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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 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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>> Exam DP-700 Topic <<
Pass Guaranteed Quiz 2026 DP-700: Implementing Data Engineering Solutions Using Microsoft Fabric โ Professional Exam Topic
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Microsoft Implementing Data Engineering Solutions Using Microsoft Fabric Sample Questions (Q99-Q104):
NEW QUESTION # 99
You have a Fabric F32 capacity that contains a workspace. The workspace contains a warehouse named DW1 that is modelled by using MD5 hash surrogate keys.
DW1 contains a single fact table that has grown from 200 million rows to 500 million rows during the past year.
You have Microsoft Power BI reports that are based on Direct Lake. The reports show year-over-year values.
Users report that the performance of some of the reports has degraded over time and some visuals show errors.
You need to resolve the performance issues. The solution must meet the following requirements:
Provide the best query performance.
Minimize operational costs.
Which should you do?
- A. Change the MD5 hash to SHA256.
- B. Increase the capacity.
C Enable V-Order - C. Modify the surrogate keys to use a different data type.
- D. Create views.
Answer: C
Explanation:
In this case, the key issue causing performance degradation likely stems from the use of MD5 hash surrogate keys. MD5 hashes are 128-bit values, which can be inefficient for large datasets like the 500 million rows in your fact table. Using a more efficient data type for surrogate keys (such as integer or bigint) would reduce the storage and processing overhead, leading to better query performance. This approach will improve performance while minimizing operational costs because it reduces the complexity of querying and indexing, as smaller data types are generally faster and more efficient to process.
NEW QUESTION # 100
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 add the make_list() function to the output columns.
Does this meet the goal?
Answer: B
Explanation:
Adding an aggregation like make_list() would require additional processing and memory, which could make the query slower.
NEW QUESTION # 101
You need to recommend a solution for handling old files. The solution must meet the technical requirements.
What should you include in the recommendation?
- A. a data pipeline that includes a Copy data activity
- B. a data pipeline that includes a Delete data activity
- C. a notebook that runs the VACUUM command
- D. a notebook that runs the OPTIMIZE command
Answer: C
NEW QUESTION # 102
You have a Fabric workspace that contains a notebook named Notebook1 and an Azure Data Factory pipeline named Pipeline1. Pipeline1 runs Notebook1 by using a notebook activity and passes simple parameter types.
Notebook1 contains the following cells:
Cell 3: Contains %%configure code that sets Apache Spark session properties Cell 5: Contains a designated parameters cell During an execution of Pipeline1, the pipeline fails before any business logic runs.
You need to ensure that Pipeline1 runs successfully.
What should you do?
- A. Move the designated parameters cell to cell 1.
- B. Move the %%configure code to cell 6.
- C. Move the %%configure code to a cell 1.
- D. Pass all the values directly from the notebook activity.
Answer: C
NEW QUESTION # 103
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 workspaces.
You need to ensure that a user can perform the following tasks:
Create a new domain for the sales department.
Create two subdomains: one for the east region and one for the west region.
Assign Workspace1 to the east region subdomain.
Assign Workspace2 to the west region subdomain.
The solution must follow the principle of least privilege.
Which role should you assign to the user?
- A. domain contributor
- B. domain admin
- C. workspace Admin
- D. Fabric admin
Answer: B
Explanation:
To implement a domain strategy and manage subdomains within Fabric, the domain admin role is the appropriate role for the user. A domain admin has the permissions necessary to:
Create a new domain (for the sales department).
Create subdomains (for the east and west regions).
Assign workspaces (such as Workspace1 and Workspace2) to the appropriate subdomains.
The domain admin role allows for managing the structure and organization of workspaces in the context of domains and subdomains while maintaining the principle of least privilege by limiting the user's access to managing the domain structure specifically.
NEW QUESTION # 104
......
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