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| Topic |
Details |
| Topic 1 |
- SAP BW
- 4HANA Project and the Modeling Process:This section of the exam assesses how Data Engineers guide and contribute to SAP BW
- 4HANA projects. It includes knowledge of modeling workflows, project lifecycle stages, and collaboration strategies within project teams.
|
| Topic 2 |
- SAP BW
- 4HANA Modeling:This section targets the skills of Data Engineers in selecting appropriate modeling options and applying best practices like LSA++ within SAP BW
- 4HANA. It focuses on designing scalable, high-performing data models.
|
| Topic 3 |
- Native SAP HANA Modeling:This section evaluates the ability of SAP Consultants to describe and apply native modeling options in SAP HANA. It emphasizes understanding how to build optimized data structures directly within the HANA platform.
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| Topic 4 |
- SAP BW
- 4HANA Data Flow: This section of the exam measures the practical ability of SAP Consultants to load data within the SAP BW
- 4HANA environment. It assesses familiarity with data movement and transformation processes across different layers of the system.
|
| Topic 5 |
- Data Acquisition into SAP HANA: This section evaluates the capacity of SAP Consultants to integrate various data sources into SAP HANA. It assesses their ability to understand different ingestion techniques and ensure data accessibility for processing.
|
| Topic 6 |
- InfoObjects and InfoProviders:This section tests the knowledge of Data Engineers in working with InfoObjects and InfoProviders in SAP BW
- 4HANA. It involves handling data structures used for organizing, storing, and accessing analytical data.
|
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SAP Certified Associate - Data Engineer - SAP BW/4HANA Sample Questions (Q19-Q24):
NEW QUESTION # 19
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?
- A. Create and build the HDI Calculation View (data category Cube with Star Join).
- B. Create a synonym for the HDI Calculation View (data category Cube with Star Join).
- C. Create and build the HDI Calculation View (data category Dimension).
- D. Create a synonym for the HDI Calculation View (data category Dimension).
Answer: C
NEW QUESTION # 20
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. Hierarchy node
- B. Text
- C. Characteristic value
- D. Formula
Answer: A,C
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 # 21
For which requirements do you suggest an SAP HANA modeling focus rather than an focus? Note: There are
2 correctanswers to this question.
- A. Finding the best match using a fuzzy search
- B. Reporting on a harmonized set of master data
- C. Leveraging SQL in-house knowledge
- D. Loading snapshots or deltas from different sources on a periodic basis
Answer: A,C
NEW QUESTION # 22
For which requirements do you suggest an SAP HANA modeling focus rather than an SAP BW/4HANA modeling focus? Note: There are 2 correct answers to this question.
- A. Finding the best match using a fuzzy search
- B. Reporting on a harmonized set of master data
- C. Leveraging SQL in-house knowledge
- D. Loading snapshots or deltas from different sources on a periodic basis
Answer: A,C
Explanation:
When deciding betweenSAP HANA modelingandSAP BW/4HANA modeling, it is essential to consider the specific requirements of the use case. SAP HANA modeling focuses on leveraging the native capabilities of the SAP HANA database, such as advanced analytics, SQL-based development, and real-time processing. In contrast, SAP BW/4HANA modeling is better suited for structured data integration, harmonization, and reporting scenarios that require predefined data models and governance.
* Finding the best match using a fuzzy search (Option A):SAP HANA provides advanced analytical capabilities, includingfuzzy search, which allows you to find approximate matches for text-based data.
This feature is particularly useful for scenarios like name matching, address validation, or duplicate detection, where exact matches are not always possible.
* Fuzzy search is a native capability of SAP HANA and can be implemented directly in calculation views or SQL scripts.
* While SAP BW/4HANA can integrate with SAP HANA for such functionalities, it is more efficient to implement fuzzy search directly in SAP HANA modeling to take full advantage of its performance and flexibility.
* Leveraging SQL in-house knowledge (Option C):If your team has strong expertise in SQL and prefers to work with SQL-based development, SAP HANA modeling is the better choice. SAP HANA supports SQL scripting and development natively, allowing developers to create complex logic, transformations, and calculations directly in the database layer.
* SAP BW/4HANA, on the other hand, uses a more structured modeling approach (e.g., transformations, DTPs) that may not fully leverage SQL skills.
* By focusing on SAP HANA modeling, you can maximize the use of in-house SQL expertise while maintaining high performance and flexibility.
* Loading snapshots or deltas from different sources on a periodic basis (Option B):This requirement is better suited for SAP BW/4HANA modeling. SAP BW/4HANA provides robust data integration capabilities, including Data Transfer Processes (DTPs) and process chains, which are specifically designed for loading and managing data from multiple sources. These tools offer built-in error handling, scheduling, and monitoring features that simplify periodic data loads.
* Reporting on a harmonized set of master data (Option D):Reporting on harmonized master data is a core strength of SAP BW/4HANA. SAP BW/4HANA excels at integrating, cleansing, and harmonizing data from disparate sources into a unified model. It also provides features like hierarchies, key figure calculations, and query design that are optimized for reporting. SAP HANA modeling, while powerful, does not inherently provide the same level of data governance and harmonization capabilities.
* SAP HANA Modeling Strengths:
* Real-time analytics and advanced algorithms (e.g., predictive analytics, graph processing).
* Flexibility for ad-hoc queries and custom SQL-based logic.
* Native support for advanced search features like fuzzy search.
* SAP BW/4HANA Modeling Strengths:
* Structured data integration and harmonization.
* Predefined data models and governance frameworks.
* Optimized for enterprise-wide reporting and analytics.
* SAP HANA Advanced Analytics Guide:This guide explains how to use SAP HANA's native capabilities, including fuzzy search and SQL scripting, for advanced analytics.
* Link:SAP HANA Advanced Analytics
* SAP BW/4HANA Data Integration Best Practices:This resource highlights the strengths of SAP BW
/4HANA in data integration, harmonization, and reporting scenarios.
Reference: SAP Note 2637890 - Best Practices for Data Integration in SAP BW/4HANA.
By choosingSAP HANA modelingfor requirements like fuzzy search and SQL expertise, you can leverage the database's native capabilities and flexibility, ensuring optimal performance and alignment with your team's skill set.
NEW QUESTION # 23
Which tasks are part of the Business Blueprint phase in an SAP BW/4HANA project? Note: There are 2 correctanswers to this question.
- A. Activate SAP business content objects that comply with the layered scalable architecture (LSA++) architecture
- B. Analyze key performance indicators of the business processes
- C. Collect central individual information requirements
- D. Associate an InfoObject to a field in an Open ODS view
Answer: B,C
NEW QUESTION # 24
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