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The Exams4sures recognizes that Microsoft DP-700 aspirants are constantly juggling multiple responsibilities, so questions are ideal for quick preparation. Applicants can access these questions anywhere and at any time, using any smart device, which allows them to learn at their own pace. The Implementing Data Engineering Solutions Using Microsoft Fabric (DP-700) Questions are portable and you can also print them.
Microsoft DP-700 Exam Overview:
| Certification Vendor: | Microsoft |
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| Exam Name: | Implementing Data Engineering Solutions Using Microsoft Fabric |
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| Exam Number: | DP-700 |
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| Available Languages: | German, Korean, Spanish, French, Simplified Chinese, Portuguese (Brazil), English, Japanese |
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| Real Exam Qty: | 40-60 |
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| Certificate Validity Period: | 1 year (renewable) |
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| Exam Price: | Varies by region (approx. $165 USD) |
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| Exam Format: | Scenario-based questions, Case studies, Multiple choice, Multiple response |
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| Related Certifications: | Microsoft Certified: Azure Data Engineer Associate Microsoft Certified: Fabric Analytics Engineer Associate |
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| Exam Duration: | 100-120 |
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| Passing Score: | 700/1000 |
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| Recommended Training: | Microsoft Learn DP-700 Learning Path Microsoft Fabric Documentation |
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| Exam Registration: | Microsoft Learn Certification Exam Page Pearson VUE Microsoft Exams |
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| Sample Questions: | Microsoft DP-700 Sample Questions |
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| Exam Way: | Online proctored via Pearson VUE or in-person at authorized testing centers |
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| Pre Condition: | No formal prerequisites, but recommended experience with Azure data services and basic data engineering concepts |
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| Official Syllabus URL: | https://learn.microsoft.com/credentials/certifications/exams/dp-700/ |
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| Topic | Details |
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| Topic 1 | - Ingest and transform data: This section of the exam measures the skills of Data Engineers that cover designing and implementing data loading patterns. It emphasizes preparing data for loading into dimensional models, handling batch and streaming data ingestion, and transforming data using various methods. A skill to be measured is applying appropriate transformation techniques to ensure data quality.
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| Topic 2 | - Monitor and optimize an analytics solution: This section of the exam measures the skills of Data Analysts in monitoring various components of analytics solutions in Microsoft Fabric. It focuses on tracking data ingestion, transformation processes, and semantic model refreshes while configuring alerts for error resolution. One skill to be measured is identifying performance bottlenecks in analytics workflows.
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| Topic 3 | - Implement and manage an analytics solution: This section of the exam measures the skills of Microsoft Data Analysts regarding configuring various workspace settings in Microsoft Fabric. It focuses on setting up Microsoft Fabric workspaces, including Spark and domain workspace configurations, as well as implementing lifecycle management and version control. One skill to be measured is creating deployment pipelines for analytics solutions.
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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q96-Q101):
NEW QUESTION # 96
You are building a data loading pattern by using a Fabric data pipeline. The source is an Azure SQL database that contains 25 tables. The destination is a lakehouse.
In a warehouse, you create a control table named Control.Object as shown in the exhibit. (Click the Exhibit tab.) You need to build a data pipeline that will support the dynamic ingestion of the tables listed in the control table by using a single execution.
Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Answer:
Explanation:

Explanation:

NEW QUESTION # 97
HOTSPOT
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 lakehouse as the destination.
You need to batch ingest only rows from the data source where the City attribute has a value of Kansas. The filter must be added before the destination. The solution must minimize development effort.
What should you use for the data processor and filtering? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:

NEW QUESTION # 98
You have a Fabric workspace.
You plan to deploy two Apache Spark environments that will each contain one of the following notebooks:
* Notebook 1: A data ingestion notebook that will run as a scheduled Spark job
* Notebook2; An ad hoc notebook for interactive data analysis that will be used by a team of analysts and data scientists You need to configure the Spark environments to meet the following requirements:
* For the environment that contains Notebook 1, minimize compute costs.
* For the environment that contains Notebook2, support multiple concurrent users.
What should you use for each environment? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:

NEW QUESTION # 99
HOTSPOT
You have a Fabric workspace that contains a warehouse named Warehouse1. Warehouse1 contains the following tables and columns.

You need to denormalize the tables and include the ContractType and StartDate columns in the Employee table. The solution must meet the following requirements:
Ensure that the StartDate column is of the date data type.
Ensure that all the rows from the Employee table are preserved and include any matching rows from the Contract table.
Ensure that the result set displays the total number of employees per contract type for all the contract types that have more than two employees.
How should you complete the statement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:

NEW QUESTION # 100
You have a Fabric warehouse named DW1 that loads data by using a data pipeline named Pipeline1. Pipeline1 uses a Copy data activity with a dynamic SQL source. Pipeline1 is scheduled to run every 15 minutes.
You discover that Pipeline1 keeps failing.
You need to identify which SQL query was executed when the pipeline failed.
What should you do?
- A. From Real-time hub, select Fabric events, and then review the details of Microsoft.Fabric.
ItemReadFailed. - B. From Monitoring hub, select the latest failed run of Pipeline1, and then view the input JSON.
- C. From Monitoring hub, select the latest failed run of Pipeline1, and then view the output JSON.
- D. From Real-time hub, select Fabric events, and then review the details of Microsoft. Fabric.
ItemUpdateFailed.
Answer: B
Explanation:
The input JSON contains the configuration details and parameters passed to the Copy data activity during execution, including the dynamically generated SQL query.
Viewing the input JSON for the failed pipeline run provides direct insight into what query was executed at the time of failure.
NEW QUESTION # 101
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