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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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| Exam Duration: | 100 minutes |
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| Passing Score: | 700 (scaled score 100โ1000) |
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| Related Certifications: | Microsoft Certified: Azure Data Engineer Associate Microsoft Certified: Power BI Data Analyst Associate |
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| Exam Format: | Scenario-based, Multiple select, Case studies, Multiple choice, Interactive items |
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| Available Languages: | Japanese, Spanish, English, Portuguese (Brazil), German, Korean, Chinese (Simplified), French |
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| Exam Price: | $165 USD |
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| Certificate Validity Period: | 1 year |
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| Real Exam Qty: | 50โ60 |
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| Recommended Training: | Microsoft Fabric Documentation Microsoft Learn: Implementing Data Engineering Solutions Using Microsoft Fabric |
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| Exam Registration: | Pearson VUE Registration Microsoft Official Exam Registration |
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| Sample Questions: | Microsoft DP-700 Sample Questions |
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| Exam Way: | Online proctored or onsite testing center |
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| Pre Condition: | No mandatory prerequisites; recommended experience with data integration, transformation, SQL, PySpark, KQL, and Microsoft Fabric |
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| Official Syllabus URL: | https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/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 | - 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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| Topic 3 | - 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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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q73-Q78):
NEW QUESTION # 73
You need to ensure that the authors can see only their respective sales data.
How should you complete the statement? To answer, drag the appropriate values the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:

NEW QUESTION # 74
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 attach Notebook2 to the same Apache Spark session as Notebook1.
What should you do?
- A. Change the runtime version.
- B. Increase the number of executors.
- C. Enable high concurrency for notebooks.
- D. Enable dynamic allocation for the Spark pool.
Answer: C
Explanation:
To ensure that Notebook2 can attach to the same Apache Spark session as Notebook1, you need to enable high concurrency for notebooks. High concurrency allows multiple notebooks to share a Spark session, enabling them to run within the same Spark context and thus share resources like cached data, session state, and compute capabilities. This is particularly useful when you need notebooks to run in sequence or together while leveraging shared resources.
NEW QUESTION # 75
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 question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.
You have a KQL database that contains two tables named Stream and Reference. Stream contains streaming data in the following format.

Reference contains reference data in the following format.

Both tables contain millions of rows.
You have the following KQL queryset.

You need to reduce how long it takes to run the KQL queryset.
Solution: You move the filter to line 02.
Does this meet the goal?
Answer: A
Explanation:
Moving the filter to line 02: Filtering the Stream table before performing the join operation reduces the number of rows that need to be processed during the join. This is an effective optimization technique for queries involving large datasets.
NEW QUESTION # 76
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 Monitoring hub, select the latest failed run of Pipeline1, and then view the output JSON.
- B. From Real-time hub, select Fabric events, and then review the details of Microsoft.Fabric.
ItemReadFailed. - C. From Real-time hub, select Fabric events, and then review the details of Microsoft. Fabric.
ItemUpdateFailed. - D. From Monitoring hub, select the latest failed run of Pipeline1, and then view the input JSON.
Answer: D
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 # 77
What should you do to optimize the query experience for the business users?
- A. Introduce primary keys.
- B. Enable V-Order.
- C. Create and update statistics.
- D. Run the VACUUM command.
Answer: C
NEW QUESTION # 78
......
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