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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q26-Q31):

NEW QUESTION # 26
In SAP BW/4HANA a query has been defined on a Datastore Object (advanced).
Which authorizations does an SAP BW/4HANA user need at minimum to change the query definition? Note:
There are 2 correct answers to this question.

A. Authorizations for the Authorization Object S_RS_AUTH
B. Authorizations for the Authorization Object S_RS_COMP1
C. Authorizations for the Authorization Object S_RS_COMP
D. Authorizations for the Authorization Object S_RS_ADSO

Answer: B,C

Explanation:
* A. S_RS_COMP:
* This authorization object is required to manage components like queries in SAP BW/4HANA. It provides access to the query definition.
* C. S_RS_COMP1:
* This is an extended authorization object for query components that enables additional capabilities related to managing and changing query definitions.
* References:SAP BW/4HANA Security Guide (SAP Help Portal).

NEW QUESTION # 27
Which disadvantages should you keep in mind when you set the High Cardinality flag for a characteristic? Note: There are 2 correct answers to this question.

A. You cannot use this characteristic as a navigation attribute for another characteristic.
B. SID numbers are created at runtime which might negatively affetct the reporting performance
C. You cannot use navigation attributes for this characteristic
D. You cannot load more than 2 billion master data records for this characteristic

Answer: B,C

Explanation:
* A. You cannot use navigation attributes for this characteristic: This is a disadvantage of setting the High Cardinality flag for a characteristic. A characteristic with high cardinality cannot be used as a navigation attribute for another characteristic, and therefore it cannot have navigation attributes itself12.
* C. SID numbers are created at runtime which might negatively affect the reporting performance: This is a disadvantage of setting the High Cardinality flag for a characteristic. A characteristic with high cardinality has no persistent SID values and no SID table, which means that the SID numbers are generated on the fly during query execution. This can have a negative impact on the reporting performance, especially if the characteristic is used in filters or aggregations13.
Reference:
* 1 https://help.sap.com/docs/SAP_BW4HANA/107a6e8a38b74ede94c833ca3b7b6f51/f851415842154e59a5f038e458b97a0b.html
* 2 https://help.sap.com/docs/SAP_BW4HANA/107a6e8a38b74ede94c833ca3b7b6f51/88a51330c046426091f3730d0c42c0de.html
* 3 https://blogs.sap.com/2019/01/14/high-cardinality-characteristics-in-bw4hana/

NEW QUESTION # 28
An upper-level CompositeProvider compares current values with historic values based on a union operation.
The current values are provided by a DataStore object (advanced) that is updated daily. Historic values are provided by a lower-level CompositeProvider that combines different open ODS views from DataSources.
What can you do to improve the performance of the BW queries that use the upper-level CompositeProvider?
Note: There are 2 correct answers to this question.

A. Use the "Generate Dataflow" feature for the Open ODS views load the historic data to the new generated DataStore objects (advanced).
B. Replace the DataStore object (advanced) for current data by an Open ODS view that accesses the current data directly from the source system.
C. Use a join node instead of the Union node in the upper-level CompositeProvider.
D. Replace the lower-level CompositeProvider with a new DataStore object (advanced) fill it with the same combination of historic data.

Answer: A,D

Explanation:
* Replace Lower-Level CompositeProvider (Answer A):
* Using a DataStore object (advanced) for historical data improves performance by enabling optimized data storage, indexing, and query execution compared to a CompositeProvider.
* Generate Dataflow for Historic Data (Answer D):
* The "Generate Dataflow" feature allows you to extract data from Open ODS views and load it into new advanced DataStore objects, improving performance by reducing dependency on dynamic query processing.
* Join Node Instead of Union (Option B):Joins are not suitable for comparing current and historic values.
* Open ODS for Current Data (Option C):Open ODS views for current data may introduce latency and lack indexing optimizations.
Incorrect Options:References:
* SAP BW/4HANA Modeling Guide
* SAP Help Portal - Performance Optimization Techniques

NEW QUESTION # 29
How can the delta merge process be initiated in SAP BW/4HANA? Note: There are 2 correct answers to this question.

A. By setting a specific flag in the transformation
B. By setting a specific flag in the data transfer process
C. By using a specific process type in a process chain
D. By using the SAP BW/4HANA data load monitor

Answer: C,D

Explanation:
* Delta Merge in Process Chain (Answer A):
* A dedicated process type can trigger delta merge during process chain execution.
* This ensures consistent performance and data integrity for SAP HANA database tables.
* Delta Merge via Data Load Monitor (Answer B):
* The data load monitor offers an option to initiate the delta merge manually or monitor its status.
* Useful for ensuring delta merges are applied after large data loads.
* Flag in Transformation (Option C):No specific flag for delta merge exists at the transformation level.
* Flag in Data Transfer Process (Option D):The data transfer process doesn't control the delta merge.
Incorrect Options:References:
* SAP BW/4HANA Delta Merge Guide
* SAP HANA Administration Documentation

NEW QUESTION # 30
Which entity can be used as a source of an Analytic Model?

A. Remote tables of semantic type Text
B. Business entities of semantic type Dimension
C. Tables of semantic type Hierarchy
D. Views of semantic type Fact

Answer: D

Explanation:
* Analytic Models require fact views as sources because they aggregate and calculate data for analytical purposes. Fact views provide the necessary measures and key figures for analysis.
References:SAP Datasphere Analytic Model documentation (SAP Help Portal).

NEW QUESTION # 31
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