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SAP Certified Associate - Data Engineer - SAP BW/4HANA Question and Answers

SAP Certified Associate - Data Engineer - SAP BW/4HANA

Last Update Sep 13, 2025
Total Questions : 80

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Questions 1

For a report, you would like to highlight the deviation from predefined threshold values for a key figure.Which BW query feature do you use?

Options:

A.  

Condition

B.  

Exception

C.  

Key figure property

D.  

Formula cell

Discussion 0
Questions 2

You define a remote subscription of type UPSERT in an SAP HANA Smart Data Integration (SDI) real-time update scenario.Which fields are added to the DataSource automatically?Note: There are 3 correctanswers to this question.

Options:

A.  

SDI_LENTITY_COUNTER

B.  

SDILCHANGE_SEQUENCE

C.  

SDILCHANGE_TIME

D.  

SDILCHANGE_TYPE

E.  

SDILRECORD_MODE

Discussion 0
Questions 3

You create an SAP HANA HDI Calculation View.What are some of the reasons to choose the data category Cube with Star Join instead of data category Dimension? Note: There are 3 correctanswers to this question.

Options:

A.  

You can combine master data transactional data.

B.  

You can persist transactional data.

C.  

You can provide default time characteristics.

D.  

You can create restricted columns.

E.  

You can aggregate measures as a sum.

Discussion 0
Questions 4

When loading master data for a material, you want to look at the new values before they are released for reporting.How can you make this possible?Note: There are 2 correctanswers to this question.

Options:

A.  

When you define the data transfer process, select the "Get All New Data Request by Request" setting.

B.  

When you define the attributes of the material characteristic, select the “Time Dependent’ setting.

C.  

When you define the material characteristic, select the “Enhanced Master data update” setting.

D.  

When you define the data transfer process, select the “Set manually” setting for “Overall status of request”.

Discussion 0
Questions 5

What is the maximum number of reference characteristics that can be used for one key figure with a multi- dimensional exception aggregation in a BW query?

Options:

A.  

10

B.  

7

C.  

5

D.  

3

Discussion 0
Questions 6

In SAP Web IDE for SAP HANA, you have imported a project including an HDB module with calculation views.What do you need to do in the project settings before you can successfully build the HDB module?

Options:

A.  

Generate the HDI container

B.  

Assign a space

C.  

Define a package

D.  

Change the schema name

Discussion 0
Questions 7

In an SAP HANA HDI Calculation View, you need to combine attributes data (left table) and the data’s language-dependent texts (right table) using a text join.What should you select to restrict the result set to the logon language?

Options:

A.  

The logon language in the left table

B.  

The join cardinality between both tables

C.  

The language column in the left table

D.  

The language column in the right table

Discussion 0
Questions 8

You are involved in an SAP BW/4HANA project focusing on General Ledger reporting want to use the SAP ERP stard DataSource OFI_GL_14 (New GL Items) which is not active in your SAP ERP system.Which transactions can be used to activate this DataSource? Note: There are 2 correctanswers to this question.

Options:

A.  

Transaction RSORBCT (Data Warehousing Workbench: BI Content) in the SAP BW/4HANA system

B.  

Transaction RSA5 (Installation of DataSource from Business Content) in the SAP ERP system

C.  

Transaction RSA2 (DataSource Repository) in the SAP ERP system

D.  

Transaction RSDS (DataSource Repository) in the SAP BW/4HANA system

Discussion 0
Questions 9

How does SAP position SAP Datasphere in supporting business users?Note: There are 3 correctanswers to this question.

Options:

A.  

Business users can leverage embedded analytic Fiori apps for data analysis.

B.  

Business users can allocate system resources without IT involvement.

C.  

Business users can create agile models from different sources.

D.  

Business users can create restricted and calculated columns based on existing models.

E.  

Business users can upload their own CSV files.

Discussion 0
Questions 10

How does integrating SAP Databricks within SAP Business Data Cloud reduce IT overhead for customers?

Options:

A.  

By automating data ingestion pipelines

B.  

By eliminating the need for rebuilding data structures and business logic externally

C.  

By providing pre-built connectors to various data sources

D.  

By streamlining data governance processes and minimizing the need for complex data security configurations

Discussion 0
Questions 11

In which ODP context is the operational delta queue (ODQ) managed by the target system?

Options:

A.  

ODP_BW

B.  

ODP SAP

C.  

ODP_CDS

D.  

ODP_HANA

Discussion 0
Questions 12

Why do you set Read Access Type to "SAP HANA View" in a BW InfoObject?

Options:

A.  

To report master data attributes which are defined in calculation views

B.  

To generate an SAP HANA calculation view, data category Dimension

C.  

To enable parallel loading of master data texts

D.  

To use the InfoObject as an association within an Open ODS view

Discussion 0
Questions 13

Your company manufactures products with country-specific serial numbers.For this scenario you have created 3 custom characteristics with the technical names "PRODUCT" "COUNTRY" "SERIAL_NO".How do you need to model the characteristic "PRODUCT" to store different attribute values for serial numbers?

Options:

A.  

Use "COUNTRY" as a navigation attribute for "PRODUCT".

B.  

Use "SERIAL_NO" as a transitive attribute for "PRODUCT".

C.  

Use "COUNTRY" as a compounding characteristic for "PRODUCT".

D.  

Use "SERIAL_NO" as a compounding characteristic for "PRODUCT".

Discussion 0
Questions 14

Which solution enables advanced Al and machine learning models on combined SAP and third-party data?

Options:

A.  

SAP Analytics Cloud

B.  

SAP Al Launchpad

C.  

SAP Databricks

D.  

SAP Datasphere

Discussion 0
Questions 15

Which features does SAP Analysis for Microsoft Office provide?Note: There are 3 correct answe rs to this question,

Options:

A.  

Changing context menu entries

B.  

Including more than one data source

C.  

Dragging measures in and out of the report

D.  

Creating bookmarks for a navigation state

E.  

Displaying data simultaneously in a table and a chart

Discussion 0
Questions 16

You want to create a restricted column in an SAP HANA HDI calculation view.What do you need to define?Note: There are 2 correctanswers to this question.

Options:

A.  

A reference to an existing measure

B.  

An aggregation method

C.  

A condition criterion

D.  

An SAP HANA data type

Discussion 0
Questions 17

You want to create an HD! Calculation View (data category Dimension) and integrate it into an HDI Calculation View (data category Cube with Star Join) of the same HDI container.What is the first required step you need to take?

Options:

A.  

Create and build the HDI Calculation View (data category Dimension).

B.  

Create and build the HDI Calculation View (data category Cube with Star Join).

C.  

Create a synonym for the HDI Calculation View (data category Cube with Star Join).

D.  

Create a synonym for the HDI Calculation View (data category Dimension).

Discussion 0
Questions 18

Which layer of the layered scalable architecture (LSA++) of SAP BW/4HANA is designed as the main storage for harmonized consistent data?

Options:

A.  

Open Operational Data Store layer

B.  

Data Acquisition layer

C.  

Flexible Enterprise Data Warehouse Core layer

D.  

Virtual Data Mart layer

Discussion 0
Questions 19

You want to set up the replication process for the SAP Landscape Transformation Replication Server.Which actions can you define for a specific table?Note: There are 3 correctanswers to this question.

Options:

A.  

Set the reading type and portion sizes

B.  

Apply mapping rules during the replication

C.  

Convert Unicode to non-Unicode

D.  

Apply customizing settings to the database redo logs

E.  

Change or enrich the table structure

Discussion 0
Questions 20

You need to derive an architecture overview model from a key figure matrix. Which is the first step you need to take?

Options:

A.  

Identify transformations.

B.  

Identify sources.

C.  

Analyze storage requirements.

D.  

Define data marts.

Discussion 0
Questions 21

You created a generic DataSource in SAP ERP, but did not release the DataSource for Operational Data Provisioning (ODP).What is the effect in SAP BW/4HANA?

Options:

A.  

The ODP DataSource has to be created using the ODP_HANA source system type.

B.  

The ODP DataSource has to be created using the ODP_SAP source system type.

C.  

The ODP DataSource cannot be replicated using the ODP_SAP source system type.

D.  

The ODP DataSource can be generated using the DataFlow generation feature.

Discussion 0
Questions 22

What are the prerequisites for deleting business partner attribute master data in SAP BW/4HANA? Note: There are 2 correctanswers to this question.

Options:

A.  

There must be no BW query as InfoProvider in SAP BW/4HANA that uses business partner as a free characteristic.

B.  

In SAP BW/4HANA there must be no hierarchy data related to business partner values that should be deleted.

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

Discussion 0
Questions 23

What are benefits of using an InfoSource in a data flow?Note: There are 2 correctanswers to this question.

Options:

A.  

Splitting a complex transformation into simple parts without storing intermediate data

B.  

Providing the delta extraction information of the source data

C.  

Realizing direct access to source data without storing them

D.  

Enabling a data transfer process (DTP) to execute multiple sequential transformations

Discussion 0
Questions 24

You created an Open ODS view of type Facts.With which object types can you associate a field in the Characteristics folder? Note: There are 2 correctanswers to this question.

Options:

A.  

Open ODS view of type Master Data

B.  

InfoObject of type Characteristic

C.  

Open ODS view of type Facts

D.  

HDI Calculation View of data category Dimension

Discussion 0