Free PDF Quiz Microsoft - DP-700 - High Pass-Rate Valid Implementing Data Engineering Solutions Using Microsoft Fabric Test Review

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Microsoft DP-700 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Implement and manage an analytics solution	30–35%	- Manage data lifecycle and governance 1. Implement data retention and archiving 2. Implement data governance with Microsoft Purview 3. Manage data access and security - Configure workspace settings 1. Configure domain workspace settings 2. Configure Dataflows Gen2 settings 3. Configure Microsoft Fabric workspace settings 4. Configure Spark workspace settings 5. Configure OneLake workspace settings - Manage data storage 1. Create and manage OneLake shortcuts 2. Implement data mirroring 3. Choose appropriate data stores
Topic 2: Monitor and optimize an analytics solution	30–35%	- Optimize performance 1. Optimize storage efficiency 2. Optimize pipelines and data flows 3. Optimize Spark and query performance 4. Optimize Lakehouse and data warehouse performance - Monitor analytics solutions 1. Configure alerts and notifications 2. Monitor Fabric items and activities 3. Monitor semantic model refreshes 4. Monitor data ingestion and transformation - Troubleshoot issues 1. Identify and resolve pipeline errors 2. Identify and resolve notebook and Spark errors 3. Identify and resolve storage and query errors 4. Identify and resolve Dataflow errors
Topic 3: Ingest and transform data	30–35%	- Transform data 1. Clean, denormalize, and aggregate data 2. Transform data using PySpark 3. Transform data using KQL 4. Transform data using SQL - Design and implement data loading patterns 1. Design full and incremental data loads 2. Prepare data for dimensional models 3. Design streaming data loading patterns - Orchestrate data operations 1. Implement schedules and triggers 2. Orchestrate with notebooks and pipelines 3. Use parameters and dynamic expressions - Ingest data 1. Ingest data using Eventstreams 2. Ingest data using Dataflows Gen2 3. Ingest data using pipelines

Section

Weight

Objectives

Topic 1: Implement and manage an analytics solution

30–35%

- Manage data lifecycle and governance

1. Implement data retention and archiving
2. Implement data governance with Microsoft Purview
3. Manage data access and security

- Configure workspace settings

1. Configure domain workspace settings
2. Configure Dataflows Gen2 settings
3. Configure Microsoft Fabric workspace settings
4. Configure Spark workspace settings
5. Configure OneLake workspace settings

- Manage data storage

1. Create and manage OneLake shortcuts
2. Implement data mirroring
3. Choose appropriate data stores

Topic 2: Monitor and optimize an analytics solution

30–35%

- Optimize performance

1. Optimize storage efficiency
2. Optimize pipelines and data flows
3. Optimize Spark and query performance
4. Optimize Lakehouse and data warehouse performance

- Monitor analytics solutions

1. Configure alerts and notifications
2. Monitor Fabric items and activities
3. Monitor semantic model refreshes
4. Monitor data ingestion and transformation

- Troubleshoot issues

1. Identify and resolve pipeline errors
2. Identify and resolve notebook and Spark errors
3. Identify and resolve storage and query errors
4. Identify and resolve Dataflow errors

Topic 3: Ingest and transform data

30–35%

- Transform data

1. Clean, denormalize, and aggregate data
2. Transform data using PySpark
3. Transform data using KQL
4. Transform data using SQL

- Design and implement data loading patterns

1. Design full and incremental data loads
2. Prepare data for dimensional models
3. Design streaming data loading patterns

- Orchestrate data operations

1. Implement schedules and triggers
2. Orchestrate with notebooks and pipelines
3. Use parameters and dynamic expressions

- Ingest data

1. Ingest data using Eventstreams
2. Ingest data using Dataflows Gen2
3. Ingest data using pipelines

>> Valid DP-700 Test Review <<

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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q124-Q129):

NEW QUESTION # 124
You need to recommend a solution to resolve the MAR1 connectivity issues. The solution must minimize development effort. What should you recommend?

A. Add a ForEach activity to the data pipeline.
B. Configure Fault tolerance for the Copy data activity.
C. Call a notebook from the data pipeline.
D. Configure retries for the Copy data activity.

Answer: D

NEW QUESTION # 125
You have an Azure subscription that contains a blob storage account named sa1. Sa1 contains two files named Filelxsv and File2.csv.
You have a Fabric tenant that contains the items shown in the following table.

You need to configure Pipeline1 to perform the following actions:
* At 2 PM each day, process Filel.csv and load the file into flhl.
* At 5 PM each day. process File2.csv and load the file into flhl.
The solution must minimize development effort. What should you use?

A. a data pipeline trigger
B. an activator
C. a data pipeline schedule
D. a job definition

Answer: C

NEW QUESTION # 126
HOTSPOT
You have a Fabric workspace that contains an eventstream named EventStream1.
You discover that an EventStream1 transformation fails.
You need to find the following error information:
The error details, including the occurrence time
The total number of errors
What should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:

Explanation:

Explanation:

NEW QUESTION # 127
Exhibit.

You have a Fabric workspace that contains a write-intensive warehouse named DW1. DW1 stores staging tables that are used to load a dimensional model. The tables are often read once, dropped, and then recreated to process new data.
You need to minimize the load time of DW1.
What should you do?

A. Drop statistics.
B. Create statistics.
C. Enable V-O-der.
D. Disable V-Order.

Answer: D

NEW QUESTION # 128
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 internet access disabled.
You need to ensure that Job1 can access the data in Source1.
What should you create?

A. an integration runtime
B. a managed private endpoint
C. a data management gateway
D. an on-premises data gateway

Answer: B

Explanation:
To allow Job1 in Workspace1 to access an Azure SQL database (Source1) with public internet access disabled, you need to create a managed private endpoint. A managed private endpoint is a secure, private connection that enables services like Fabric (or other Azure services) to access resources such as databases, storage accounts, or other services within a virtual network (VNet) without requiring public internet access.
This approach maintains the security and integrity of your data while enabling access to the Azure SQL database.

NEW QUESTION # 129
......

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