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  5. SAP Certified Associate - Data Engineer - SAP BW/4HANA Questions and Answers

C_BW4H_2505 SAP Certified Associate - Data Engineer - SAP BW/4HANA Questions and Answers

Questions 4

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

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Questions 5

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

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Questions 6

You want to access data from a table residing in an external database using an SAP HANA SDA remote source.Which other SAP HANA element is required to access its data?

Options:

A.

Flowgraph

B.

Virtual Table

C.

Table Function

D.

Replication Task

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Questions 7

What are the possible ways to fill a pre-calculated value set (bucket)? Note: There are 3 correctanswers to this question.

Options:

A.

By using a BW query (update value set by query)

B.

By accessing an SAP HANA HDI Calculation View of data category Dimension

C.

By using a transformation data transfer process (DTP)

D.

By entering the values manually

E.

By referencing a table

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Questions 8

Which objects in SAP BW/4HANA allow you to use both fields InfoObjects in their definition? Note: There are 3 correctanswers to this question.

Options:

A.

Hierarchy

B.

InfoObject type Key Figure

C.

Open ODS View

D.

DataStore Object (advanced)

E.

Composite Provider

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Questions 9

Why should you run an SAP HANA delta merge?Note: There are 2 correctanswers to this question.

Options:

A.

To decrease memory consumption

B.

To improve the read performance of InfoProviders

C.

To combine the query cache from different executions

D.

To move the most recent data from disk to memory

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Questions 10

Which SAP solutions can leverage the Write Interface for DataStore objects (advanced) to push data into the inbound table of DataStore objects (advanced)? Note: There are 2 correctanswers to this question.

Options:

A.

SAP Process Integration

B.

SAP Lscape Transformation Replication Server

C.

SAP Data Services

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Questions 11

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

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Questions 12

What are some of the prerequisites for using SAP S/4HANA ABAP CDS views for extraction into SAP BW/4HANA in an ODP context? Note: There are 2 correctanswers to this question.

Options:

A.

The ABAP CDS views must be released through the program RODPS_OS_EXPOSE for BW extraction.

B.

The Operational Data Provisioning Framework must be configured in SAP BW/4HANA.

C.

An ODP source system with context ODP_CDS must be created in SAP BW/4HANA.

D.

The ABAP CDS views must be defined with the appropriate data extraction annotations.

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Questions 13

What are the main challenges companies face that want to make data-driven decisions?Note: There are 3 correctanswers to this question.

Options:

A.

Simplify the data landscape to reduce costs and accelerate insights.

B.

Harness the power of fragmented, unstructured data sources to turn them into valuable business insights.

C.

Boost confidence in the quality of their data

D.

Unlock a new dimension of insights, advanced analytics, and Al capabilities.

E.

Uncever the hidden potential in their business by unlocking seamless access to critical insights.

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Questions 14

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

Options:

A.

Split datasets

B.

Call an ABAP function module

C.

Inctude a stored procedure

D.

Run an SAP HANA analysis process

E.

Combine datasets

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Questions 15

For which use case would you need to model a transitive attribute?

Options:

A.

Generate a transient provider for a BW query on master data attributes

B.

Store time-dependent snapshots of master data attributes

C.

Load attributes using the enhanced master data update

D.

Report on navigational attributes of navigational attributes

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Questions 16

In a BW query with cells, you need to overwrite the initial definition of a cell.Which cell types can you use?Note: There are 2 correctanswers to this question.

Options:

A.

Formula cell

B.

Help cell

C.

Selection cell

D.

Reference cell

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Questions 17

What foundation is necessary to use SAP S/4HANA embedded analytics?

Options:

A.

SAP HANA optimized business content

B.

ABAP CDS view based virtual data model

C.

Generated external SAP HANA Calculation Views

D.

SAP Agile Data Preparation

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Questions 18

Which join types can you use in a CompositeProvider?Note: There are 3 correctanswers to this question.

Options:

A.

Inner join

B.

Temporal hierarchy join

C.

Text join

D.

Referentiajolin

E.

Full Outer join

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Questions 19

You created an Open ODS View on an SAP HANA database table to virtually consume the data in SAP BW/4HANReal-time reporting requirements have now changed you are asked to persist the data in SAP BW/4HANA.Which objects are created when using the "Generate Data Flow" function in the Open ODS View editor? Note: There are 3 correctanswers to this question.

Options:

A.

DataStore object (advanced)

B.

SAP HANA calculation view

C.

Transformation

D.

Data source

E.

CompositeProvider

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Questions 20

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

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Questions 21

Which external hierarchy properties can be changed in the query definition? Note: There are 3 correctanswers to this question.

Options:

A.

Position of child nodes

B.

Sort direction

C.

Exp to level

D.

Display text nodes

E.

Time dependency

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Questions 22

How can the delta merge process be initiated in SAP BW/4HANA? Note: There are 2 correctanswers to this question.

Options:

A.

By using a specific process type in a process chain

B.

By using the SAP BW/4HANA data load monitor

C.

By setting a specific flag in the transformation

D.

By setting a specific flag in the data transfer process

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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

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Questions 24

Which recommendations should you follow to optimize BW query performance? Note: There are 3 correctanswers to this question.

Options:

A.

Create linked components.

B.

Include fewer drill-down characteristics in the initial view.

C.

Use matory characteristic value variables.

D.

Use the include mode within filter restrictions.

E.

Use the dereference option for reusable filters.

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Exam Code: C_BW4H_2505
Exam Name: SAP Certified Associate - Data Engineer - SAP BW/4HANA
Last Update: Sep 11, 2025
Questions: 80

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