Advanced Data Modeling Techniques in SAP BW/4HANA: Optimizing for Performance and Scalability

Vaidheyar Raman Balasubramanian; Akshun Chhapola; Nagender Yadav

doi:10.55544/ijrah.4.6.26

Authors

Vaidheyar Raman Balasubramanian SASTRA Deemed University & Thanjavur, INDIA.
Akshun Chhapola Delhi Technical University, Delhi, INDIA.
Nagender Yadav Specialist Master at Deloitte Consulting, Indianapolis, Carmel, Indiana, UNITED STATES.

DOI:

https://doi.org/10.55544/ijrah.4.6.26

Keywords:

Advanced data modeling, SAP BW/4HANA, performance optimization, scalability, in-memory computing, composite providers, data tiering, real-time analytics, query performance, business intelligence, data flows, system integration, performance tuning, big data management, data-driven decision-making

Abstract

The increasing demand for faster and more scalable data processing in business intelligence systems has led to the adoption of advanced data modeling techniques in SAP BW/4HANA. SAP BW/4HANA, built on the in-memory computing platform of SAP HANA, offers significant advantages in terms of performance and scalability. This paper explores the latest data modeling methodologies within SAP BW/4HANA to enhance system performance and accommodate the growing complexity of business data. Key strategies for optimizing data models include leveraging the power of HANA's in-memory capabilities, implementing optimized object structures, and utilizing data tiering for efficient storage management. The use of advanced modeling techniques such as composite providers, enhanced data flows, and the integration of SAP HANA's native capabilities for real-time analytics are also discussed. Furthermore, the paper addresses the challenges involved in managing large-scale data environments, ensuring data consistency, and implementing best practices for performance tuning. By focusing on these advanced approaches, organizations can achieve higher data throughput, reduced query response times, and greater scalability, enabling them to effectively handle large volumes of data across multiple systems. The implementation of these techniques not only enhances the operational efficiency of SAP BW/4HANA but also provides businesses with actionable insights that drive data-driven decision-making. The paper concludes by highlighting the future directions in data modeling within SAP BW/4HANA and the ongoing evolution of its features for emerging business needs.

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Chamarthy, Shyamakrishna Siddharth, Phanindra Kumar Kankanampati, Abhishek Tangudu, Ojaswin Tharan, Arpit Jain, and Om Goel. 2022. Development of Data Acquisition Systems for Remote Patient Monitoring. International Journal of Applied Mathematics & Statistical Sciences (IJAMSS) 11(1):107–132. ISSN (P): 2319–3972; ISSN (E): 2319–3980.

Byri, Ashvini, Ravi Kiran Pagidi, Aravind Ayyagari, Punit Goel, Arpit Jain, and Satendra Pal Singh. 2022. Performance Testing Methodologies for DDR Memory Validation. International Journal of Applied Mathematics & Statistical Sciences (IJAMSS) 11(1):133–158. ISSN (P): 2319–3972, ISSN (E): 2319–3980.

Kshirsagar, Rajas Paresh, Kshirsagar, Santhosh Vijayabaskar, Bipin Gajbhiye, Om Goel, Prof.(Dr.) Arpit Jain, & Prof.(Dr) Punit Goel. (2022). Optimizing Auction Based Programmatic Media Buying for Retail Media Networks. Universal Research Reports, 9(4), 675–716. https://doi.org/10.36676/urr.v9.i4.1398

Kshirsagar, Rajas Paresh, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, and Shalu Jain. (2022). Revenue Growth Strategies through Auction Based Display Advertising. International Journal of Research in Modern Engineering and Emerging Technology, 10(8):30. Retrieved October 3, 2024. http://www.ijrmeet.org

Kshirsagar, Rajas Paresh, Siddhey Mahadik, Shanmukha Eeti, Om Goel, Shalu Jain, and Raghav Agarwal. (2022). Enhancing Sourcing and Contracts Management Through Digital Transformation. Universal Research Reports, 9(4), 496–519. https://doi.org/10.36676/urr.v9.i4.1382

Kshirsagar, Rajas Paresh, Rahul Arulkumaran, Shreyas Mahimkar, Aayush Jain, Dr. Shakeb Khan, Innovative Approaches to Header Bidding The NEO Platform, IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.9, Issue 3, Page No pp.354-368, August 2022. Available at: http://www.ijrar.org/IJRAR22C3168.pdf

Arth Dave, Raja Kumar Kolli, Chandrasekhara Mokkapati, Om Goel, Dr. Shakeb Khan, & Prof. (Dr.) Arpit Jain. (2022). Techniques for Enhancing User Engagement through Personalized Ads on Streaming Platforms. Universal Research Reports, 9(3), 196–218. https://doi.org/10.36676/urr.v9.i3.1390

Kumar, Ashish, Rajas Paresh Kshirsagar, Vishwasrao Salunkhe, Pandi Kirupa Gopalakrishna, Punit Goel, and Satendra Pal Singh. (2022). Enhancing ROI Through AI Powered Customer Interaction Models. International Journal of Applied Mathematics & Statistical Sciences (IJAMSS), 11(1):79–106.

Kankanampati, Phanindra Kumar, Pramod Kumar Voola, Amit Mangal, Prof. (Dr) Punit Goel, Aayush Jain, and Dr. S.P. Singh. (2022). Customizing Procurement Solutions for Complex Supply Chains: Challenges and Solutions. International Journal of Research in Modern Engineering and Emerging Technology, 10(8):50. Retrieved https://www.ijrmeet.org

Phanindra Kumar, Venudhar Rao Hajari, Abhishek Tangudu, Raghav Agarwal, Shalu Jain, & Aayush Jain. (2022). Streamlining Procurement Processes with SAP Ariba: A Case Study. Universal Research Reports, 9(4), 603–620. https://doi.org/10.36676/urr.v9.i4.1395

Phanindra Kumar, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, Shalu Jain, The Role of APIs and Web Services in Modern Procurement Systems, IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.9, Issue 3, Page No pp.292-307, August 2022. Available at: http://www.ijrar.org/IJRAR22C3164.pdf

Vadlamani, Satish, Raja Kumar Kolli, Chandrasekhara Mokkapati, Om Goel, Dr. Shakeb Khan, & Prof.(Dr.) Arpit Jain. (2022). Enhancing Corporate Finance Data Management Using Databricks And Snowflake. Universal Research Reports, 9(4), 682–602. https://doi.org/10.36676/urr.v9.i4.1394

Sivasankaran Balasubramaniam, Vanitha, S. P. Singh, Sivaprasad Nadukuru, Shalu Jain, Raghav Agarwal, and Alok Gupta. (2022). Integrating Human Resources Management with IT Project Management for Better Outcomes. International Journal of Computer Science and Engineering 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979.

Archit Joshi, Vishwas Rao Salunkhe, Shashwat Agrawal, Prof.(Dr) Punit Goel, & Vikhyat Gupta. (2022). Optimizing Ad Performance Through Direct Links and Native Browser Destinations. International Journal for Research Publication and Seminar, 13(5), 538–571.

Dave, Arth, Jaswanth Alahari, Aravind Ayyagari, Punit Goel, Arpit Jain, and Aman Shrivastav. 2023. Privacy Concerns and Solutions in Personalized Advertising on Digital Platforms. International Journal of General Engineering and Technology, 12(2):1–24. IASET. ISSN (P): 2278–9928; ISSN (E): 2278–9936.

Saoji, Mahika, Ojaswin Tharan, Chinmay Pingulkar, S. P. Singh, Punit Goel, and Raghav Agarwal. 2023. The Gut-Brain Connection and Neurodegenerative Diseases: Rethinking Treatment Options. International Journal of General Engineering and Technology (IJGET), 12(2):145–166.

Saoji, Mahika, Siddhey Mahadik, Fnu Antara, Aman Shrivastav, Shalu Jain, and Sangeet Vashishtha. 2023. Organoids and Personalized Medicine: Tailoring Treatments to You. International Journal of Research in Modern Engineering and Emerging Technology, 11(8):1. Retrieved October 14, 2024 (https://www.ijrmeet.org).

Kumar, Ashish, Archit Joshi, FNU Antara, Satendra Pal Singh, Om Goel, and Pandi Kirupa Gopalakrishna. 2023. Leveraging Artificial Intelligence to Enhance Customer Engagement and Upsell Opportunities. International Journal of Computer Science and Engineering (IJCSE), 12(2):89–114.

Chamarthy, Shyamakrishna Siddharth, Pronoy Chopra, Shanmukha Eeti, Om Goel, Arpit Jain, and Punit Goel. 2023. Real-Time Data Acquisition in Medical Devices for Respiratory Health Monitoring. International Journal of Computer Science and Engineering (IJCSE), 12(2):89–114.

Vanitha Sivasankaran Balasubramaniam, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, & Prof.(Dr) Punit Goel. (2023). Leveraging Data Analysis Tools for Enhanced Project Decision Making. Universal Research Reports, 10(2), 712–737. https://doi.org/10.36676/urr.v10.i2.1376

Balasubramaniam, Vanitha Sivasankaran, Pattabi Rama Rao Thumati, Pavan Kanchi, Raghav Agarwal, Om Goel, and Er. Aman Shrivastav. (2023). Evaluating the Impact of Agile and Waterfall Methodologies in Large Scale IT Projects. International Journal of Progressive Research in Engineering Management and Science 3(12): 397-412. DOI: https://www.doi.org/10.58257/IJPREMS32363.

Archit Joshi, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, Prof.(Dr) Punit Goel, & Dr. Alok Gupta. (2023). Cross Market Monetization Strategies Using Google Mobile Ads. Innovative Research Thoughts, 9(1), 480–507.

Archit Joshi, Murali Mohana Krishna Dandu, Vanitha Sivasankaran, A Renuka, & Om Goel. (2023). Improving Delivery App User Experience with Tailored Search Features. Universal Research Reports, 10(2), 611–638.

Krishna Kishor Tirupati, Murali Mohana Krishna Dandu, Vanitha Sivasankaran Balasubramaniam, A Renuka, & Om Goel. (2023). End to End Development and Deployment of Predictive Models Using Azure Synapse Analytics. Innovative Research Thoughts, 9(1), 508–537.

Krishna Kishor Tirupati, Archit Joshi, Dr S P Singh, Akshun Chhapola, Shalu Jain, & Dr. Alok Gupta. (2023). Leveraging Power BI for Enhanced Data Visualization and Business Intelligence. Universal Research Reports, 10(2), 676–711.

Krishna Kishor Tirupati, Dr S P Singh, Sivaprasad Nadukuru, Shalu Jain, & Raghav Agarwal. (2023). Improving Database Performance with SQL Server Optimization Techniques. Modern Dynamics: Mathematical Progressions, 1(2), 450–494.

Krishna Kishor Tirupati, Shreyas Mahimkar, Sumit Shekhar, Om Goel, Arpit Jain, and Alok Gupta. (2023). Advanced Techniques for Data Integration and Management Using Azure Logic Apps and ADF. International Journal of Progressive Research in Engineering Management and Science 3(12):460–475.

Sivaprasad Nadukuru, Archit Joshi, Shalu Jain, Krishna Kishor Tirupati, & Akshun Chhapola. (2023). Advanced Techniques in SAP SD Customization for Pricing and Billing. Innovative Research Thoughts, 9(1), 421–449. DOI: 10.36676/irt.v9.i1.1496

Sivaprasad Nadukuru, Dr S P Singh, Shalu Jain, Om Goel, & Raghav Agarwal. (2023). Implementing SAP Hybris for E commerce Solutions in Global Enterprises. Universal Research Reports, 10(2), 639–675. DOI: 10.36676/urr.v10.i2.1374

Nadukuru, Sivaprasad, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Punit Goel, Vikhyat Gupta, and Om Goel. (2023). SAP Pricing Procedures Configuration and Optimization Strategies. International Journal of Progressive Research in Engineering Management and Science, 3(12):428–443. DOI: https://www.doi.org/10.58257/IJPREMS32370

Pagidi, Ravi Kiran, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, and Shalu Jain. (2023). Real-Time Data Processing with Azure Event Hub and Streaming Analytics. International Journal of General Engineering and Technology (IJGET) 12(2):1–24.

Mallela, Indra Reddy, Nishit Agarwal, Shanmukha Eeti, Om Goel, Arpit Jain, and Punit Goel. 2024. Predictive Modeling for Credit Risk: A Comparative Study of Techniques. International Journal of Current Science (IJCSPUB) 14(1):447. © 2024 IJCSPUB. Retrieved from https://www.ijcspub.org.

Mallela, Indra Reddy, Archit Joshi, FNU Antara, Dr. Satendra Pal Singh, Om Goel, and Ojaswin Tharan. 2024. Model Risk Management for Financial Crimes: A Comprehensive Approach. International Journal of Worldwide Engineering Research 2(10):1-17.

Sandhyarani Ganipaneni, Ravi Kiran Pagidi, Aravind Ayyagari, Prof.(Dr) Punit Goel, Prof.(Dr.) Arpit Jain, & Dr Satendra Pal Singh. 2024. Machine Learning for SAP Data Processing and Workflow Automation. Darpan International Research Analysis, 12(3), 744–775. https://doi.org/10.36676/dira.v12.i3.131

Ganipaneni, Sandhyarani, Satish Vadlamani, Ashish Kumar, Om Goel, Pandi Kirupa Gopalakrishna, and Raghav Agarwal. 2024. Leveraging SAP CDS Views for Real-Time Data Analysis. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 12(10):67. Retrieved October, 2024 (https://www.ijrmeet.org).

Ganipaneni, Sandhyarani, Murali Mohana Krishna Dandu, Raja Kumar Kolli, Satendra Pal Singh, Punit Goel, and Om Goel. 2024. Automation in SAP Business Processes Using Fiori and UI5 Applications. International Journal of Current Science (IJCSPUB) 14(1):432. Retrieved from www.ijcspub.org.

Chamarthy, Shyamakrishna Siddharth, Archit Joshi, Fnu Antara, Satendra Pal Singh, Om Goel, and Shalu Jain. 2024. Predictive Algorithms for Ticket Pricing Optimization in Sports Analytics. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 12(10):20. Retrieved October, 2024 (https://www.ijrmeet.org).

Siddharth, Shyamakrishna Chamarthy, Krishna Kishor Tirupati, Pronoy Chopra, Ojaswin Tharan, Shalu Jain, and Prof. (Dr) Sangeet Vashishtha. 2024. Closed Loop Feedback Control Systems in Emergency Ventilators. International Journal of Current Science (IJCSPUB) 14(1):418. doi:10.5281/zenodo.IJCSP24A1159.

Chamarthy, Shyamakrishna Siddharth, Sivaprasad Nadukuru, Swetha Singiri, Om Goel, Prof. (Dr.) Arpit Jain, and Pandi Kirupa Gopalakrishna. 2024. Using Kalman Filters for Meteorite Tracking and Prediction: A Study. International Journal of Worldwide Engineering Research 2(10):36-51. doi: 10.1234/ijwer.2024.10.5.212.

Chamarthy, Shyamakrishna Siddharth, Sneha Aravind, Raja Kumar Kolli, Satendra Pal Singh, Punit Goel, and Om Goel. 2024. Advanced Applications of Robotics, AI, and Data Analytics in Healthcare and Sports. International Journal of Business and General Management (IJBGM) 13(1):63–88.