace2. You have a Fabric deployment pipeline named deployPipeline1 that deploys items from Workspace1 to Worksp...
Fabric Deployment PipelinesApplication Lifecycle Management (ALM)Workspace ManagementItem Deployment - Question #26Implement and manage an analytics solution
QUESTION 28 You have a Fabric workspace named Workspace1 that contains a data pipeline named Pipeline1 and a lakehouse named Lakehouse1. You have a deployment pipeline named deploy...
Fabric Deployment PipelinesWorkspace ManagementItem SynchronizationData Pipelines - Question #27Monitor and optimize a data analytics solution
QUESTION 29 You have a Fabric workspace that contains a lakehouse and a notebook named Notebook1. Notebook1 reads data into a DataFrame from a table named Table1 and applies transf...
Delta LakeFile optimizationLakehouseData compaction - Question #28Monitor and optimize an analytics solution
You have five Fabric workspaces. You are monitoring the execution of items by using Monitoring hub. You need to identify in which workspace specified item runs. Which column should...
Microsoft FabricMonitoring hubWorkspace managementItem execution monitoring - Question #29Design and implement data ingestion and transformation
You have a Fabric workspace that contains a lakehouse named Lakehouse1. In an external data source, you have data files that are 500 GB each. A new file is added every day. You nee...
Data IngestionMicrosoft FabricData PipelinesLakehouse - Question #30Design and implement data ingestion and transformation
You have a Fabric workspace that contains an eventhouse and a KQL database named Database1. Database1 has the following: - A table named Table1 - A table named Table2 - An update p...
Kusto Update PoliciesData Type ConversionFabric Real-Time AnalyticsData Ingestion - Question #31Ingest and transform data
You are developing a data pipeline named Pipeline1. You need to add a Copy data activity that will copy data from a Snowflake data source to a Fabric warehouse. What should you con...
Copy data activityData stagingData ingestionFabric Warehouse - Question #32Monitor and optimize a data analytics solution
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 q...
KQLJoin OperationsQuery Performance - Question #33Monitor and optimize a data analytics solution
You have a KQL database that contains two tables named Stream and Reference. Stream contains streaming data in the following format: Column name Data type Timestamp Datetime Geoloc...
KQL optimizationQuery performanceProject operatorExtend operator - Question #34Monitor and optimize an analytics solution
You have a KQL database that contains two tables named Stream and Reference. Stream contains streaming data in the following format: Column name Data type Timestamp Datetime Geoloc...
KQL Performance OptimizationKQL Aggregation FunctionsAzure Data ExplorerQuery Optimization - Question #35Monitor and optimize an analytics solution
You have a Fabric workspace that contains a lakehouse named Lakehouse1. Lakehouse1 contains a Delta table named Table1. You analyze Table1 and discover that Table1 contains 2,000 P...
Delta Lake OptimizationFile CompactionQuery Performance TuningFabric Lakehouse - Question #36Monitor and optimize a data analytics solution
You have a Fabric workspace that contains a warehouse named Warehouse1. Data is loaded daily into Warehouse1 by using data pipelines and stored procedures. You discover that the da...
Fabric WarehouseMonitoringDMVPerformance Optimization - Question #37Implement and manage an analytics solution
You have a Fabric workspace named Workspace1_DEV that contains the following items: - 10 reports - Four notebooks - Three lakehouses - Two data pipelines - Two Dataflow Gen1 datafl...
Deployment PipelinesMicrosoft FabricSemantic ModelsALM - Question #38Implement and manage an analytics solution
Given the following items: Name | Type ---|--- Notebook1 | Notebook Notebook2 | Notebook Lakehouse1 | Lakehouse Pipeline1 | Data pipeline Model1 | Semantic model Note: For Model1,...
Data OrchestrationFabric Data PipelinesScheduled TriggersEvent Triggers - Question #39Manage data governance and security
You are implementing the following data entities in a Fabric environment: - Entity1: Available in a lakehouse and contains data that will be used as a core organization entry - Ent...
Data GovernanceMicrosoft FabricPower BI EndorsementData Quality - Question #40Manage data governance and security
You have three users named User1, User2, and User3. You have the Fabric workspaces shown in the following table. Name | Workspace admin ---|--- Workspace1 | User1 Workspace2 | User...
Fabric administrationWorkspace managementDomain managementAccess control - Question #41Design and implement data ingestion and transformation
Your company has a team of developers. The team creates Python libraries of reusable code that is used to transform data. You create a Fabric workspace name Workspace1 that will be...
FabricWorkspace LibrariesPython PackagesNotebooks Configuration - Question #42Design and implement data modeling
You have a Fabric workspace that contains a warehouse named Warehouse1. In Warehouse1, you create a table named DimCustomer by running the following statement: CREATE TABLE dbo.Dim...
Fabric WarehouseSQL DDLPrimary KeyTable Constraints - Question #43Design and implement data ingestion and transformation
You have a Fabric workspace that contains a warehouse named Warehouse1. Warehouse1 contains the following tables and columns: Table name | Column name | Data type ---|---|--- Emplo...
SQL QueriesData TransformationData DenormalizationData Aggregation - Question #44Design and implement data ingestion and transformation
You have an Azure Event Hubs data source that contains weather data. You ingest the data from the data source by using an eventstream named Eventstream1. Eventstream1 uses a lakeho...
Microsoft Fabric EventstreamData ProcessorStreaming Data FilteringLakehouse Ingestion - Question #45Design and implement data ingestion and transformation
You have the following code segment: def loading_pattern_sample(df_source): try: deltatable = DeltaTable.forName(spark, target_table) except Exception as e: df_source.write.format(...
Delta LakeData MergingUpsertConditional Writing - Question #46Ingest and transform data
You have the following code segment: def loading_pattern_sample(df_source): try: deltatable = DeltaTable.forName(spark, target_table) except Exception as e: df_source.write.format(...
Delta LakeMerge operationPython error handlingControl flow - Question #47Design and implement data ingestion and transformation
You have the following code segment: def loading_pattern_sample(df_source): try: deltatable = DeltaTable.forName(spark, target_table) except Exception as e: df_source.write.format(...
Delta LakeIncremental LoadingData IngestionMerge Operation - Question #48Design and implement data modeling
You have a Fabric workspace that contains two lakehouses named Lakehouse1 and Lakehouse2. Lakehouse1 contains staging data in a Delta table named Orderlines. Lakehouse2 contains a...
Slowly Changing DimensionsFact TablesData ModelingSQL Joins - Question #49Ingest and transform data
You have a Fabric workspace. You are debugging a statement and discover the following issues: - Sometimes, the statement fails to return all the expected rows. - The PurchaseDate o...
SQLData TransformationDate FormattingNULL Handling - Question #50Design and implement data ingestion and transformation
You have a Fabric eventhouse that contains an KQL database. The database contains a table named TaxiData. The following is a sample of the data in TaxiData. VendorID tpep_pickup_da...
KQLWindow FunctionsData AggregationTime Series Analysis