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Microsoft 070-767 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Optimizing and Troubleshooting Data Warehouse | - Monitor and troubleshoot ETL processes - Manage workload performance in SQL data warehouse - Optimize query performance (indexes, distribution, partitioning) |
| Topic 2: Data Transformation and Data Flow | - Implement data cleansing and transformation logic - Implement data flow tasks in SSIS - Manage slowly changing dimensions (SCD) |
| Topic 3: Designing Data Warehouse Solutions | - Design data distribution strategy in SQL Server / Azure SQL DW - Design data storage and partitioning strategy - Design data warehouse schema (star/snowflake) |
| Topic 4: Building and Implementing a Data Warehouse | - Implement ETL processes using SSIS - Create and configure tables and indexes - Load and transform data from multiple sources |
| Topic 5: Securing and Maintaining Data Warehouse Solutions | - Manage encryption and data protection - Implement authentication and authorization - Maintain backup and recovery strategies |
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Recommended experience with SQL Server, T-SQL, and ETL processes using SSIS; familiarity with data warehousing concepts Eligibility rules change from time to time, so confirm the current requirements on the official page (official 070-767 exam page) before booking.
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The Microsoft Implementing a SQL Data Warehouse blueprint spans 5 domains — including Data Transformation and Data Flow, Building and Implementing a Data Warehouse, Designing Data Warehouse Solutions. The weightings are your study map: allocate hours where the points are. Every subtopic appears in the outline above.
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The Microsoft Implementing a SQL Data Warehouse is Microsoft's certification exam for MCSA: SQL 2016 BI Development / MCSE Data Management and Analytics (historical alignment), at the Professional level. Passing it demonstrates proficiency with specific technologies — a credential employers from small business to enterprise recognize. Related credentials include MCSA SQL 2016 BI Development, MCSE Data Management and Analytics.
Microsoft Implementing a SQL Data Warehouse Sample Questions:
A company is designing a database storage strategy. The company wants to segment online transaction processing (OLTP) and analytic workloads.
You need to design the workload.
Which index types should you use? To answer, drag the appropriate index types to the correct workloads. Each index type 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.
Correct Answer:
Explanation
OLTP: nonclustered index
OLTP memory-optimized indexes. Such indexes must be one of the following:
Memory-optimized Nonclustered index (meaning the default internal structure of a B-tree) Hash index Real-time analytics: clustered columnstore In Azure, all of the following data stores will meet the core requirements for OLAP:
SQL Server with Columnstore indexes
Azure Analysis Services
SQL Server Analysis Services (SSAS)
References:
https://docs.microsoft.com/en-us/sql/relational-databases/in-memory-oltp/indexes-for-memory-optimized-tables
https://docs.microsoft.com/en-us/azure/architecture/data-guide/relational-data/online-analytical-processing
You have a data warehouse that includes three databases named DB1, DB2, and DB3 respectively.
The data warehouse no longer meets the needs of users.
You plan to modify the design of the data warehouse. The dimensions in the databases have the following requirements:
* DB1 must support overwriting history.
* DB2 must support preserving all history.
* DB3 must support preserving a version of history.
You need to design the slowly changing dimensions (SCDs) for the databases.
For each database, which SCD type should you use? To answer, select the appropriate SCD types in the answer area.
Correct Answer:
Explanation
DB1: SCD type I
Type 1: overwrite
This methodology overwrites old with new data, and therefore does not track historical data.
DB2: SCD type II
Type 2: add new row
This method tracks historical data by creating multiple records for a given natural key in the dimensional tables with separate surrogate keys and/or different version numbers. Unlimited history is preserved for each insert.
DB3: SCD type III
Type 3: add new attribute
This method tracks changes using separate columns and preserves limited history. The Type 3 preserves limited history as it is limited to the number of columns designated for storing historical data. The original table structure in Type 1 and Type 2 is the same but Type 3 adds additional columns.
References:
https://en.wikipedia.org/wiki/Slowly_changing_dimension
Note: This question is part of a series of questions that use the same or similar answer choices. An answer choice may be correct for more than one question in the series. Each question is independent of the other questions in this series. Information and details provided in a question apply only to that question.
You have a database named DB1 that has change data capture enabled.
A Microsoft SQL Server Integration Services (SSIS) job runs once weekly. The job loads changes from DB1 to a data warehouse by querying the change data captule tables.
You remove the Integration Services job.
You need to stop tracking changes to the database temporarily. The solution must ensure that tracking changes can be restored quickly in a few weeks.
Which stored procedure should you execute?
- A. sys.sp_cdc_disable_db
- B. catalog.restore_project
- C. catalog.stop.operation
- D. sys.sp_cdc_enable_db
- E. sys.sp_cdc.stopJob
- F. sys.sp_cdc.addJob
- G. sys.sp.cdc.changejob
- H. catalog.deploy_project
Correct Answer: C 🗳️
Explanation: Only visible for PracticeVCE members. You can sign-up / login (it's free).
You have a database named DB1 that contains millions of rows.
You plan to perform a weekly audit of the changes to the rows.
You need to ensure that you can view which rows were modified and the hour that the modification occurred.
What should you do?
- A. Configure an SSIS database.
- B. Enable Policy-Based Management
- C. Enable change data capture.
- D. Configure Stretch Database.
Correct Answer: C 🗳️
Explanation: Only visible for PracticeVCE members. You can sign-up / login (it's free).
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 sections, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.
You have the following line-of-business solutions:
* If a change is made to the ReferenceNr column in any of the sources, set the value of IsDisabled to True and create a new row in the Products table.
* If a row is deleted in any of the sources, set the value of IsDisabled to True in the data warehouse.
One or more Microsoft SQL Server instances support each solution. Each solution has its own product catalog.
You have an additional server that hosts SQL Server Integration Services (SSIS) and a data warehouse. You populate the data warehouse with data from each of the line-of-business solutions. The data warehouse does not store primary key values from the individual source tables.
The database for each solution has a table named Products that stored product information. The Products table in each database uses a separate and unique key for product records. Each table shares a column named ReferenceNr between the databases. This column is used to create queries that involve more than once solution.
You need to load data from the individual solutions into the data warehouse nightly. The following requirements must be met:
* Enable the Change Tracking for the Product table in the source databases.
* Query the cdc.fn_cdc_get_all_changes_capture_dbo_products function from the sources for updated rows.
* Set the IsDisabled column to True for rows with the old ReferenceNr value.
* Create a new row in the data warehouse Products table with the new ReferenceNr value.
Solution: Perform the following actions:
Does the solution meet the goal?
- A. Yes
- B. No
Correct Answer: B 🗳️
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