Multi-Tenant Serverless Pipelines: Optimizing Energy and Latency Trade-offs

Srikanthudu Avancha

Bharathidasan University Palkalaiperur Tiruchirappalli – 620 024.srikaanth.avancha@gmail.com

Abstract

Serverless computing is transforming the landscape of cloud computing by enabling developers to deploy applications without worrying about infrastructure management. However, the increasing demand for multi-tenant serverless architectures introduces new challenges in balancing energy consumption and latency performance. This paper explores strategies to optimize energy-latency trade-offs in multi-tenant serverless pipelines. Through an extensive literature review, we analyze state-of-the-art methods, propose an energy-efficient framework, and evaluate its effectiveness using simulated workloads. Results demonstrate that dynamic workload management and resource allocation strategies can significantly reduce energy consumption while maintaining acceptable latency levels, providing a sustainable approach to serverless computing.

Keywords

Serverless computing, Multi-tenant architecture, Energy efficiency, Latency optimization, Cloud computing, Workload management, Resource allocation

References

• Adya, A., et al. (2019). “Optimizing Serverless Platforms for Latency-Sensitive Applications.” Proceedings of the ACM on Cloud Computing.
• Liu, Z., & Zhao, H. (2021). “Energy-Efficient Cloud Scheduling Algorithms.” Journal of Cloud Computing Advances.
• Wang, X., et al. (2022). “Cold Start Optimization in Serverless Systems.” IEEE Transactions on Cloud Computing.
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42.    https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf  
• “Effective Strategies for Building Parallel and Distributed Systems”, International Journal of Novel Research and Development, ISSN:2456-4184, Vol.5, Issue 1, page no.23-42, January-2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf  
• “Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions”, International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.7, Issue 9, page no.96-108, September-2020,   https://www.jetir.org/papers/JETIR2009478.pdf   
• Venkata Ramanaiah Chintha, Priyanshi, Prof.(Dr) Sangeet Vashishtha, “5G Networks: Optimization of Massive MIMO”, IJRAR – International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.389-406, February-2020.  (http://www.ijrar.org/IJRAR19S1815.pdf ) 
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491 https://www.ijrar.org/papers/IJRAR19D5684.pdf  
• Sumit Shekhar, SHALU JAIN, DR. POORNIMA TYAGI, “Advanced Strategies for Cloud Security and Compliance: A Comparative Study”, IJRAR – International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.396-407, January 2020.  (http://www.ijrar.org/IJRAR19S1816.pdf ) 
• “Comparative Analysis OF GRPC VS. ZeroMQ for Fast Communication”, International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February-2020.    (http://www.jetir.org/papers/JETIR2002540.pdf ) 
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf
• “Effective Strategies for Building Parallel and Distributed Systems”. International Journal of Novel Research and Development, Vol.5, Issue 1, page no.23-42, January 2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf
• “Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions”. International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 9, page no.96-108, September 2020. https://www.jetir.org/papers/JETIR2009478.pdf
• Venkata Ramanaiah Chintha, Priyanshi, & Prof.(Dr) Sangeet Vashishtha (2020). “5G Networks: Optimization of Massive MIMO”. International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.389-406, February 2020. (http://www.ijrar.org/IJRAR19S1815.pdf)
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. https://www.ijrar.org/papers/IJRAR19D5684.pdf
• Sumit Shekhar, Shalu Jain, & Dr. Poornima Tyagi. “Advanced Strategies for Cloud Security and Compliance: A Comparative Study”. International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf)
• “Comparative Analysis of GRPC vs. ZeroMQ for Fast Communication”. International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February 2020. (http://www.jetir.org/papers/JETIR2002540.pdf)
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. Available at: http://www.ijcspub/papers/IJCSP20B1006.pdf 
• Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions. International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 9, pp.96-108, September 2020. [Link](http://www.jetir papers/JETIR2009478.pdf)
• Synchronizing Project and Sales Orders in SAP: Issues and Solutions. IJRAR – International Journal of Research and Analytical Reviews, Vol.7, Issue 3, pp.466-480, August 2020. [Link](http://www.ijrar IJRAR19D5683.pdf)
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. [Link](http://www.ijrar viewfull.php?&p_id=IJRAR19D5684)
• Cherukuri, H., Singh, S. P., & Vashishtha, S. (2020). Proactive issue resolution with advanced analytics in financial services. The International Journal of Engineering Research, 7(8), a1-a13. [Link](tijer tijer/viewpaperforall.php?paper=TIJER2008001)
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. [Link](rjpn ijcspub/papers/IJCSP20B1006.pdf)
• Sumit Shekhar, SHALU JAIN, DR. POORNIMA TYAGI, “Advanced Strategies for Cloud Security and Compliance: A Comparative Study,” IJRAR – International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.396-407, January 2020, Available at: [IJRAR](http://www.ijrar IJRAR19S1816.pdf)
• VENKATA RAMANAIAH CHINTHA, PRIYANSHI, PROF.(DR) SANGEET VASHISHTHA, “5G Networks: Optimization of Massive MIMO”, IJRAR – International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.389-406, February-2020. Available at: IJRAR19S1815.pdf
• “Effective Strategies for Building Parallel and Distributed Systems”, International Journal of Novel Research and Development, ISSN:2456-4184, Vol.5, Issue 1, pp.23-42, January-2020. Available at: IJNRD2001005.pdf
• “Comparative Analysis OF GRPC VS. ZeroMQ for Fast Communication”, International Journal of Emerging Technologies and Innovative Research, ISSN:2349-5162, Vol.7, Issue 2, pp.937-951, February-2020. Available at: JETIR2002540.pdf
• Shyamakrishna Siddharth Chamarthy, Murali Mohana Krishna Dandu, Raja Kumar Kolli, Dr. Satendra Pal Singh, Prof. (Dr.) Punit Goel, & Om Goel. (2020). “Machine Learning Models for Predictive Fan Engagement in Sports Events.” International Journal for Research Publication and Seminar, 11(4), 280–301. https://doi.org/10.36676/jrps.v11.i4.1582
• Ashvini Byri, Satish Vadlamani, Ashish Kumar, Om Goel, Shalu Jain, & Raghav Agarwal. (2020). Optimizing Data Pipeline Performance in Modern GPU Architectures. International Journal for Research Publication and Seminar, 11(4), 302–318. https://doi.org/10.36676/jrps.v11.i4.1583
• Indra Reddy Mallela, Sneha Aravind, Vishwasrao Salunkhe, Ojaswin Tharan, Prof.(Dr) Punit Goel, & Dr Satendra Pal Singh. (2020). Explainable AI for Compliance and Regulatory Models. International Journal for Research Publication and Seminar, 11(4), 319–339. https://doi.org/10.36676/jrps.v11.i4.1584
• Sandhyarani Ganipaneni, Phanindra Kumar Kankanampati, Abhishek Tangudu, Om Goel, Pandi Kirupa Gopalakrishna, & Dr Prof.(Dr.) Arpit Jain. (2020). Innovative Uses of OData Services in Modern SAP Solutions. International Journal for Research Publication and Seminar, 11(4), 340–355. https://doi.org/10.36676/jrps.v11.i4.1585
• Saurabh Ashwinikumar Dave, Nanda Kishore Gannamneni, Bipin Gajbhiye, Raghav Agarwal, Shalu Jain, & Pandi Kirupa Gopalakrishna. (2020). Designing Resilient Multi-Tenant Architectures in Cloud Environments. International Journal for Research Publication and Seminar, 11(4), 356–373. https://doi.org/10.36676/jrps.v11.i4.1586
• Rakesh Jena, Sivaprasad Nadukuru, Swetha Singiri, Om Goel, Dr. Lalit Kumar, & Prof.(Dr.) Arpit Jain. (2020). Leveraging AWS and OCI for Optimized Cloud Database Management. International Journal for Research Publication and Seminar, 11(4), 374–389. https://doi.org/10.36676/jrps.v11.i4.1587
•  Chinta, U., Aggarwal, A., & Jain, S. (2021). Risk management strategies in Salesforce project delivery: A case study approach. Innovative Research Thoughts, 7(3). https://doi.org/10.36676/irt.v7.i3.1452
• UMABABU CHINTA, PROF.(DR.) PUNIT GOEL, UJJAWAL JAIN, “Optimizing Salesforce CRM for Large Enterprises: Strategies and Best Practices”, International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.9, Issue 1, pp.4955-4968, January 2021. http://www.ijcrt.org/papers/IJCRT2101608.pdf
• Bhimanapati, V. B. R., Renuka, A., & Goel, P. (2021). Effective use of AI-driven third-party frameworks in mobile apps. Innovative Research Thoughts, 7(2). https://doi.org/10.36676/irt.v07.i2.1451
• Daram, S. (2021). Impact of cloud-based automation on efficiency and cost reduction: A comparative study. The International Journal of Engineering Research, 8(10), a12-a21. tijer/viewpaperforall.php?paper=TIJER2110002
• VIJAY BHASKER REDDY BHIMANAPATI, SHALU JAIN, PANDI KIRUPA GOPALAKRISHNA PANDIAN, “Mobile Application Security Best Practices for Fintech Applications”, International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.9, Issue 2, pp.5458-5469, February 2021. http://www.ijcrt.org/papers/IJCRT2102663.pdf
• Avancha, S., Chhapola, A., & Jain, S. (2021). Client relationship management in IT services using CRM systems. Innovative Research Thoughts, 7(1). https://doi.org/10.36676/irt.v7.i1.1450
• Srikathudu Avancha, Dr. Shakeb Khan, Er. Om Goel. (2021). “AI-Driven Service Delivery Optimization in IT: Techniques and Strategies”. International Journal of Creative Research Thoughts (IJCRT), 9(3), 6496–6510. http://www.ijcrt.org/papers/IJCRT2103756.pdf
• Gajbhiye, B., Prof. (Dr.) Arpit Jain, & Er. Om Goel. (2021). “Integrating AI-Based Security into CI/CD Pipelines”. IJCRT, 9(4), 6203–6215. http://www.ijcrt.org/papers/IJCRT2104743.pdf
• Dignesh Kumar Khatri, Akshun Chhapola, Shalu Jain. “AI-Enabled Applications in SAP FICO for Enhanced Reporting.” International Journal of Creative Research Thoughts (IJCRT), 9(5), pp.k378-k393, May 2021. Link
• Viharika Bhimanapati, Om Goel, Dr. Mukesh Garg. “Enhancing Video Streaming Quality through Multi-Device Testing.” International Journal of Creative Research Thoughts (IJCRT), 9(12), pp.f555-f572, December 2021. Link
• KUMAR KODYVAUR KRISHNA MURTHY, VIKHYAT GUPTA, PROF.(DR.) PUNIT GOEL. “Transforming Legacy Systems: Strategies for Successful ERP Implementations in Large Organizations.” International Journal of Creative Research Thoughts (IJCRT), Volume 9, Issue 6, pp. h604-h618, June 2021. Available at: IJCRT
• SAKETH REDDY CHERUKU, A RENUKA, PANDI KIRUPA GOPALAKRISHNA PANDIAN. “Real-Time Data Integration Using Talend Cloud and Snowflake.” International Journal of Creative Research Thoughts (IJCRT), Volume 9, Issue 7, pp. g960-g977, July 2021. Available at: IJCRT
• ARAVIND AYYAGIRI, PROF.(DR.) PUNIT GOEL, PRACHI VERMA. “Exploring Microservices Design Patterns and Their Impact on Scalability.” International Journal of Creative Research Thoughts (IJCRT), Volume 9, Issue 8, pp. e532-e551, August 2021. Available at: IJCRT
• Tangudu, A., Agarwal, Y. K., & Goel, P. (Prof. Dr.). (2021). Optimizing Salesforce Implementation for Enhanced Decision-Making and Business Performance. International Journal of Creative Research Thoughts (IJCRT), 9(10), d814–d832. Available at.
• Musunuri, A. S., Goel, O., & Agarwal, N. (2021). Design Strategies for High-Speed Digital Circuits in Network Switching Systems. International Journal of Creative Research Thoughts (IJCRT), 9(9), d842–d860. Available at.
• CHANDRASEKHARA MOKKAPATI, SHALU JAIN, ER. SHUBHAM JAIN. (2021). Enhancing Site Reliability Engineering (SRE) Practices in Large-Scale Retail Enterprises. International Journal of Creative Research Thoughts (IJCRT), 9(11), pp.c870-c886. Available at: http://www.ijcrt.org/papers/IJCRT2111326.pdf
• Alahari, Jaswanth, Abhishek Tangudu, Chandrasekhara Mokkapati, Shakeb Khan, and S. P. Singh. 2021. “Enhancing Mobile App Performance with Dependency Management and Swift Package Manager (SPM).” International Journal of Progressive Research in Engineering Management and Science 1(2):130-138. https://doi.org/10.58257/IJPREMS10.
• Vijayabaskar, Santhosh, Abhishek Tangudu, Chandrasekhara Mokkapati, Shakeb Khan, and S. P. Singh. 2021. “Best Practices for Managing Large-Scale Automation Projects in Financial Services.” International Journal of Progressive Research in Engineering Management and Science 1(2):107-117. https://www.doi.org/10.58257/IJPREMS12.
• Alahari, Jaswanth, Srikanthudu Avancha, Bipin Gajbhiye, Ujjawal Jain, and Punit Goel. 2021. “Designing Scalable and Secure Mobile Applications: Lessons from Enterprise-Level iOS Development.” International Research Journal of Modernization in Engineering, Technology and Science 3(11):1521. doi: https://www.doi.org/10.56726/IRJMETS16991.
• Vijayabaskar, Santhosh, Dignesh Kumar Khatri, Viharika Bhimanapati, Om Goel, and Arpit Jain. 2021. “Driving Efficiency and Cost Savings with Low-Code Platforms in Financial Services.” International Research Journal of Modernization in Engineering Technology and Science 3(11):1534. doi: https://www.doi.org/10.56726/IRJMETS16990.
• Voola, Pramod Kumar, Krishna Gangu, Pandi Kirupa Gopalakrishna, Punit Goel, and Arpit Jain. 2021. “AI-Driven Predictive Models in Healthcare: Reducing Time-to-Market for Clinical Applications.” International Journal of Progressive Research in Engineering Management and Science 1(2):118-129. doi:10.58257/IJPREMS11.
• Salunkhe, Vishwasrao, Dasaiah Pakanati, Harshita Cherukuri, Shakeb Khan, and Arpit Jain. 2021. “The Impact of Cloud Native Technologies on Healthcare Application Scalability and Compliance.” International Journal of Progressive Research in Engineering Management and Science 1(2):82-95. DOI: https://doi.org/10.58257/IJPREMS13.
• Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, S P Singh, and Om Goel. 2021. “Conflict Management in Cross-Functional Tech Teams: Best Practices and Lessons Learned from the Healthcare Sector.” International Research Journal of Modernization in Engineering Technology and Science 3(11). doi: https://doi.org/10.56726/IRJMETS16992.
• Continuous Integration and Deployment: Utilizing Azure DevOps for Enhanced Efficiency. International Journal of Emerging Technologies and Innovative Research, Vol.9, Issue 4, pp.i497-i517, April 2022. [Link](http://www.jetir papers/JETIR2204862.pdf)
• SAP PS Implementation and Production Support in Retail Industries: A Comparative Analysis. International Journal of Computer Science and Production, Vol.12, Issue 2, pp.759-771, 2022. [Link](http://rjpn ijcspub/viewpaperforall.php?paper=IJCSP22B1299)
• Data Management in the Cloud: An In-Depth Look at Azure Cosmos DB. International Journal of Research and Analytical Reviews, Vol.9, Issue 2, pp.656-671, 2022. [Link](http://www.ijrar viewfull.php?&p_id=IJRAR22B3931)
• Pakanati, D., Pandey, P., & Siddharth, E. (2022). Integrating REST APIs with Oracle Cloud: A comparison of Python and AWS Lambda. TIJER International Journal of Engineering Research, 9(7), 82-94. [Link](tijer tijer/viewpaperforall.php?paper=TIJER2207013)
• Kolli, R. K., Chhapola, A., & Kaushik, S. (2022). Arista 7280 switches: Performance in national data centers. The International Journal of Engineering Research, 9(7), TIJER2207014. [Link](tijer tijer/papers/TIJER2207014.pdf)
• Kanchi, P., Jain, S., & Tyagi, P. (2022). Integration of SAP PS with Finance and Controlling Modules: Challenges and Solutions. Journal of Next-Generation Research in Information and Data, 2(2). [Link](tijer jnrid/papers/JNRID2402001.pdf)
• “Efficient ETL Processes: A Comparative Study of Apache Airflow vs. Traditional Methods.” International Journal of Emerging Technologies and Innovative Research, 9(8), g174-g184. [Link](jetir papers/JETIR2208624.pdf)
• Key Technologies and Methods for Building Scalable Data Lakes. International Journal of Novel Research and Development, 7(7), 1-21. [Link](ijnrd papers/IJNRD2207179.pdf)
• Shreyas Mahimkar, DR. PRIYA PANDEY, OM GOEL, “Utilizing Machine Learning for Predictive Modelling of TV Viewership Trends,” International Journal of Creative Research Thoughts (IJCRT), Volume.10, Issue 7, pp.f407-f420, July 2022. [IJCRT](http://www.ijcrt papers/IJCRT2207721.pdf)
• “Exploring and Ensuring Data Quality in Consumer Electronics with Big Data Techniques,” International Journal of Novel Research and Development (IJNRD), Vol.7, Issue 8, pp.22-37, August 2022. [IJNRD](http://www.ijnrd papers/IJNRD2208186.pdf)
• SUMIT SHEKHAR, PROF.(DR.) PUNIT GOEL, PROF.(DR.) ARPIT JAIN, “Comparative Analysis of Optimizing Hybrid Cloud Environments Using AWS, Azure, and GCP,” International Journal of Creative Research Thoughts (IJCRT), Vol.10, Issue 8, pp.e791-e806, August 2022. [IJCRT](http://www.ijcrt papers/IJCRT2208594.pdf)
• Chopra, E. P., Gupta, E. V., & Jain, D. P. K. (2022). Building serverless platforms: Amazon Bedrock vs. Claude3. International Journal of Computer Science and Publications, 12(3), 722-733. [View Paper](rjpn ijcspub/viewpaperforall.php?paper=IJCSP22C1306)
• PRONOY CHOPRA, AKSHUN CHHAPOLA, DR. SANJOULI KAUSHIK, “Comparative Analysis of Optimizing AWS Inferentia with FastAPI and PyTorch Models”, International Journal of Creative Research Thoughts (IJCRT), 10(2), pp.e449-e463, February 2022. [View Paper](http://www.ijcrt papers/IJCRT2202528.pdf)
• “Transitioning Legacy HR Systems to Cloud-Based Platforms: Challenges and Solutions”, International Journal of Emerging Technologies and Innovative Research, 9(7), h257-h277, July 2022. [View Paper](http://www.jetir papers/JETIR2207741.pdf)
• FNU ANTARA, OM GOEL, DR. PRERNA GUPTA, “Enhancing Data Quality and Efficiency in Cloud Environments: Best Practices”, IJRAR, 9(3), pp.210-223, August 2022. [View Paper](http://www.ijrar IJRAR22C3154.pdf)
• “Achieving Revenue Recognition Compliance: A Study of ASC606 vs. IFRS15”. (2022). International Journal of Emerging Technologies and Innovative Research, 9(7), h278-h295. JETIR
• AMIT MANGAL, DR. SARITA GUPTA, PROF.(DR) SANGEET VASHISHTHA, “Enhancing Supply Chain Management Efficiency with SAP Solutions.” (August 2022). IJRAR – International Journal of Research and Analytical Reviews, 9(3), 224-237. IJRAR
• SOWMITH DARAM, SIDDHARTH, DR. SHAILESH K SINGH, “Scalable Network Architectures for High-Traffic Environments.” (July 2022). IJRAR – International Journal of Research and Analytical Reviews, 9(3), 196-209. IJRAR
• Bhasker Reddy Bhimanapati, Vijay, Om Goel, & Pandi Kirupa Gopalakrishna Pandian. (2022). Automation in mobile app testing and deployment using containerization. International Journal of Computer Science and Engineering (IJCSE), 11(1), 109–124. https://drive.google.com/file/d/1epdX0OpGuwFvUP5mnBM3YsHqOy3WNGZP/view
• Avancha, Srikanthudu, Shalu Jain, & Om Goel. (2022). “ITIL Best Practices for Service Management in Cloud Environments”. IJCSE, 11(1), 1. https://drive.google.com/file/d/1Agv8URKB4rdLGjXWaKA8TWjp0Vugp-yR/view
• Gajbhiye, B., Jain, S., & Pandian, P. K. G. (2022). Penetration testing methodologies for serverless cloud architectures. Innovative Research Thoughts, 8(4). https://doi.org/10.36676/irt.v8.14.1456
• Dignesh Kumar Khatri, Aggarwal, A., & Goel, P. “AI Chatbots in SAP FICO: Simplifying Transactions.” Innovative Research Thoughts, 8(3), Article 1455. Link
• Bhimanapati, V., Goel, O., & Pandian, P. K. G. “Implementing Agile Methodologies in QA for Media and Telecommunications.” Innovative Research Thoughts, 8(2), 1454. Link
• Bhimanapat, Viharika, Om Goel, and Shalu Jain. “Advanced Techniques for Validating Streaming Services on Multiple Devices.” International Journal of Computer Science and Engineering, 11(1), 109–124. Link
• Murthy, K. K. K., Jain, S., & Goel, O. (2022). “The Impact of Cloud-Based Live Streaming Technologies on Mobile Applications: Development and Future Trends.” Innovative Research Thoughts, 8(1), Article 1453. DOI:10.36676/irt.v8.11.1453 Ayyagiri, A., Jain, S., & Aggarwal, A. (2022). Leveraging Docker Containers for Scalable Web Application Deployment. International Journal of Computer Science and Engineering, 11(1), 69–86. Retrieved from.
• Alahari, Jaswanth, Dheerender Thakur, Punit Goel, Venkata Ramanaiah Chintha, and Raja Kumar Kolli. 2022. “Enhancing iOS Application Performance through Swift UI: Transitioning from Objective-C to Swift.” International Journal for Research Publication & Seminar 13(5):312. https://doi.org/10.36676/jrps.v13.i5.1504.
• Alahari, Jaswanth, Dheerender Thakur, Er. Kodamasimham Krishna, S. P. Singh, and Punit Goel. 2022. “The Role of Automated Testing Frameworks in Reducing Mobile Application Bugs.” International Journal of Computer Science and Engineering (IJCSE) 11(2):9–22.
• Vijayabaskar, Santhosh, Dheerender Thakur, Er. Kodamasimham Krishna, Prof. (Dr.) Punit Goel, and Prof. (Dr.) Arpit Jain. 2022. “Implementing CI/CD Pipelines in Financial Technology to Accelerate Development Cycles.” International Journal of Computer Science and Engineering 11(2):9-22.
• PRONOY CHOPRA, OM GOEL, DR. TIKAM SINGH, “Managing AWS IoT Authorization: A Study of Amazon Verified Permissions”, IJRAR, 10(3), pp.6-23, August 2023. [View Paper](http://www.ijrar IJRAR23C3642.pdf)
• The Role of RPA and AI in Automating Business Processes in Large Corporations.” (March 2023). International Journal of Novel Research and Development, 8(3), e784-e799. IJNRD
• AMIT MANGAL, DR. PRERNA GUPTA. “Comparative Analysis of Optimizing SAP S/4HANA in Large Enterprises.” (April 2023). International Journal of Creative Research Thoughts, 11(4), j367-j379. IJCRT
• Chopra, E., Verma, P., & Garg, M. (2023). Accelerating Monte Carlo simulations: A comparison of Celery and Docker. Journal of Emerging Technologies and Network Research, 1(9), a1-a14. JETNR
• Daram, S., Renuka, A., & Pandian, P. K. G. (2023). Adding chatbots to web applications: Using ASP.NET Core and Angular. Universal Research Reports, 10(1). DOI
• Singiri, S., Gupta, E. V., & Khan, S. (2023). Comparing AWS Redshift and Snowflake for data analytics: Performance and usability. International Journal of New Technologies and Innovations, 1(4), a1-a14. IJNTI
• Swetha, S., Goel, O., & Khan, S. (2023). Integrating data for strategic business intelligence to enhance data analytics. Journal of Emerging Trends and Novel Research, 1(3), a23-a34. JETNR
• Singiri, S., Goel, P., & Jain, A. (2023). Building distributed tools for multi-parametric data analysis in health. Journal of Emerging Trends in Networking and Research, 1(4), a1-a15. JETNR
• “Automated Network Configuration Management.” (March 2023). International Journal of Emerging Technologies and Innovative Research, 10(3), i571-i587. JETIR
• “A Comparative Study of Agile, Iterative, and Waterfall SDLC Methodologies in Salesforce Implementations”, International Journal of Novel Research and Development, Vol.8, Issue 1, page no.d759-d771, January 2023. http://www.ijnrd papers/IJNRD2301390.pdf
• “Applying Principal Component Analysis to Large Pharmaceutical Datasets”, International Journal of Emerging Technologies and Innovative Research (JETIR), ISSN:2349-5162, Vol.10, Issue 4, page no.n168-n179, April 2023. http://www.jetir papers/JETIR2304F24.pdf
• Daram, S., Renuka, A., & Kirupa, P. G. (2023). Best practices for configuring CI/CD pipelines in open-source projects. Journal of Emerging Trends in Networking and Robotics, 1(10), a13-a21. rjpn jetnr/papers/JETNR2310003.pdf
• Chinta, U., Goel, P. (Prof. Dr.), & Renuka, A. (2023). Leveraging AI and machine learning in Salesforce for predictive analytics and customer insights. Universal Research Reports, 10(1). https://doi.org/10.36676/urr.v10.i1.1328
• Bhimanapati, S. V., Chhapola, A., & Jain, S. (2023). Optimizing performance in mobile applications with edge computing. Universal Research Reports, 10(2), 258. https://urr.shodhsagar.com
• Chinta, U., Goel, O., & Jain, S. (2023). Enhancing platform health: Techniques for maintaining optimizer, event, security, and system stability in Salesforce. International Journal for Research Publication & Seminar, 14(4). https://doi.org/10.36676/jrps.v14.i4.1477
• “Implementing CI/CD for Mobile Application Development in Highly Regulated Industries”, International Journal of Novel Research and Development, Vol.8, Issue 2, page no.d18-d31, February 2023. http://www.ijnrd papers/IJNRD2302303.pdf
• Avancha, S., Jain, S., & Pandian, P. K. G. (2023). Risk management in IT service delivery using big data analytics. Universal Research Reports, 10(2), 272.
• “Advanced SLA Management: Machine Learning Approaches in IT Projects”. (2023). International Journal of Novel Research and Development, 8(3), e805–e821. http://www.ijnrd papers/IJNRD2303504.pdf
• “Advanced Threat Modeling Techniques for Microservices Architectures”. (2023). IJNRD, 8(4), h288–h304. http://www.ijnrd papers/IJNRD2304737.pdf
• Gajbhiye, B., Aggarwal, A., & Goel, P. (Prof. Dr.). (2023). Security automation in application development using robotic process automation (RPA). Universal Research Reports, 10(3), 167. https://doi.org/10.36676/urr.v10.i3.1331
• Khatri, D. K., Goel, O., & Garg, M. “Data Migration Strategies in SAP S4 HANA: Key Insights.” International Journal of Novel Research and Development, 8(5), k97-k113. Link
• Khatri, Dignesh Kumar, Shakeb Khan, and Om Goel. “SAP FICO Across Industries: Telecom, Manufacturing, and Semiconductor.” International Journal of Computer Science and Engineering, 12(2), 21–36. Link
• Bhimanapati, V., Gupta, V., & Goel, P. “Best Practices for Testing Video on Demand (VOD) Systems.” International Journal of Novel Research and Development (IJNRD), 8(6), g813-g830. Link
• Bhimanapati, V., Chhapola, A., & Jain, S. “Automation Strategies for Web and Mobile Applications in Media Domains.” International Journal for Research Publication & Seminar, 14(5), 225. Link
• Bhimanapati, V., Jain, S., & Goel, O. “Cloud-Based Solutions for Video Streaming and Big Data Testing.” Universal Research Reports, 10(4), 329.
• Murthy, K. K. K., Renuka, A., & Pandian, P. K. G. (2023). “Harnessing Artificial Intelligence for Business Transformation in Traditional Industries.” International Journal of Novel Research and Development (IJNRD), 8(7), e746-e761. IJNRD
• Cheruku, S. R., Goel, P. (Prof. Dr.), & Jain, U. (2023). “Leveraging Salesforce Analytics for Enhanced Business Intelligence.” Innovative Research Thoughts, 9(5). DOI:10.36676/irt.v9.15.1462
• Murthy, K. K. K., Goel, O., & Jain, S. (2023). “Advancements in Digital Initiatives for Enhancing Passenger Experience in Railways.” Darpan International Research Analysis, 11(1), 40. DOI:10.36676/dira.v11.i1.71
• Cheruku, Saketh Reddy, Arpit Jain, and Om Goel. (2023). “Data Visualization Strategies with Tableau and Power BI.” International Journal of Computer Science and Engineering (IJCSE), 12(2), 55-72. View Paper
• Ayyagiri, A., Goel, O., & Agarwal, N. (2023). Optimizing Large-Scale Data Processing with Asynchronous Techniques. International Journal of Novel Research and Development, 8(9), e277–e294. Available at.
• Ayyagiri, A., Jain, S., & Aggarwal, A. (2023). Innovations in Multi-Factor Authentication: Exploring OAuth for Enhanced Security. Innovative Research Thoughts, 9(4). Available at.
• Musunuri, A., Jain, S., & Aggarwal, A. (2023). Characterization and Validation of PAM4 Signaling in Modern Hardware Designs. Darpan International Research Analysis, 11(1), 60. Available at.
• “Performance Impact of Anomaly Detection Algorithms on Software Systems”, International Journal of Emerging Technologies and Innovative Research, Vol.11, Issue 6, pp.K672-K685, June 2024. Available at: JETIR2406A80.pdf
• VISHESH NARENDRA PAMADI, DR. AJAY KUMAR CHAURASIA, DR. TIKAM SINGH, “Creating Scalable VPS: Methods for Creating Scalable Virtual Positioning Systems”, IJRAR, Vol.11, Issue 2, pp.616-628, June 2024. Available at: IJRAR24B4701.pdf
• Shekhar, E. S., Goyal, D. S., & Jain, U. (2024). Enhancing customer engagement with AI and ML: Techniques and case studies. International Journal of Computer Science and Publications, 14(2), 1-15. IJCSP24B1346.pdf
• Shekhar, E. S., Jain, E. A., & Goel, P. (2024). Building cloud-native architectures from scratch: Best practices and challenges. International Journal of Innovative Research in Technology, 9(6), 824-829. IJIRT167455.pdf
• Shekhar, E. S., Jain, P. K., Jain, U., & Jain, S. (2024). Designing efficient supply chain solutions in the cloud: A comparative analysis. International Journal of New Technologies and Innovations, 2(2), a1-a21. IJNTI2402001.pdf
• Chintha, E. V. R., Jain, S., & Renuka, A. (2024). Automated test suites for 5G: Robot framework implementation. International Journal of Computer Science and Publication, 14(1), 370-387. IJCSP24A1156.pdf
• Chintha, E. V. R., Goel, S., & Pandia, P. K. G. (2024). Deep learning for network performance prediction. International Journal of Network and Telecommunications Innovation, 2(3), a112-a138. IJNTI2403016.pdf
• Pamadi, V. N., Jain, U., & Goyal, M. (2024). Enhancing cloud infrastructure through software-defined orchestration. Journal of Network Research and Innovation Development, 2(5), a290-a305. JNRID2405035.pdf
• Pamadi, V. N., Khan, S., & Goel, O. (2024). A comparative study on enhancing container management with Kubernetes. International Journal of New Technology and Innovations, 2(4), a289-a315. [View Paper](rjpn ijnti/viewpaperforall.php?paper=IJNTI2404037)
• “Best Practices for Using Llama 2 Chat LLM with SageMaker: A Comparative Study”, International Journal of Novel Research and Development, 9(6), f121-f139, June 2024. [View Paper](http://www.ijnrd papers/IJNRD2406503.pdf)
• “Exploring Whole-Head Magneto encephalography Systems for Brain Imaging”, International Journal of Emerging Technologies and Innovative Research, 11(5), q327-q346, May 2024. [View Paper](http://www.jetir papers/JETIR2405H42.pdf)
• ER. FNU Antara, & ER. Pandi Kirupa Gopalakrishna Pandian. (2024). Network security measures in cloud infrastructure: A comprehensive study. International Journal of Innovative Research in Technology, 9(3), 916-925. [View Paper](ijirt Article?manuscript=167450)
• Chopra, E. P., Khan, D. S., Goel, E. O., Antara, E. F., & Pandian, E. P. K. G. (2024). Enhancing real-time data processing for neuroscience with AWS: Challenges and solutions. International Journal of Innovative Research in Technology, 9(10), 1057-1067. IJIRT
• Chopra, E., Jain, P. (Dr.), & Goel, O. (2024). Developing distributed control systems for neuroscience research: Methods and applications. International Journal of Network Technology and Innovations, 2(6), a212-a241. IJNTI
• Singiri, Swetha, Shalu Jain, and Pandi Kirupa Gopalakrishna Pandian. (2024). “Modernizing Legacy Data Architectures with Cloud Solutions: Approaches and Benefits.” International Research Journal of Modernization in Engineering Technology and Science, 6(8), 2608. DOI
• SWETHA SINGIRI, AKSHUN CHHAPOLA, LAGAN GOEL, “Microservices Architecture with Spring Boot for Financial Services.” (June 2024). International Journal of Creative Research Thoughts, 12(6), k238-k252. IJCRT
• SOWMITH DARAM, VIKHYAT GUPTA, DR. SHAKEB KHAN, “Agile Development Strategies’ Impact on Team Productivity.” (May 2024). International Journal of Creative Research Thoughts, 12(5), q223-q239. IJCRT
• Daram, Sowmith, Shakeb Khan, and Om Goel. (2024). “Network Functions in Cloud: Kubernetes Deployment Challenges.” SHODH SAGAR® Global International Research Thoughts, 12(2), 34. DOI
• Chinta, U., Chhapola, A., & Jain, S. (2024). Integration of Salesforce with External Systems: Best Practices for Seamless Data Flow. Journal of Quantum Science and Technology, 1(3), 25–41. https://doi.org/10.36676/jqst.v1.i3.25
• Bhimanapati, V. B. R., Jain, S., & Aggarwal, A. (2024). Agile methodologies in mobile app development for real-time data processing. SHODH SAGAR® Universal Research Reports, 11(4), 211. https://doi.org/10.36676/urr.v11.i4.1350
• Daram, E. S., Chhapola, A., & Jain, S. (2024). Evaluating application risks in cloud initiatives through attack tree modeling. International Journal of Network and Technology Innovations, 2(7), a153-a172. rjpn ijnti/viewpaperforall.php?paper=IJNTI2407018
• Chinta, Umababu, Anshika Aggarwal, and Punit Goel. (2024). “Quality Assurance in Salesforce Implementations: Developing and Enforcing Frameworks for Success.” International Journal of Computer Science and Engineering, 13(1), 27–44. https://drive.google.com/file/d/1LK1HKlrox4crfU9iqg_xi7pVxqZjVPs9/view
• Chinta, Umababu, Punit Goel, and Om Goel. (2024). “The Role of Apttus CPQ in Modern CRM Systems: Implementation Challenges and Solutions.” Shodh Sagar® Darpan International Research Analysis, 12(3), 312. https://doi.org/10.36676/dira.v12.i3.91
• Reddy Bhimanapati, V. B., Jain, S., & Gopalakrishna Pandian, P. K. (2024). Security Testing for Mobile Applications Using AI and ML Algorithms. Journal of Quantum Science and Technology, 1(2), 44–58. https://doi.org/10.36676/jqst.v1.i2.15

• Strategies for Product Roadmap Execution in Financial Services Data Analytics, International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 1, page no.d750-d758, January-2023, Available :http://www.ijnrd papers/IJNRD2301389.pdf
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. http://www.ijrar viewfull.php?&p_id=IJRAR19D5684
• Cherukuri, H., Singh, S. P., & Vashishtha, S. (2020). Proactive issue resolution with advanced analytics in financial services. The International Journal of Engineering Research, 7(8), a1-a13. tijer tijer/viewpaperforall.php?paper=TIJER2008001
• Optimizing Data Processing for Financial Services Platforms, Harshita Cherukuri1, Villa 188, My Home Ankura, Sector B, Radial Road-7, Exit No 2, Tellapur, Cyberabad-sangareddy, 502032, Telangana, India , Dr. Bhawna Goel , Dr. Poornima Tyagi DOI LINK : 10.56726/IRJMETS60903  doi 10.56726/IRJMETS60903
• Cherukuri, H., Goel, E. L., & Kushwaha, G. S. (2021). Monetizing financial data analytics: Best practice. International Journal of Computer Science and Publication (IJCSPub), 11(1), 76-87. rjpn ijcspub/viewpaperforall.php?paper=IJCSP21A1011
• Swetha, S., Goel, O., & Khan, S. (2023). Integrating data for strategic business intelligence to enhance data analytics. Journal of Emerging Trends and Novel Research, 1(3), a23-a34. https://rjpn.org/jetnr/viewpaperforall.php?paper=JETNR2303003
• “Singiri, S., Goel, P., & Jain, A. (2023). Building distributed tools for multi-parametric data analysis in health. Journal of Emerging Trends in Networking and Research, 1(4), a1-a15
• Published URL: rjpn jetnr/viewpaperforall.php?paper=JETNR2304001″
• Singiri, E. S., Gupta, E. V., & Khan, S. (2023). Comparing AWS Redshift and Snowflake for data analytics: Performance and usability. International Journal of New Technologies and Innovations, 1(4), a1-a14. rjpn ijnti/viewpaperforall.php?paper=IJNTI2304001
• Alahari, Jaswanth, Amit Mangal, Swetha Singiri, Om Goel, and Punit Goel. 2023. “The Impact of Augmented Reality (AR) on User Engagement in Automotive Mobile Applications.” Innovative Research Thoughts 9(5):202–12. doi:10.36676/irt.v9.i5.1483.
• Vijayabaskar, Santhosh, Amit Mangal, Swetha Singiri, A. Renuka, and Akshun Chhapola. 2023. “Leveraging Blue Prism for Scalable Process Automation in Stock Plan Services.” Innovative Research Thoughts 9(5):216. doi: https://doi.org/10.36676/irt.v9.i5.1484.
• Mahadik, Siddhey, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. “Risk Mitigation Strategies in Product Management.” International Journal of Creative Research Thoughts (IJCRT) 10(12):665.