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SAP Certified Associate - Data Engineer - SAP BW/4HANA Sample Questions (Q33-Q38):

NEW QUESTION # 33
In an SAP HANA smart data integration flowgraph, which transformation options are available?Note: There are 3 correctanswers to this question.

A. Split datasets
B. Inctude a stored procedure
C. Run an SAP HANA analysis process
D. Call an ABAP function module
E. Combine datasets

Answer: A,B,E

NEW QUESTION # 34
What are benefits of separating master data from transactional data in SAP BW/4HANA?Note: There are 3 correctanswers to this question.

A. Ensuring referential integrity on your transactional data
B. Reducing the number of database tables
C. Avoiding generation of SID values
D. Allowing different data load frequency
E. Providing language-dependent master data texts

Answer: A,D,E

NEW QUESTION # 35
What are the prerequisites for deleting business partner attribute master data in SAP BW/4HANA? Note:
There are 2 correct answers to this question.

A. In SAP BW/4HANA there must be no hierarchy data related to business partner values that should be deleted.
B. There must be no BW query as InfoProvider in SAP BW/4HANA that uses business partner as a free characteristic.
C. There must be no transaction data in a DataStore Object (advanced) referring to business partner values that should be deleted.
D. In SAP BW/4HANA there must be no analysis authorizations related to business partner values that should be deleted

Answer: C,D

Explanation:
Deleting master data in SAP BW/4HANA requires careful consideration of dependencies to ensure data integrity and system stability. Below is a detailed explanation of the prerequisites for deleting business partner attribute master data:
* Explanation: While it is important to ensure that queries do not rely on specific master data values, this is not a strict prerequisite for deleting master data. Queries using business partner as a free characteristic will not prevent the deletion of master data, as long as there are no active dependencies such as transaction data or authorizations tied to those values.
* SAP BW/4HANA allows master data deletion even if queries reference the characteristic, provided there are no underlying dependencies like transaction data or authorizations.
Option B: In SAP BW/4HANA there must be no hierarchy data related to business partner values that should be deletedExplanation: While hierarchy data can be associated with master data, the presence of hierarchies does not directly prevent the deletion of master data. Hierarchies can be adjusted or removed independently of the master data deletion process. Therefore, this is not a prerequisite.
Reference: SAP documentation does not list hierarchy data as a blocking factor for master data deletion unless the hierarchy itself has active dependencies.
Option C: There must be no transaction data in a DataStore Object (advanced) referring to business partner values that should be deletedExplanation: Transaction data in a DataStore Object (advanced) creates a dependency on the master data. If transaction data references specific business partner values, those values cannot be deleted until the transaction data is either archived or removed. This ensures data consistency and prevents orphaned records.
Reference: SAP BW/4HANA enforces this rule to maintain referential integrity between master data and transactional data. Deleting master data without addressing transaction data would lead to inconsistencies.
Option D: In SAP BW/4HANA there must be no analysis authorizations related to business partner values that should be deletedExplanation: Analysis authorizations define access restrictions based on master data values. If analysis authorizations are configured to restrict access using specific business partner values, those values cannot be deleted until the authorizations are updated or removed. This ensures that security settings remain valid and consistent.
Reference: SAP BW/4HANA checks for dependencies in analysis authorizations before allowing master data deletion. Failing to address these dependencies can result in authorization errors.

NEW QUESTION # 36
What are some of the variable types in a BW query that can use the processing type SAP HANA Exit? Note:
There are 2 correct answers to this question.

A. Text
B. Formula
C. Characteristic value
D. Hierarchy node

Answer: C,D

Explanation:
In SAP BW (Business Warehouse) queries, variables are placeholders that allow dynamic input for filtering or calculations at runtime. The processing type "SAP HANA Exit" is a specific variable processing option that leverages SAP HANA's in-memory capabilities to enhance query performance by pushing down the variable processing logic to the database layer. This ensures faster execution and optimized resource utilization.
* Hierarchy Node (Option A)
* Hierarchy nodes are used in BW queries to represent hierarchical structures (e.g., organizational hierarchies, product hierarchies).
* When using the SAP HANA Exit processing type, the hierarchy node variable can be processed directly in the SAP HANA database. This allows for efficient handling of hierarchical data and improves query performance by leveraging HANA's advanced processing capabilities.
* Characteristic Value (Option D)
* Characteristic values are attributes associated with master data (e.g., customer IDs, product codes).
* By using the SAP HANA Exit processing type, characteristic value variables can be resolved directly in the HANA database. This eliminates the need for additional processing in the application layer, resulting in faster query execution.
* Formula (Option B):Formula variables are used to calculate values dynamically based on predefined formulas. These variables are typically processed in the application layer and cannot leverage the SAP HANA Exit processing type.
* Text (Option C):Text variables are used to filter or display descriptive text associated with master data.
Like formula variables, text variables are processed in the application layer and do not support the SAP HANA Exit processing type.
* SAP BW/4HANA Query Design Guide:This guide explains how variables are processed in BW queries and highlights the benefits of using SAP HANA Exit for certain variable types.
* Link:SAP BW/4HANA Documentation
* SAP HANA Optimization Techniques:SAP HANA Exit is part of the broader optimization techniques recommended for SAP BW/4HANA implementations. It aligns with the Data Fabric concept of integrating and optimizing data across various layers.
Reference: SAP Note 2296290 - Best Practices for SAP BW/4HANA Query Performance.
By selectingHierarchy NodeandCharacteristic Value, you ensure that the query leverages SAP HANA's in- memory processing capabilities, which is a key aspect of modern data engineering in the SAP ecosystem.

NEW QUESTION # 37
Which request-based deletion is possible in a DataMart DataStore object?

A. Any non-activated request in the inbound table
B. Only the most recent non-activated request in the inbound table
C. Any request in the active data table
D. Only the most recent request in the active data table

Answer: D

Explanation:
In SAP BW/4HANA, aDataMart DataStore Object (DSO)is used to store detailed data for reporting and analysis. Request-based deletion allows you to remove specific data requests from the DSO. However, there are restrictions on which requests can be deleted, depending on whether they are in the inbound table or the active data table. Below is an explanation of the correct answer:
A). Only the most recent request in the active data tableIn a DataMart DSO, request-based deletion is possible only for themost recent requestin theactive data table. Once a request is activated, it moves from the inbound table to the active data table. To maintain data consistency, SAP BW/4HANA enforces the rule that only the most recent request in the active data table can be deleted. Deleting older requests would disrupt the integrity of the data.
* Steps to Delete a Request:
* Navigate to the DataStore Object in the SAP BW/4HANA environment.
* Identify the most recent request in the active data table.
* Use the request deletion functionality to remove the request.
* The SAP BW/4HANA Data Modeling Guide explicitly states that request-based deletion in the active data table is restricted to the most recent request to ensure data consistency.
Incorrect OptionsB. Any non-activated request in the inbound tableNon-activated requests reside in theinbound tableand can be deleted individually without restriction. However, this option is incorrect because the question specifically refers to theactive data table, not the inbound table.
Reference: The SAP BW/4HANA documentation confirms that non-activated requests in the inbound table can be deleted freely, but this is outside the scope of the question.
C). Only the most recent non-activated request in the inbound tableThis statement is incorrect because there is no restriction on deleting non-activated requests in the inbound table. All non-activated requests in the inbound table can be deleted individually, regardless of their order.
Reference: The SAP BW/4HANA Data Modeling Guide clarifies that non-activated requests in the inbound table do not have the same restrictions as those in the active data table.
D). Any request in the active data tableThis option is incorrect because SAP BW/4HANA does not allow the deletion of any request in the active data table. Only the most recent request can be deleted to maintain data integrity.
Reference: The SAP BW/4HANA Administration Guide explicitly prohibits the deletion of arbitrary requests in the active data table, as it could lead to inconsistencies.
ConclusionThe correct answer regarding request-based deletion in a DataMart DataStore Object is:Only the most recent request in the active data table.
This restriction ensures that data consistency is maintained while still allowing users to remove the latest data if needed.

NEW QUESTION # 38
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