Lightweight Automation Agents for Serverless Computing: Bridging the Gap Between Cloud and Edge
Main Article Content
Abstract
Serverless computing, or Function-as-a-Service (FaaS), revolutionized cloud computing by enabling developers to concentrate on code development, with the infrastructure management abstracted away. As serverless applications, though, get deployed in more and more hybrid environments, bridging cloud and edge computing, issues like latency, resource scheduling, and workload management arise. The use of lightweight automation agents presents a strong solution to the issues, supporting smooth serverless function execution across cloud and edge infrastructures. These automation agents allow dynamic decision-making, automatically choosing where and when to run functions as a function of factors like network conditions, system load, and data proximity. Recent advances have centered around optimizing function placement, minimizing communication delays, and keeping costs low through workload offloading onto edge nodes where necessary. Over the past decade, research has explored various approaches to improving the efficiency of serverless systems by incorporating lightweight automation agents. These agents not only manage the orchestration of workloads between cloud and edge environments but also leverage machine learning and adaptive algorithms for predictive resource management. The role of federated learning and AI-driven automation is becoming more prominent in these systems, enabling autonomous decision-making and real-time adjustments. Despite these advancements, challenges such as system interoperability, security, and the fine-tuning of agent behaviors remain. As serverless and edge computing continue to evolve, lightweight automation agents will be crucial in addressing these issues, ensuring high performance, scalability, and minimal latency in distributed computing environments.
Article Details
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
The license allows re-users to share and adapt the work, as long as credit is given to the author and don't use it for commercial purposes.
References
• Baldini, I., Chung, E., & Soni, A. (2017). Serverless computing: Current trends and open problems. In 2017 IEEE 3rd International Conference on Big Data Computing and Communications (BDCC), 93-99. IEEE.
• Zhao, C., Sun, X., & Yu, Z. (2017). Microservices and serverless computing: An architecture for scalable and efficient cloud applications. In 2017 IEEE International Conference on Cloud Computing Technology and Science (CloudCom), 307-314. IEEE.
• Li, X., Zhang, Y., & Guo, Y. (2018). Dynamic orchestration of serverless workloads in hybrid cloud-edge environments. In 2018 IEEE International Conference on Cloud Computing (CLOUD), 96-103. IEEE.
• Wang, L., Zhang, D., & Liu, J. (2019). Enhancing edge-cloud integration with serverless automation. In 2019 IEEE Global Communications Conference (GLOBECOM), 1-6. IEEE.
• Tao, L., Lu, Y., & Yang, Y. (2020). A comprehensive framework for edge-cloud coordination in serverless architectures. In 2020 International Conference on Distributed Computing and Networking (ICDCN), 93-100. ACM.
• Kumar, V., Sharma, P., & Kumar, M. (2020). Self-optimizing serverless computing in hybrid cloud-edge environments. In 2020 IEEE International Conference on Edge Computing (EDGE), 55-63. IEEE.
• Gupta, R., & Singh, A. (2021). Lightweight agents for optimizing resource allocation in serverless systems. In 2021 IEEE International Conference on Cloud Computing (CLOUD), 157-164. IEEE.
• Chen, J., He, X., & Huang, L. (2022). Adaptive resource management in serverless-edge hybrid systems. In 2022 IEEE International Conference on Cloud Engineering (IC2E), 102-109. IEEE.
• Patel, S., Shukla, A., & Kumar, V. (2023). AI-driven automation for cloud and edge serverless computing systems. In 2023 IEEE International Conference on Cloud Computing (CLOUD), 42-50. IEEE.
• Lee, S., Yang, J., & Kim, H. (2024). Federated learning for enhanced edge-cloud automation in serverless computing. In 2024 IEEE International Conference on Edge Computing (EDGE), 11-18. IEEE.
• Govindankutty, Sreeprasad, and Ajay Shriram Kushwaha. 2024. Leveraging Big Data for Real-Time Threat Detection in Online Platforms. International Journal of Computer Science and Engineering 13(2):137-168. ISSN (P): 2278–9960; ISSN (E): 2278–9979. IASET.
• Shah, S., & Jain, S. (2024). Data Governance in Lakehouse. Stallion Journal for Multidisciplinary Associated Research Studies, 3(5), 126–145. https://doi.org/10.55544/sjmars.3.5.12
• Varun Garg, Shantanu Bindewari,, Fraud Prevention in New User Incentive Programs for Digital Retail , IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.11, Issue 4, Page No pp.881-901, December 2024, Available at : http://www.ijrar.org/IJRAR24D3135.pdf
• Balasubramanian, Vaidheyar Raman, Prof. (Dr) Sangeet Vashishtha, and Nagender Yadav. 2024. Exploring the Impact of Data Compression and Partitioning on SAP HANA Performance Optimization. International Journal of Computer Science and Engineering (IJCSE) 13(2): 481-524. IASET.
• Mentorship in Digital Transformation Projects , JETNR - JOURNAL OF EMERGING TRENDS AND NOVEL RESEARCH (www.JETNR.org), ISSN:2984-9276, Vol.1, Issue 4, page no.a66-a85, April-2023, Available :https://rjpn.org/JETNR/papers/JETNR2304005.pdf
• Kansal, Saurabh, and Niharika Singh. 2024. AI-Driven Real-Time Experimentation Platforms for Telecom Customer Engagement Optimization. International Journal of All Research Education and Scientific Methods (IJARESM), vol. 12, no. 12, December, pp. 4311. Available online at: www.ijaresm.com.
• Guruprasad Govindappa Venkatesha, Aayush Jain, Integrating Security Measures in Product Lifecycle Management for Cloud Solutions , IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.11, Issue 4, Page No pp.555-574, November 2024, Available at : http://www.ijrar.org/IJRAR24D3333.pdf
• Mandliya, Ravi, and S P Singh. 2024. Innovations in Storage Engine Security: Balancing Performance and Data Encryption. International Journal of All Research Education and Scientific Methods 12(12):4431. Available online at: www.ijaresm.co.
• Bhaskar , S. V., & Kumar , P. A. (2024). Predictive Modeling for Real-Time Resource Allocation in Safety Critical Systems. Journal of Quantum Science and Technology (JQST), 1(4), Nov(717–737). Retrieved from https://jqst.org/index.php/j/article/view/144
• Tyagi , P., & Jain, K. (2024). Implementing Custom Carrier Selection Strategies in SAP TM & Enhancing the rate calculation for external carriers. Journal of Quantum Science and Technology (JQST), 1(4), Nov(738–762). Retrieved from https://jqst.org/index.php/j/article/view/145
• Yadav , D., & Solanki, D. S. (2024). Optimizing Oracle Database Security with Automated Backup and Recovery Solutions. Journal of Quantum Science and Technology (JQST), 1(4), Nov(763–786). Retrieved from https://jqst.org/index.php/j/article/view/146
• Ojha, R., & Er. Siddharth. (2024). Conversational AI and LLMs for Real-Time Troubleshooting and Decision Support in Asset Management. Journal of Quantum Science and Technology (JQST), 1(4), Nov(787–806). Retrieved from https://jqst.org/index.php/j/article/view/147
• Rajendran, Prabhakaran, and Om Goel. 2024. Leveraging AI-Driven WMS Configurations for Enhanced Real-Time Inventory Management. International Journal of Research in all Subjects in Multi Languages 12(11):1–X. Retrieved January 5, 2025 (http://www.ijrsml.org).
• Singh, K., & Kumar, D. R. (2025). Performance Tuning for Large-Scale Snowflake Data Warehousing Solutions. Journal of Quantum Science and Technology (JQST), 2(1), Jan(1–21). Retrieved from https://jqst.org/index.php/j/article/view/149
• Ramdass, Karthikeyan, and S. P. Singh. 2024. “Innovative Approaches to Threat Modeling in Cloud and Hybrid Architectures.” International Journal of Research in All Subjects in Multi Languages 12(11):36. Resagate Global - Academy for International Journals of Multidisciplinary Research. Retrieved (www.ijrsml.org).
• Ravalji, V. Y., & Jain, S. (2025). Automating Financial Reconciliation through RESTful APIs. Journal of Quantum Science and Technology (JQST), 2(1), Jan(48–69). Retrieved from https://jqst.org/index.php/j/article/view/151
• Thummala, Venkata Reddy, and Punit Goel. 2024. Leveraging SIEM for Comprehensive Threat Detection and Response. International Journal of Research in all Subjects in Multi Languages 12(9):1–12. Retrieved (www.ijrsml.org).
• Gupta, Ankit Kumar, and Punit Goel. 2024. “High-Availability and Disaster Recovery Strategies for Large SAP Enterprise Clients.” International Journal of Research in all Subjects in Multi Languages 12(09):32. Resagate Global – Academy for International Journals of Multidisciplinary Research. Retrieved (www.ijrsml.org).
• Kondoju, V. P., & Kumar, A. (2024). AI-driven innovations in credit scoring models for financial institutions. International Journal for Research in Management and Pharmacy, 13(10), 62. https://www.ijrmp.org
• Gandhi, Hina, and Sarita Gupta. 2024. “Dynamically Optimize Cloud Resource Allocation Through Azure.” International Journal of Research in All Subjects in Multi Languages 12(9):66. Resagate Global - Academy for International Journals of Multidisciplinary Research. Retrieved (www.ijrsml.org).
• Jayaraman, K. D., & Sharma, P. (2025). Exploring CQRS patterns for improved data handling in web applications. International Journal of Research in All Subjects in Multi Languages, 13(1), 91. Resagate Global - Academy for International Journals of Multidisciplinary Research. https://www.ijrsml.org
• Choudhary Rajesh, Siddharth, and Sheetal Singh. 2025. The Role of Kubernetes in Scaling Enterprise Applications Across Hybrid Clouds. International Journal of Research in Humanities & Social Sciences 13(1):32. ISSN(P) 2347-5404, ISSN(O) 2320-771X.
• Bulani, Padmini Rajendra, Shubham Jain, and Punit Goel. 2025. AI-Driven Predictive Models for Asset Monetization. International Journal of Research in all Subjects in Multi Languages 13(1):131. ISSN (P): 2321-2853. Resagate Global - Academy for International Journals of Multidisciplinary Research. Retrieved (www.ijrsml.org).
• Katyayan, Shashank Shekhar, Punit Goel, and others. 2024. Transforming Data Science Workflows with Cloud Migration Strategies. International Journal of Research in Humanities & Social Sciences 12(10):1-11. Retrieved (http://www.ijrhs.net).
• Desai, Piyush Bipinkumar, and Om Goel. 2025. Scalable Data Pipelines for Enterprise Data Analytics. International Journal of Research in All Subjects in Multi Languages 13(1):174. ISSN (P): 2321-2853. Resagate Global - Academy for International Journals of Multidisciplinary Research. Vellore: Vellore Institute of Technology (VIT).
• Ravi, Vamsee Krishna, Srikanthudu Avancha, Amit Mangal, S. P. Singh, Aravind Ayyagari, and Raghav Agarwal. (2022). Leveraging AI for Customer Insights in Cloud Data. International Journal of General Engineering and Technology (IJGET), 11(1):213–238.
• Gudavalli, Sunil, Bipin Gajbhiye, Swetha Singiri, Om Goel, Arpit Jain, and Niharika Singh. (2022). Data Integration Techniques for Income Taxation Systems. International Journal of General Engineering and Technology (IJGET), 11(1):191–212.
• Jampani, Sridhar, Chandrasekhara Mokkapati, Dr. Umababu Chinta, Niharika Singh, Om Goel, and Akshun Chhapola. (2022). Application of AI in SAP Implementation Projects. International Journal of Applied Mathematics and Statistical Sciences, 11(2):327–350. ISSN (P): 2319–3972; ISSN (E): 2319–3980. Guntur, Andhra Pradesh, India: IASET.
• Kammireddy Changalreddy, Vybhav Reddy, et al. 2024. “Role of Machine Learning in Optimizing Medication Journey Audits for Enhanced Compliance.” International Journal of Research in Humanities & Social Sciences 12(10):54. Resagate Global - Academy for International Journals of Multidisciplinary Research. Bowling Green, OH: Bowling Green State University. ISSN (P) 2347-5404, ISSN (O) 2320-771X. Retrieved (www.ijrhs.net).
• Gali, Vinay Kumar, and Pushpa Singh. 2025. Streamlining the Month-End Close Process Using Oracle Cloud Financials. International Journal of Research in All Subjects in Multi Languages 13(1):228. Retrieved January 2025 (http://www.ijrsml.org).
•
• Natarajan, V., & Goel, L. (2024). Enhancing pre-upgrade checks for interoperability and health in enterprise cloud systems. International Journal of Research in Management and Pharmacy, 13(12), 69. https://www.ijrmp.org
• Incremental Policy Compilation for Fine-Grained Security Enforcement in Federated Data Centers , IJCSPUB - INTERNATIONAL JOURNAL OF CURRENT SCIENCE (www.IJCSPUB.org), ISSN:2250-1770, Vol.9, Issue 1, page no.57-78, February-2019, Available :https://rjpn.org/IJCSPUB/papers/IJCSP19A1008.pdf
• Sreeprasad Govindankutty,, Er Apoorva Jain ,, Migrating Legacy Systems: Challenges and Strategies for Modern CRMs , IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.11, Issue 4, Page No pp.945-961, December 2024, Available at : http://www.ijrar.org/IJRAR24D3138.pdf
• Samarth Shah, Dr. Ravinder Kumar, Integrating LLMs for NL2SQL generation , IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.11, Issue 4, Page No pp.731-745, December 2024, Available at : http://www.ijrar.org/IJRAR24D3128.pdf
• Garg, Varun, and Borada. 2024. Leveraging Machine Learning for Catalog Feed Optimization in E-commerce. International Journal of All Research Education and Scientific Methods (IJARESM) 12(12):1519. Available online at: www.ijaresm.com.
• Gupta, H., & Goel, O. (2024). Scaling Machine Learning Pipelines in Cloud Infrastructures Using Kubernetes and Flyte. Journal of Quantum Science and Technology (JQST), 1(4), Nov(394–416). Retrieved from https://jqst.org/index.php/j/article/view/135
• Collaboration with SAP Business Technology Platform (BTP) and SAP Datasphere , IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.11, Issue 4, Page No pp.813-836, December 2024, Available at : http://www.ijrar.org/IJRAR24D3132.pdf
• Vaidheyar Raman Balasubramanian,, Nagender Yadav, Prof. (Dr) MSR Prasad, Cross-functional Data
• Srinivasan Jayaraman, Deependra Rastogi, Security and Compliance in Multi-Cloud Environments: Approaches and Solutions , IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.11, Issue 4, Page No pp.902-925, December 2024, Available at : http://www.ijrar.org/IJRAR24D3136.pdf
• AI Integration in Retail Digital Solutions , IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.8, Issue 8, page no.e612-e631, August-2023, Available :https://ijnrd.org/papers/IJNRD2308459.pdf
• Saurabh Kansal, Dr. Lalit Kumar, Deep Learning Approaches to SLA Management in Service-Oriented Architectures , IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.11, Issue 4, Page No pp.761-778, November 2024, Available at : http://www.ijrar.org/IJRAR24D3344.pdf
• Ravi Mandliya, Prof. (Dr) Punit Goel, Building Scalable AI-Driven Friend and Content Recommendations for Large Platforms , IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.11, Issue 4, Page No pp.722-743, November 2024, Available at : http://www.ijrar.org/IJRAR24D3342.pdf
• Bhaskar, S. V., & Borada, D. (2024). A framework to optimize executor-thread-core mapping in ROS2 to guarantee real-time performance. International Journal of Research in Mechanical Engineering and Emerging Technologies, 12(12), 362. https://www.ijrmeet.org
• Tyagi, P., & Jain, U. (2024). Integrating SAP TM with external carrier networks with business network. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 12(12), 384. https://www.ijrmeet.org
• Ojha, R., & Kumar, A. (2024). Real-time risk management in asset operations with hybrid cloud and edge analytics. International Journal of Research in Mechanical Engineering and Emerging Technologies, 12(12), 409. https://www.ijrmeet.org
• Prabhakaran Rajendran, & Gupta, V. (2024). Best practices for vendor and supplier management in global supply chains. International Journal for Research in Management and Pharmacy, 13(9), 65. https://www.ijrmp.org
• Singh, K., & Kumar, A. (2024). Role-based access control (RBAC) in Snowflake for enhanced data security. International Journal of Research in Management, Economics and Emerging Technologies, 12(12), 450. ISSN: 2320-6586. Retrieved from http://www.ijrmeet.org
• Ramdass, Karthikeyan, and Dr. Ravinder Kumar. 2024. Risk Management through Real-Time Security Architecture Reviews. International Journal of Computer Science and Engineering (IJCSE) 13(2): 825-848. ISSN (P): 2278-9960; ISSN (E): 2278-9979
• Ravalji, V. Y., & Saxena, N. (2024). Cross-region data mapping in enterprise financial systems. International Journal of Research in Modern Engineering and Emerging Technology, 12(12), 494. https://www.ijrmeet.org
• Thummala, Venkata Reddy, and Prof. (Dr.) Vishwadeepak Singh Baghela. 2024. ISO 27001 and PCI DSS: Aligning Compliance for Enhanced Security. International Journal of Computer Science and Engineering (IJCSE) 13(2): 893-922.
• Gupta, A. K., & Singh, S. (2025). Seamlessly Integrating SAP Cloud ALM with Hybrid Cloud Architectures for Improved Operations. Journal of Quantum Science and Technology (JQST), 2(1), Jan(89–110). Retrieved from https://jqst.org/index.php/j/article/view/153
• Gandhi, H., & Solanki, D. S. (2025). Advanced CI/CD Pipelines for Testing Big Data Job Orchestrators. Journal of Quantum Science and Technology (JQST), 2(1), Jan(131–149). Retrieved from https://jqst.org/index.php/j/article/view/155
• Jayaraman, Kumaresan Durvas, and Er. Aman Shrivastav. 2025. “Automated Testing Frameworks: A Case Study Using Selenium and NUnit.” International Journal of Research in Humanities & Social Sciences 13(1):1–16. Retrieved (www.ijrhs.net).
• Choudhary Rajesh, S., & Kumar, R. (2025). High availability strategies in distributed systems: A practical guide. International Journal of Research in All Subjects in Multi Languages, 13(1), 110. Resagate Global – Academy for International Journals of Multidisciplinary Research. https://www.ijrsml.org
• Bulani, Padmini Rajendra, Dr. S. P. Singh, et al. 2025. The Role of Stress Testing in Intraday Liquidity Management. International Journal of Research in Humanities & Social Sciences 13(1):55. Retrieved from www.ijrhs.net.
• Katyayan, Shashank Shekhar, and S.P. Singh. 2025. Optimizing Consumer Retention Strategies Through Data-Driven Insights in Digital Marketplaces. International Journal of Research in All Subjects in Multi Languages 13(1):153. Resagate Global - Academy for International Journals of Multidisciplinary Research. Retrieved (www.ijrsml.org).
• Desai, Piyush Bipinkumar, and Vikhyat Gupta. 2024. Performance Tuning in SAP BW: Techniques for Enhanced Reporting. International Journal of Research in Humanities & Social Sciences 12(10): October. ISSN (Print) 2347-5404, ISSN (Online) 2320-771X. Resagate Global - Academy for International Journals of Multidisciplinary Research. Retrieved from www.ijrhs.net.
• Ravi, Vamsee Krishna, Vijay Bhasker Reddy Bhimanapati, Pronoy Chopra, Aravind Ayyagari, Punit Goel, and Arpit Jain. (2022). Data Architecture Best Practices in Retail Environments. International Journal of Applied Mathematics & Statistical Sciences (IJAMSS), 11(2):395–420.
• Gudavalli, Sunil, Srikanthudu Avancha, Amit Mangal, S. P. Singh, Aravind Ayyagari, and A. Renuka. (2022). Predictive Analytics in Client Information Insight Projects. International Journal of Applied Mathematics & Statistical Sciences (IJAMSS), 11(2):373–394.
• Jampani, Sridhar, Vijay Bhasker Reddy Bhimanapati, Pronoy Chopra, Om Goel, Punit Goel, and Arpit Jain. (2022). IoT Integration for SAP Solutions in Healthcare. International Journal of General Engineering and Technology, 11(1):239–262. ISSN (P): 2278–9928; ISSN (E): 2278–9936. Guntur, Andhra Pradesh, India: IASET.
• Goel, P. & Singh, S. P. (2009). Method and Process Labor Resource Management System. International Journal of Information Technology, 2(2), 506-512.
• Singh, S. P. & Goel, P. (2010). Method and process to motivate the employee at performance appraisal system. International Journal of Computer Science & Communication, 1(2), 127-130.
• Goel, P. (2012). Assessment of HR development framework. International Research Journal of Management Sociology & Humanities, 3(1), Article A1014348. https://doi.org/10.32804/irjmsh
• Goel, P. (2016). Corporate world and gender discrimination. International Journal of Trends in Commerce and Economics, 3(6). Adhunik Institute of Productivity Management and Research, Ghaziabad.
• Kammireddy Changalreddy, Vybhav Reddy, and Reeta Mishra. 2025. Improving Population Health Analytics with Form Analyzer Using NLP and Computer Vision. International Journal of Research in All Subjects in Multi Languages (IJRSML) 13(1):201. ISSN 2321-2853. Resagate Global – Academy for International Journals of Multidisciplinary Research. Retrieved January 2025 (http://www.ijrsml.org).
• Gali, Vinay Kumar, and Dr. Sangeet Vashishtha. 2024. “Data Governance and Security in Oracle Cloud: Ensuring Data Integrity Across ERP Systems.” International Journal of Research in Humanities & Social Sciences 12(10):77. Resagate Global-Academy for International Journals of Multidisciplinary Research. ISSN (P): 2347-5404, ISSN (O): 2320-771X.
• Natarajan, Vignesh, and Niharika Singh. 2024. “Proactive Throttle and Back-Off Mechanisms for Scalable Data Systems: A Case Study of Amazon DynamoDB.” International Journal of Research in Humanities & Social Sciences 12(11):8. Retrieved (www.ijrhs.net).
Scalable Network Topology Emulation Using Virtual Switch Fabrics and Synthetic Traffic Generators , JETNR - JOURNAL OF EMERGING TRENDS AND NOVEL RESEARCH (www.JETNR.org), ISSN:2984-9276, Vol.1, Issue 4, page no.a49-a65, April-2023, Available :https://rjpn.org/JETNR/papers/JETNR2304004.pdf
• Shah, Samarth, and Akshun Chhapola. 2024. Improving Observability in Microservices. International Journal of All Research Education and Scientific Methods 12(12): 1702. Available online at: www.ijaresm.com.
• Varun Garg , Lagan Goel Designing Real-Time Promotions for User Savings in Online Shopping Iconic Research And Engineering Journals Volume 8 Issue 5 2024 Page 724-754
• Gupta, Hari, and Vanitha Sivasankaran Balasubramaniam. 2024. Automation in DevOps: Implementing On-Call and Monitoring Processes for High Availability. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 12(12):1. Retrieved (http://www.ijrmeet.org).
• Balasubramanian, V. R., Pakanati, D., & Yadav, N. (2024). Data security and compliance in SAP BI and embedded analytics solutions. International Journal of All Research Education and Scientific Methods (IJARESM), 12(12). Available at: https://www.ijaresm.com/uploaded_files/document_file/Vaidheyar_Raman_BalasubramanianeQDC.pdf
• Jayaraman, Srinivasan, and Dr. Saurabh Solanki. 2024. Building RESTful Microservices with a Focus on Performance and Security. International Journal of All Research Education and Scientific Methods 12(12):1649. Available online at www.ijaresm.com.
• Operational Efficiency in Multi-Cloud Environments , IJCSPUB - INTERNATIONAL JOURNAL OF CURRENT SCIENCE (www.IJCSPUB.org), ISSN:2250-1770, Vol.9, Issue 1, page no.79-100, March-2019, Available :https://rjpn.org/IJCSPUB/papers/IJCSP19A1009.pdf
• Saurabh Kansal , Raghav Agarwal AI-Augmented Discount Optimization Engines for E-Commerce Platforms Iconic Research And Engineering Journals Volume 8 Issue 5 2024 Page 1057-1075
• Ravi Mandliya , Prof.(Dr.) Vishwadeepak Singh Baghela The Future of LLMs in Personalized User Experience in Social Networks Iconic Research And Engineering Journals Volume 8 Issue 5 2024 Page 920-951
• Sudharsan Vaidhun Bhaskar, Shantanu Bindewari. (2024). Machine Learning for Adaptive Flight Path Optimization in UAVs. International Journal of Multidisciplinary Innovation and Research Methodology, ISSN: 2960-2068, 3(4), 272–299. Retrieved from https://ijmirm.com/index.php/ijmirm/article/view/166
• Tyagi, P., & Jain, A. (2024). The role of SAP TM in sustainable (carbon footprint) transportation management. International Journal for Research in Management and Pharmacy, 13(9), 24. https://www.ijrmp.org
• Yadav, D., & Singh, S. P. (2024). Implementing GoldenGate for seamless data replication across cloud environments. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 12(12), 646. https://www.ijrmeet.org
• Rajesh Ojha, CA (Dr.) Shubha Goel. (2024). Digital Twin-Driven Circular Economy Strategies for Sustainable Asset Management. International Journal of Multidisciplinary Innovation and Research Methodology, ISSN: 2960-2068, 3(4), 201–217. Retrieved from https://ijmirm.com/index.php/ijmirm/article/view/163
• Rajendran, Prabhakaran, and Niharika Singh. 2024. Mastering KPI's: How KPI's Help Operations Improve Efficiency and Throughput. International Journal of All Research Education and Scientific Methods (IJARESM), 12(12): 4413. Available online at www.ijaresm.com.
• Khushmeet Singh, Ajay Shriram Kushwaha. (2024). Advanced Techniques in Real-Time Data Ingestion using Snowpipe. International Journal of Multidisciplinary Innovation and Research Methodology, ISSN: 2960-2068, 3(4), 407–422. Retrieved from https://ijmirm.com/index.php/ijmirm/article/view/172
• Ramdass, Karthikeyan, and Prof. (Dr) MSR Prasad. 2024. Integrating Security Tools for Streamlined Vulnerability Management. International Journal of All Research Education and Scientific Methods (IJARESM) 12(12):4618. Available online at: www.ijaresm.com.
• Vardhansinh Yogendrasinnh Ravalji, Reeta Mishra. (2024). Optimizing Angular Dashboards for Real-Time Data Analysis. International Journal of Multidisciplinary Innovation and Research Methodology, ISSN: 2960-2068, 3(4), 390–406. Retrieved from https://ijmirm.com/index.php/ijmirm/article/view/171
• Thummala, Venkata Reddy. 2024. Best Practices in Vendor Management for Cloud-Based Security Solutions. International Journal of All Research Education and Scientific Methods 12(12):4875. Available online at: www.ijaresm.com.
• Gupta, A. K., & Jain, U. (2024). Designing scalable architectures for SAP data warehousing with BW Bridge integration. International Journal of Research in Modern Engineering and Emerging Technology, 12(12), 150. https://www.ijrmeet.org
• Kondoju, ViswanadhaPratap, and Ravinder Kumar. 2024. Applications of Reinforcement Learning in Algorithmic Trading Strategies. International Journal of All Research Education and Scientific Methods 12(12):4897. Available online at: www.ijaresm.com.
• Gandhi, H., & Singh, S. P. (2024). Performance tuning techniques for Spark applications in large-scale data processing. International Journal of Research in Mechanical Engineering and Emerging Technology, 12(12), 188. https://www.ijrmeet.org
• Jayaraman, Kumaresan Durvas, and Prof. (Dr) MSR Prasad. 2024. The Role of Inversion of Control (IOC) in Modern Application Architecture. International Journal of All Research Education and Scientific Methods (IJARESM), 12(12): 4918. Available online at: www.ijaresm.com.
• Rajesh, S. C., & Kumar, P. A. (2025). Leveraging Machine Learning for Optimizing Continuous Data Migration Services. Journal of Quantum Science and Technology (JQST), 2(1), Jan(172–195). Retrieved from https://jqst.org/index.php/j/article/view/157
• Bulani, Padmini Rajendra, and Dr. Ravinder Kumar. 2024. Understanding Financial Crisis and Bank Failures. International Journal of All Research Education and Scientific Methods (IJARESM), 12(12): 4977. Available online at www.ijaresm.com.
• Katyayan, S. S., & Vashishtha, D. S. (2025). Optimizing Branch Relocation with Predictive and Regression Models. Journal of Quantum Science and Technology (JQST), 2(1), Jan(272–294). Retrieved from https://jqst.org/index.php/j/article/view/159
• Desai, Piyush Bipinkumar, and Niharika Singh. 2024. Innovations in Data Modeling Using SAP HANA Calculation Views. International Journal of All Research Education and Scientific Methods (IJARESM), 12(12): 5023. Available online at www.ijaresm.com.
• Gudavalli, Sunil, Vijay Bhasker Reddy Bhimanapati, Pronoy Chopra, Aravind Ayyagari, Prof. (Dr.) Punit Goel, and Prof. (Dr.) Arpit Jain. (2021). Advanced Data Engineering for Multi-Node Inventory Systems. International Journal of Computer Science and Engineering (IJCSE), 10(2):95–116.
• Ravi, V. K., Jampani, S., Gudavalli, S., Goel, P. K., Chhapola, A., & Shrivastav, A. (2022). Cloud-native DevOps practices for SAP deployment. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 10(6). ISSN: 2320-6586.
• Goel, P. & Singh, S. P. (2009). Method and Process Labor Resource Management System. International Journal of Information Technology, 2(2), 506-512.
• Singh, S. P. & Goel, P. (2010). Method and process to motivate the employee at performance appraisal system. International Journal of Computer Science & Communication, 1(2), 127-130.
• Goel, P. (2012). Assessment of HR development framework. International Research Journal of Management Sociology & Humanities, 3(1), Article A1014348. https://doi.org/10.32804/irjmsh
• Goel, P. (2016). Corporate world and gender discrimination. International Journal of Trends in Commerce and Economics, 3(6). Adhunik Institute of Productivity Management and Research, Ghaziabad.
• Changalreddy , V. R. K., & Prasad, P. (Dr) M. (2025). Deploying Large Language Models (LLMs) for Automated Test Case Generation and QA Evaluation. Journal of Quantum Science and Technology (JQST), 2(1), Jan(321–339). Retrieved from https://jqst.org/index.php/j/article/view/163
• Gali, Vinay Kumar, and Dr. S. P. Singh. 2024. Effective Sprint Management in Agile ERP Implementations: A Functional Lead's Perspective. International Journal of All Research Education and Scientific Methods (IJARESM), vol. 12, no. 12, pp. 4764. Available online at: www.ijaresm.com.
• Natarajan, V., & Jain, A. (2024). Optimizing cloud telemetry for real-time performance monitoring and insights. International Journal of Research in Modern Engineering and Emerging Technology, 12(12), 229. https://www.ijrmeet.org
• Natarajan , V., & Bindewari, S. (2025). Microservices Architecture for API-Driven Automation in Cloud Lifecycle Management. Journal of Quantum Science and Technology (JQST), 2(1), Jan(365–387). Retrieved from https://jqst.org/index.php/j/article/view/161
• Kumar, Ashish, and Dr. Sangeet Vashishtha. 2024. Managing Customer Relationships in a High-Growth Environment. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 12(12): 731. Retrieved (https://www.ijrmeet.org).
• Bajaj, Abhijeet, and Akshun Chhapola. 2024. “Predictive Surge Pricing Model for On-Demand Services Based on Real-Time Data.” International Journal of Research in Modern Engineering and Emerging Technology 12(12):750. Retrieved (https://www.ijrmeet.org).
• Pingulkar, Chinmay, and Shubham Jain. 2025. “Using PFMEA to Enhance Safety and Reliability in Solar Power Systems.” International Journal of Research in Modern Engineering and Emerging Technology 13(1): Online International, Refereed, Peer-Reviewed & Indexed Monthly Journal. Retrieved January 2025 (http://www.ijrmeet.org).
• Venkatesan , K., & Kumar, D. R. (2025). CI/CD Pipelines for Model Training: Reducing Turnaround Time in Offline Model Training with Hive and Spark. Journal of Quantum Science and Technology (JQST), 2(1), Jan(416–445). Retrieved from https://jqst.org/index.php/j/article/view/17