Achieving Energy-Efficient Fault Tolerance in Low-Latency Serverless Pipelines
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Abstract
In recent years, serverless computing has become a preferred paradigm for developing scalable and event-driven applications. However, ensuring fault tolerance while maintaining low-latency execution introduces challenges, particularly concerning energy efficiency. This paper explores innovative approaches to optimize energy consumption while implementing fault-tolerant mechanisms in serverless architectures. We provide a comprehensive framework combining checkpointing, state synchronization, and fault-tolerant resource allocation, designed to reduce energy overheads. Our experiments demonstrate that using energy-aware fault management models can enhance the efficiency of serverless pipelines without compromising latency. The proposed model reduces energy consumption by 18% on average, while maintaining a latency within acceptable thresholds for real-time applications. This study provides insights into building sustainable serverless architectures that balance energy consumption with performance and fault resilience.
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• Imran Khan, Archit Joshi, FNU Antara, Dr Satendra Pal Singh, Om Goel, & Shalu Jain. (2020). Performance Tuning of 5G Networks Using AI and Machine Learning Algorithms. International Journal for Research Publication and Seminar, 11(4), 406–423. https://doi.org/10.36676/jrps.v11.i4.1589
• Mohan, Priyank, Sivaprasad Nadukuru, Swetha Singiri, Om Goel, Lalit Kumar, and Arpit Jain. 2022. "Improving HR Case Resolution through Unified Platforms." International Journal of Computer Science and Engineering (IJCSE) 11(2):267–290.
• Govindarajan, Balaji, Pronoy Chopra, Er. Aman Shrivastav, Krishna Kishor Tirupati, Prof. (Dr.) Sangeet Vashishtha, and Shalu Jain. 2024. “Implementing AI-Powered Testing for Insurance Domain Functionalities.” International Journal of Current Science (IJCSPUB) 14(3):75. https://www.ijcspub.org.
• Pingulkar, Chinmay, Ashvini Byri, Ashish Kumar, Satendra Pal Singh, Om Goel, and Punit Goel. 2024. "Integrating Drone Technology for Enhanced Solar Site Management." International Journal of Current Science (IJCSPUB) 14(3):61.
• Rajesh Tirupathi, Abhijeet Bajaj, Priyank Mohan, Prof.(Dr) Punit Goel, Dr. Satendra Pal Singh, & Prof.(Dr.) Arpit Jain. 2024. "Optimizing SAP Project Systems (PS) for Agile Project Management." Darpan International Research Analysis, 12(3), 978–1006. https://doi.org/10.36676/dira.v12.i3.138.
• Abhishek Das, Sivaprasad Nadukuru, Saurabh Ashwini Kumar Dave, Om Goel, Prof.(Dr.) Arpit Jain, & Dr. Lalit Kumar. 2024. "Optimizing Multi-Tenant DAG Execution Systems for High-Throughput Inference." Darpan International Research Analysis, 12(3), 1007–1036. https://doi.org/10.36676/dira.v12.i3.139.
• Satish Krishnamurthy, Krishna Kishor Tirupati, Sandhyarani Ganipaneni, Er. Aman Shrivastav, Prof. (Dr) Sangeet Vashishtha, & Shalu Jain. 2024. "Leveraging AI and Machine Learning to Optimize Retail Operations and Enhance." Darpan International Research Analysis, 12(3), 1037–1069. https://doi.org/10.36676/dira.v12.i3.140.
• Saoji, Mahika, Chandrasekhara Mokkapati, Indra Reddy Mallela, Sangeet Vashishtha, Shalu Jain, and Vikhyat Gupta. 2024. "Molecular Imaging in Cancer Treatment: Seeing Cancer Like Never Before." International Journal of Worldwide Engineering Research, 2(5):5-25. Retrieved from http://www.ijwer.com.
• 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
• Ashvini Byri, Rajas Paresh Kshirsagar, Vishwasrao Salunkhe, Pandi Kirupa Gopalakrishna, Prof.(Dr) Punit Goel, & Dr Satendra Pal Singh. (2024). Advancements in Post Silicon Validation for High Performance GPUs. Darpan International Research Analysis, 12(3), 679–710. https://doi.org/10.36676/dira.v12.i3.129
• Indra Reddy Mallela, Phanindra Kumar Kankanampati, Abhishek Tangudu, Om Goel, Pandi Kirupa Gopalakrishna, & Prof.(Dr.) Arpit Jain. (2024). Machine Learning Applications in Fraud Detection for Financial Institutions. Darpan International Research Analysis, 12(3), 711–743. https://doi.org/10.36676/dira.v12.i3.130
• Sandhyarani Ganipaneni, Ravi Kiran Pagidi, Aravind Ayyagiri, 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
• Saurabh Ashwinikumar Dave, Sivaprasad Nadukuru, Swetha Singiri, Om Goel, Ojaswin Tharan, & Prof.(Dr.) Arpit Jain. (2024). Scalable Microservices for Cloud Based Distributed Systems. Darpan International Research Analysis, 12(3), 776–809. https://doi.org/10.36676/dira.v12.i3.132
• Rakesh Jena, Krishna Kishor Tirupati, Pronoy Chopra, Er. Aman Shrivastav, Shalu Jain, & Prof. (Dr) Sangeet Vashishtha. (2024). Advanced Database Security Techniques in Oracle Environments. Darpan International Research Analysis, 12(3), 811–844. https://doi.org/10.36676/dira.v12.i3.133
• Dave, Saurabh Ashwinikumar, Phanindra Kumar Kankanampati, Abhishek Tangudu, Om Goel, Ojaswin Tharan, and Prof. (Dr.) Arpit Jain. 2024. “WebSocket Communication Protocols in SaaS Platforms.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 12(9):67. https://www.ijrmeet.org.
• Dave, Saurabh Ashwinikumar, Rajas Paresh Kshirsagar, Vishwasrao Salunkhe, Ojaswin Tharan, Punit Goel, and Satendra Pal Singh. 2024. "Leveraging Kubernetes for Hybrid Cloud Architectures." International Journal of Current Science 14(2):63. © 2024 IJCSPUB | ISSN: 2250-1770.
• 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.
• Jena, Rakesh, Ravi Kiran Pagidi, Aravind Ayyagiri, Punit Goel, Arpit Jain, and Satendra Pal Singh. 2024. "Managing Multi-Tenant Databases Using Oracle 19c in Cloud Environments in Details." International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 12(9):47. https://www.ijrmeet.org.
• SWETHA SINGIRI,, AKSHUN CHHAPOLA,, LAGAN GOEL,, "Microservices Architecture with Spring Boot for Financial Services", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 6, pp.k238-k252, June 2024, Available at :http://www.ijcrt papers/IJCRT24A6143.pdf
• 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
• 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. https://doi.org/10.56726/IRJMETS61252.
• HARSHITA CHERUKURI, VIKHYAT GUPTA, DR. SHAKEB KHAN, "Predictive Maintenance in Financial Services Using AI", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 2, pp.h98-h113, February 2024, Available at :http://www.ijcrt papers/IJCRT2402834.pdf
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• "Optimizing Data Processing for Financial Services Platforms
• Author : 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
• Cherukuri, H., Chaurasia, A. K., & Singh, T. (2024). Integrating machine learning with financial data analytics. Journal of Emerging Trends in Networking and Research, 1(6), a1-a11. rjpn jetnr/viewpaperforall.php?paper=JETNR2306001
• Cherukuri, H., Goel, P., & Renuka, A. (2024). Big-Data tech stacks in financial services startups. International Journal of New Technologies and Innovations, 2(5), a284-a295. rjpn ijnti/viewpaperforall.php?paper=IJNTI2405030
• Cherukuri, H. (2024). AWS full stack development for financial services. International Journal of Emerging Development and Research (IJEDR), 12(3), 14-25. rjwave ijedr/papers/IJEDR2403002.pdf
• 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.