BONUS!!! Download part of Itexamguide DP-700 dumps for free: https://drive.google.com/open?id=1-eqiuPOjJmeIU53XvhW5DgUQ_oAiVxza
This way you will get familiar with Implementing Data Engineering Solutions Using Microsoft Fabric exam pattern and objectives. No additional plugins and software installation are indispensable to access this DP-700 Practice Test. Furthermore, all browsers and operating systems support this version of the Microsoft DP-700 practice exam.
| Certification Vendor: | Microsoft |
|---|---|
| Exam Name: | Implementing Data Engineering Solutions Using Microsoft Fabric |
| Exam Number: | DP-700 |
| Exam Format: | Multiple response, Multiple choice, Scenario-based questions, Case studies |
| Exam Price: | Varies by region (approx. $165 USD) |
| Real Exam Qty: | 40-60 |
| Passing Score: | 700/1000 |
| Exam Duration: | 100-120 |
| Certificate Validity Period: | 1 year (renewable) |
| Available Languages: | German, Simplified Chinese, Korean, English, Portuguese (Brazil), Spanish, French, Japanese |
| Related Certifications: | Microsoft Certified: Azure Data Engineer Associate Microsoft Certified: Fabric Analytics Engineer Associate |
| Recommended Training: | Microsoft Learn DP-700 Learning Path Microsoft Fabric Documentation |
| Exam Registration: | Pearson VUE Microsoft Exams Microsoft Learn Certification Exam Page |
| Sample Questions: | Microsoft DP-700 Sample Questions |
| Exam Way: | Online proctored via Pearson VUE or in-person at authorized testing centers |
| Pre Condition: | No formal prerequisites, but recommended experience with Azure data services and basic data engineering concepts |
| Official Syllabus URL: | https://learn.microsoft.com/credentials/certifications/exams/dp-700/ |
Our DP-700 learning questions are always the latest and valid to our loyal customers. We believe this is a basic premise for a company to continue its long-term development. The user passes the DP-700 exam and our market opens. This is a win-win situation. Or, you can use your friend to find a user who has used our DP-700 Guide quiz. In fact, our DP-700 study materials are very popular among the candidates. And more and more candidates are introduced by their friends or classmates.
| Topic | Details |
|---|---|
| Topic 1 |
|
| Topic 2 |
|
| Topic 3 |
|
NEW QUESTION # 117
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 need to ingest the data into Lakehouse1 without applying any transformations. The solution must meet the following requirements Trigger the process when a new file is added.
Provide the highest throughput.
Which type of item should you use to ingest the data?
Answer: D
Explanation:
To efficiently ingest large data files (500 GB each) into Lakehouse1 with high throughput and trigger the process when a new file is added, a Data pipeline is the most suitable solution. Data pipelines in Fabric are ideal for orchestrating data movement and can be configured to automatically trigger based on file arrivals or other events. This solution meets both requirements: ingesting the data without transformations (since you just need to copy the data) and triggering the process when new files are added.
Topic 1, Litware, Inc
Overview
This is a case study. Case studies are not timed separately. You can use as much exam time as you would like to complete each case. However, there may be additional case studies and sections on this exam. You must manage your time to ensure that you are able to complete all questions included on this exam in the time provided.
To answer the questions included in a case study, you will need to reference information that is provided in the case study. Case studies might contain exhibits and other resources that provide more information about the scenario that is described in the case study. Each question is independent of the other questions in this case study.
At the end of this case study, a review screen will appear. This screen allows you to review your answers and to make changes before you move to the next section of the exam. After you begin a new section, you cannot return to this section.
To start the case study
To display the first question in this case study, click the Next button. Use the buttons in the left pane to explore the content of the case study before you answer the questions. Clicking these buttons displays information such as business requirements, existing environment, and problem statements. If the case study has an All Information tab, note that the information displayed is identical to the information displayed on the subsequent tabs. When you are ready to answer a question, click the Question button to return to the question.
Overview
Litware, Inc. is a publishing company that has an online bookstore and several retail bookstores worldwide. Litware also manages an online advertising business for the authors it represents.
Existing Environment. Fabric Environment
Litware has a Fabric workspace named Workspace1. High concurrency is enabled for Workspace1.
The company has a data engineering team that uses Python for data processing.
Existing Environment. Data Processing
The retail bookstores send sales data at the end of each business day, while the online bookstore constantly provides logs and sales data to a central enterprise resource planning (ERP) system.
Litware implements a medallion architecture by using the following three layers: bronze, silver, and gold. The sales data is ingested from the ERP system as Parquet files that land in the Files folder in a lakehouse. Notebooks are used to transform the files in a Delta table for the bronze and silver layers. The gold layer is in a warehouse that has V-Order disabled.
Litware has image files of book covers in Azure Blob Storage. The files are loaded into the Files folder.
Existing Environment. Sales Data
Month-end sales data is processed on the first calendar day of each month. Data that is older than one month never changes.
In the source system, the sales data refreshes every six hours starting at midnight each day.
The sales data is captured in a Dataflow Gen1 dataflow. When the dataflow runs, new and historical data is captured. The dataflow captures the following fields of the source:
A table named AuthorSales stores the sales data that relates to each author. The table contains a column named AuthorEmail. Authors authenticate to a guest Fabric tenant by using their email address.
Existing Environment. Security Groups
Litware has the following security groups:
Existing Environment. Performance Issues
Business users perform ad-hoc queries against the warehouse. The business users indicate that reports against the warehouse sometimes run for two hours and fail to load as expected. Upon further investigation, the data engineering team receives the following error message when the reports fail to load: "The SQL query failed while running." The data engineering team wants to debug the issue and find queries that cause more than one failure.
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 the last month, the sales data has NOT been up-to-date when they arrive at work in the morning.
Requirements. Planned Changes
Litware recently signed a contract to receive book reviews. The provider of the reviews exposes the data in Amazon Simple Storage Service (Amazon S3) buckets.
Litware plans to manage Search Engine Optimization (SEO) for the authors. The SEO data will be streamed from a REST API.
Requirements. Version Control
Litware plans to implement a version control solution in Fabric that will use GitHub integration and follow the principle of least privilege.
Requirements. Governance Requirements
To control data platform costs, the data platform must use only Fabric services and items. Additional Azure resources must NOT be provisioned.
Requirements. Data Requirements
Litware identifies the following data requirements:
NEW QUESTION # 118
You need to recommend a solution for handling old files. The solution must meet the technical requirements.
What should you include in the recommendation?
Answer: A
NEW QUESTION # 119
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 entity Entity2: Available in a semantic model and contains data that meets organizational standards Entity3: Available in a Microsoft Power BI report and contains data that is ready for sharing and reuse Entity4: Available in a Power BI dashboard and contains approved data for executive-level decision making Your company requires that specific governance processes be implemented for the data.
You need to apply endorsement badges to the entities based on each entity's use case.
Which badge should you apply to each entity? To answer, drag the appropriate badges the correct entities. Each badge 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:
NEW QUESTION # 120
You have a Fabric workspace that contains a lakehouse named Lakehousel. Lakehousel contains a table named Status_Target that has the following columns:
* Key
* Status
* LastModified
The data source contains a table named Status.Source that has the same columns as Status_Target. Status.
Source is used to populate Status_Target. In a notebook name Notebook!, you load Status_Source to a DataFrame named sourceDF and Status_Target to a DataFrame named targetDF. You need to implement an incremental loading pattern by using Notebook-!. The solution must meet the following requirements:
* For all the matching records that have the same value of key, update the value of LastModified in Status_Target to the value of LastModified in Status_Source.
* Insert all the records that exist in Status_Source that do NOT exist in Status_Target.
* Set the value of Status in Status_Target to inactive for all the records that were last modified more than seven days ago and that do NOT exist in Status.Source.
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 # 121
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?
Answer: A
NEW QUESTION # 122
......
Certification DP-700 Exam Infor: https://www.itexamguide.com/DP-700_braindumps.html
P.S. Free 2026 Microsoft DP-700 dumps are available on Google Drive shared by Itexamguide: https://drive.google.com/open?id=1-eqiuPOjJmeIU53XvhW5DgUQ_oAiVxza