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C_HAMOD_2404 - SAP Certified Associate - Data Engineer - SAP HANA, Quizzes of Computer Science

This certification demonstrates the candidate's proficiency in data modeling and database management using SAP HANA. It encompasses the principles of data ingestion, data provisioning, and modeling techniques. Candidates will also learn about performance optimization strategies and data governance best practices. This certification is crucial for professionals aiming to leverage the power of SAP HANA in data-driven decision-making processes.

Typology: Quizzes

2024/2025

Available from 10/23/2024

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C_HAMOD_2404 - SAP Certified Associate - Data Engineer - SAP HANA
1. What is a calculation view in SAP HANA?
oA) A view that only displays data from a single table
oB) A database object that can perform complex calculations and
aggregations
oC) A view used solely for data retrieval without any calculations
oD) A temporary table used for staging data
oAnswer: B) A database object that can perform complex calculations
and aggregations
oExplanation: Calculation views are advanced database objects in SAP
HANA that allow users to perform complex calculations and data
manipulations using various nodes.
2. Which node type in a calculation view is primarily used to join data from
different sources?
oA) Projection Node
oB) Join Node
oC) Union Node
oD) Aggregation Node
oAnswer: B) Join Node
oExplanation: The Join Node in a calculation view is specifically
designed to combine data from multiple sources, enabling complex
data models.
3. In a calculation view, what is the primary purpose of a Projection Node?
oA) To aggregate data
oB) To join multiple tables
oC) To define which columns to include in the final output
oD) To filter rows based on a condition
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1. What is a calculation view in SAP HANA? o A) A view that only displays data from a single table o B) A database object that can perform complex calculations and aggregations o C) A view used solely for data retrieval without any calculations o D) A temporary table used for staging data o Answer: B) A database object that can perform complex calculations and aggregations o Explanation: Calculation views are advanced database objects in SAP HANA that allow users to perform complex calculations and data manipulations using various nodes. 2. Which node type in a calculation view is primarily used to join data from different sources? o A) Projection Node o B) Join Node o C) Union Node o D) Aggregation Node o Answer: B) Join Node o Explanation: The Join Node in a calculation view is specifically designed to combine data from multiple sources, enabling complex data models. 3. In a calculation view, what is the primary purpose of a Projection Node? o A) To aggregate data o B) To join multiple tables o C) To define which columns to include in the final output o D) To filter rows based on a condition

o Answer: C) To define which columns to include in the final output o Explanation: The Projection Node allows the developer to select specific columns from the underlying tables, thus determining the structure of the final result set.

4. What type of calculation view allows for the creation of hierarchies and enables data aggregation? o A) SQL View o B) Graphical Calculation View o C) Analytical Calculation View o D) Table View o Answer: C) Analytical Calculation View o Explanation: Analytical Calculation Views are designed to support complex calculations, aggregations, and hierarchies, making them suitable for OLAP operations. 5. Which of the following nodes is used to perform aggregations in a calculation view? o A) Union Node o B) Join Node o C) Aggregation Node o D) Projection Node o Answer: C) Aggregation Node o Explanation: The Aggregation Node is used to summarize data and perform calculations such as SUM, COUNT, and AVG. 6. What is the significance of the “Semantics” section in a calculation view? o A) It defines how the data is physically stored. o B) It specifies the relationships between different nodes.

9. What type of calculation view is best suited for OLAP scenarios? o A) Calculation View o B) Analytical Calculation View o C) Graphical Calculation View o D) SQL Calculation View o Answer: B) Analytical Calculation View o Explanation: Analytical Calculation Views are optimized for Online Analytical Processing (OLAP) tasks, supporting advanced calculations and aggregations. 10. Which of the following is NOT a characteristic of a Calculation View? o A) Can contain multiple nodes o B) Can aggregate data o C) Must always be created in SQL script o D) Can be consumed by SAP Analytics Cloud o Answer: C) Must always be created in SQL script o Explanation: Calculation Views can be created using both graphical and SQL script methods, so they are not limited to SQL script. 11. What is the primary function of the Filter Node in a calculation view? o A) To merge data from multiple sources o B) To apply conditions to the data before processing o C) To calculate measures and dimensions o D) To format the output of the data o Answer: B) To apply conditions to the data before processing

o Explanation: The Filter Node allows developers to specify conditions that limit the rows processed in subsequent nodes, effectively filtering the data set.

12. How does a Calculation View differ from a regular Database View in HANA? o A) Calculation Views can only read data. o B) Calculation Views support complex calculations and transformations. o C) Database Views cannot be used in reporting. o D) Calculation Views do not require a data source. o Answer: B) Calculation Views support complex calculations and transformations. o Explanation: Unlike regular Database Views, Calculation Views can perform complex calculations, use multiple nodes, and allow for more sophisticated data modeling. 13. Which node would you use to perform a cross join in a calculation view? o A) Join Node o B) Union Node o C) Cross Join Node o D) Projection Node o Answer: A) Join Node o Explanation: The Join Node can be configured to perform cross joins by not specifying join conditions, thus producing a Cartesian product. 14. What type of data model is best represented by using a Star Schema in a calculation view? o A) Dimensional Model

o Explanation: Hierarchies enable users to define levels of data aggregation, facilitating better reporting and data analysis based on structured relationships.

17. What is the purpose of the 'Output Semantics' in a calculation view? o A) To specify the format of the output data o B) To define data types for each output column o C) To identify measures and dimensions for reporting o D) To limit the rows returned by the view o Answer: C) To identify measures and dimensions for reporting o Explanation: Output Semantics are used to clearly define which fields are measures and dimensions, helping reporting tools understand how to interpret the data. 18. In a calculation view, which node is used to apply conditions on the result set before the final output? o A) Projection Node o B) Filter Node o C) Join Node o D) Union Node o Answer: B) Filter Node o Explanation: The Filter Node allows developers to specify conditions that must be met for the data to be included in the final output, effectively narrowing down the data set. 19. What is the role of a 'Calculated Column' in a calculation view? o A) To merge multiple columns into one o B) To create new columns based on calculations performed on existing columns

o C) To limit the number of rows returned o D) To join data from different sources o Answer: B) To create new columns based on calculations performed on existing columns o Explanation: Calculated Columns enable users to derive new data points based on existing data, enhancing the analytical capabilities of the view.

20. When designing a calculation view, what should be considered to optimize performance? o A) Using as many nodes as possible o B) Limiting the number of calculations and joins o C) Creating only SQL views o D) Adding more data sources o Answer: B) Limiting the number of calculations and joins o Explanation: To optimize performance, it is important to minimize unnecessary calculations and joins, as these can increase processing time and resource consumption. 21. What type of calculation view should be used when the primary focus is to provide detailed transactional data? o A) Analytical Calculation View o B) Graphical Calculation View o C) Scalar Calculation View o D) Calculation View with Aggregation o Answer: A) Analytical Calculation View o Explanation: Analytical Calculation Views are designed to support detailed data analysis and are optimized for OLAP scenarios, making them suitable for transactional data.

o Answer: D) They can impact performance if not designed carefully. o Explanation: While hierarchies provide structured data relationships, poorly designed hierarchies can lead to performance issues, especially in complex calculations.

25. What is the purpose of using filters in a calculation view? o A) To join multiple tables o B) To limit the data set based on specific criteria o C) To create new calculated columns o D) To define hierarchies o Answer: B) To limit the data set based on specific criteria o Explanation: Filters are used to restrict the data processed in a calculation view, ensuring that only relevant data is included in the output. 26. How do parameters enhance the functionality of calculation views? o A) They create static data models. o B) They allow users to dynamically influence the data displayed. o C) They are used solely for data storage. o D) They restrict access to certain views. o Answer: B) They allow users to dynamically influence the data displayed. o Explanation: Parameters enable users to input values at runtime, making calculation views more flexible and allowing for dynamic data retrieval based on user input. 27. Which of the following is a valid use case for implementing hierarchies in a calculation view? o A) To filter data based on user roles

o B) To display data in a structured format, such as organizational structures or product categories o C) To aggregate data across multiple measures o D) To perform complex calculations on numeric data o Answer: B) To display data in a structured format, such as organizational structures or product categories o Explanation: Hierarchies are particularly useful for representing structured relationships in data, such as organizational charts or product categorizations.

28. In a calculation view, which node is specifically used to apply a filter condition? o A) Join Node o B) Projection Node o C) Filter Node o D) Aggregation Node o Answer: C) Filter Node o Explanation: The Filter Node is designed to apply conditions that restrict the dataset by specifying criteria that must be met for records to be included. 29. What type of parameter allows the user to input a single value to filter data in a calculation view? o A) Multi-Value Parameter o B) Default Parameter o C) Input Parameter o D) Static Parameter o Answer: C) Input Parameter

o D) Aggregation Node o Answer: D) Aggregation Node o Explanation: The Aggregation Node can be used to perform calculations (like SUM or AVG) on data that has already been filtered, combining both filtering and aggregation functions.

33. When defining a parameter in a calculation view, what is a key aspect to consider? o A) It must always be a numeric value. o B) It should have a default value to simplify usage. o C) It cannot be changed at runtime. o D) It does not affect data retrieval. o Answer: B) It should have a default value to simplify usage. o Explanation: Defining a default value for a parameter can enhance usability by providing a predefined option for users and making the parameter less cumbersome to use. 34. What is the impact of using dynamic hierarchies in a calculation view? o A) They increase data storage requirements. o B) They simplify the data model. o C) They allow users to explore data at different levels of granularity. o D) They prevent data aggregation. o Answer: C) They allow users to explore data at different levels of granularity. o Explanation: Dynamic hierarchies enable users to navigate and drill down through various levels of data detail, providing flexibility in data analysis. 35. Which of the following would be an appropriate use of a Multi-Value Parameter in a calculation view?

o A) To filter data by a single category o B) To allow users to select multiple items from a list to filter results o C) To display static values only o D) To limit the number of rows returned in the output o Answer: B) To allow users to select multiple items from a list to filter results o Explanation: Multi-Value Parameters enable users to filter data based on multiple selected values, enhancing the flexibility of data retrieval.

36. What type of hierarchy would you use to represent geographical data (e.g., Country > State > City)? o A) Network Hierarchy o B) Balanced Hierarchy o C) Unbalanced Hierarchy o D) Parent-Child Hierarchy o Answer: C) Unbalanced Hierarchy o Explanation: An unbalanced hierarchy is suitable for representing geographical relationships where different levels do not have the same number of children (e.g., different states in a country). 37. How do you implement a hierarchy in a calculation view? o A) By defining it as a separate table in the data model o B) By specifying the levels and relationships directly within the view configuration o C) By using only SQL scripts o D) By aggregating data before defining relationships o Answer: B) By specifying the levels and relationships directly within the view configuration

o B) The filter condition will be ignored. o C) It may lead to a Cartesian product. o D) Only filtered data will be displayed. o Answer: C) It may lead to a Cartesian product. o Explanation: Without a proper join condition, applying a filter may not effectively limit the data returned and can result in a Cartesian product, leading to unexpected results.

41. In SAP HANA, which type of calculation view can be used to create complex calculations and aggregations with parameters? o A) Graphical Calculation View o B) SQL Calculation View o C) Calculation View with Input Parameters o D) Table View o Answer: C) Calculation View with Input Parameters o Explanation: Calculation Views that utilize Input Parameters allow for complex calculations and aggregations based on user-defined values, enhancing the model's interactivity. 42. What is the significance of using "Default Values" for parameters in a calculation view? o A) They restrict user access to data. o B) They provide a fallback option when no input is given. o C) They change the data model structure. o D) They enhance performance. o Answer: B) They provide a fallback option when no input is given. o Explanation: Default Values ensure that even if users do not input a value for a parameter, the calculation view can still execute with predefined settings, preventing errors.

43. When configuring hierarchies in SAP HANA, which of the following options is NOT available? o A) Defining multiple levels o B) Establishing parent-child relationships o C) Creating circular references o D) Setting attribute properties for levels o Answer: C) Creating circular references o Explanation: Circular references are not allowed in hierarchies because they can create infinite loops in data retrieval and analysis, leading to erroneous results. 44. Which of the following statements about the Filter Node is true? o A) It can only be used once in a calculation view. o B) It can combine multiple conditions using AND/OR logic. o C) It aggregates data from different sources. o D) It must always follow a Join Node. o Answer: B) It can combine multiple conditions using AND/OR logic. o Explanation: The Filter Node allows for multiple conditions to be applied together, enabling complex filtering logic within a calculation view. 45. In a Calculation View, which node would you use to create a new column that displays the result of a mathematical operation on existing columns? o A) Projection Node o B) Filter Node o C) Calculation Node o D) Aggregation Node o Answer: C) Calculation Node

o C) To represent hierarchical data where each node may have multiple child nodes o D) To display flat data structures o Answer: C) To represent hierarchical data where each node may have multiple child nodes o Explanation: Parent-Child hierarchies are used to depict relationships where each node can have multiple child nodes, facilitating the representation of complex data structures.

49. In a calculation view, what is the impact of using a Filter Node before a Join Node? o A) It enhances the performance by reducing the data set before the join. o B) It prevents any joins from being executed. o C) It has no effect on the final output. o D) It complicates the join conditions. o Answer: A) It enhances the performance by reducing the data set before the join. o Explanation: Using a Filter Node before a Join Node can significantly improve performance by limiting the amount of data processed in the join, thus speeding up execution. 50. What is a primary consideration for optimizing performance when building calculation views in SAP HANA? o A) Using as many nodes as possible o B) Minimizing the number of calculations and joins o C) Always creating calculation views in SQL script o D) Ignoring data sources

o Answer: B) Minimizing the number of calculations and joins o Explanation: Reducing the number of calculations and joins helps to improve performance by minimizing processing time and resource usage.

51. Which of the following techniques can help improve query performance in SAP HANA? o A) Avoiding the use of indexes o B) Utilizing column store optimizations o C) Joining large tables without filters o D) Reducing data types to VARCHAR o Answer: B) Utilizing column store optimizations o Explanation: SAP HANA's columnar storage allows for efficient data retrieval and compression, which enhances query performance. 52. What is the purpose of using the Plan Visualizer tool in SAP HANA? o A) To create new data models o B) To visualize and analyze the execution plan of SQL queries o C) To monitor user activity o D) To optimize data storage o Answer: B) To visualize and analyze the execution plan of SQL queries o Explanation: The Plan Visualizer allows developers to view how a SQL query is executed, helping identify performance bottlenecks and optimize queries. 53. When should you consider creating an aggregate table in SAP HANA? o A) When you need detailed transaction-level data o B) To improve performance for frequently accessed summary data