Optimizing Cloud Infrastructure with Edge Computing for Latency Reduction

Pattabi Rama Rao Thumati

Pondicherry University, India, pattabiramgc@gmail.com

Abstract

The rapid growth of cloud computing and the increasing demand for low-latency applications necessitate the exploration of innovative solutions to enhance system performance. This manuscript investigates the integration of edge computing with cloud infrastructure to optimize latency in data processing and service delivery. By decentralizing data processing and placing it closer to end-users, edge computing addresses the challenges posed by traditional cloud architectures. This study evaluates existing literature on edge computing, identifies gaps, and proposes a hybrid cloud-edge model designed to minimize latency. The methodology involves a comparative analysis of system performance metrics in traditional versus hybrid architectures. Results indicate a significant reduction in latency and improved user experience in applications utilizing edge computing. The findings underscore the potential of hybrid models in revolutionizing cloud infrastructure for real-time applications.

Keywords: Cloud Computing, Edge Computing, Latency Reduction, Hybrid Models, Data Processing

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• Salunkhe, Vishwasrao, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Arpit Jain, and Om Goel. 2022. “AI-Powered Solutions for Reducing Hospital Readmissions: A Case Study on AI-Driven Patient Engagement.” International Journal of Creative Research Thoughts 10(12): 757-764.
• Salunkhe, Vishwasrao, Srikanthudu Avancha, Bipin Gajbhiye, Ujjawal Jain, and Punit Goel. 2022. “AI Integration in Clinical Decision Support Systems: Enhancing Patient Outcomes through SMART on FHIR and CDS Hooks.” International Journal for Research Publication & Seminar 13(5):338. https://doi.org/10.36676/jrps.v13.i5.1506.
• Agrawal, Shashwat, Digneshkumar Khatri, Viharika Bhimanapati, Om Goel, and Arpit Jain. 2022. “Optimization Techniques in Supply Chain Planning for Consumer Electronics.” International Journal for Research Publication & Seminar 13(5):356. doi: https://doi.org/10.36676/jrps.v13.i5.1507.
• Agrawal, Shashwat, Fnu Antara, Pronoy Chopra, A Renuka, and Punit Goel. 2022. “Risk Management in Global Supply Chains.” International Journal of Creative Research Thoughts (IJCRT) 10(12):2212668.
• Agrawal, Shashwat, Srikanthudu Avancha, Bipin Gajbhiye, Om Goel, and Ujjawal Jain. 2022. “The Future of Supply Chain Automation.” International Journal of Computer Science and Engineering 11(2):9–22.
• Mahadik, Siddhey, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, Prof. (Dr.) Arpit Jain, and Om Goel. 2022. “Agile Product Management in Software Development.” International Journal for Research Publication & Seminar 13(5):453. https://doi.org/10.36676/jrps.v13.i5.1512.
• Khair, Md Abul, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, Shalu Jain, and Raghav Agarwal. 2022. “Optimizing Oracle HCM Cloud Implementations for Global Organizations.” International Journal for Research Publication & Seminar 13(5):372. https://doi.org/10.36676/jrps.v13.i5.1508.
• 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.
• Khair, Md Abul, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. “Improving HR Efficiency Through Oracle HCM Cloud Optimization.” International Journal of Creative Research Thoughts (IJCRT) 10(12). Retrieved from https://ijcrt.org.
• Khair, Md Abul, Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, S. P. Singh, and Om Goel. 2022. “Future Trends in Oracle HCM Cloud.” International Journal of Computer Science and Engineering 11(2):9–22.
• Arulkumaran, Rahul, Aravind Ayyagari, Aravindsundeep Musunuri, Prof. (Dr.) Punit Goel, and Prof. (Dr.) Arpit Jain. 2022. “Decentralized AI for Financial Predictions.” International Journal for Research Publication & Seminar 13(5):434. https://doi.org/10.36676/jrps.v13.i5.1511.
• Vadlamani, Satish, Nishit Agarwal, Venkata Ramanaiah Chintha, Er. Aman Shrivastav, Shalu Jain, and Om Goel. (2023). “Cross Platform Data Migration Strategies for Enterprise Data Warehouses.” International Research Journal of Modernization in Engineering, Technology and Science 5(11):1-10. https://doi.org/10.56726/IRJMETS46858.
• Gannamneni, Nanda Kishore, Pramod Kumar Voola, Amit Mangal, Punit Goel, and S. P. Singh. 2023. “Implementing SAP S/4 HANA Credit Management: A Roadmap for Financial and Sales Teams.” International Research Journal of Modernization in Engineering Technology and Science, 5(11). DOI: https://doi.org/10.56726/IRJMETS46857
• Gannamneni, Nanda Kishore, Bipin Gajbhiye, Santhosh Vijayabaskar, Om Goel, Arpit Jain, and Punit Goel. 2023. “Challenges and Solutions in Global Rollout Projects Using Agile Methodology in SAP SD/OTC.” International Journal of Progressive Research in Engineering Management and Science (IJPREMS), 3(12):476-487. doi: https://www.doi.org/10.58257/IJPREMS32323.
• 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.
• 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
• 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).
• 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
• Byri, Ashvini, Murali Mohana Krishna Dandu, Raja Kumar Kolli, Satendra Pal Singh, Punit Goel, and Om Goel. 2023. “Pre-Silicon Validation Techniques for SoC Designs: A Comprehensive Analysis.” International Journal of Computer Science and Engineering (IJCSE) 12(2):89–114. ISSN (P): 2278–9960; ISSN (E): 2278–9979.
• Mallela, Indra Reddy, Satish Vadlamani, Ashish Kumar, Om Goel, Pandi Kirupa Gopalakrishna, and Raghav Agarwal. 2023. “Deep Learning Techniques for OFAC Sanction Screening Models.” International Journal of Computer Science and Engineering (IJCSE) 12(2):89–114. ISSN (P): 2278–9960; ISSN (E): 2278–9979.
• Ganipaneni, Sandhyarani, Rajas Paresh Kshirsagar, Vishwasrao Salunkhe, Pandi Kirupa Gopalakrishna, Punit Goel, and Satendra Pal Singh. 2023. “Advanced Techniques in ABAP Programming for SAP S/4HANA.” International Journal of Computer Science and Engineering 12(2):89–114. ISSN (P): 2278–9960; ISSN (E): 2278–9979.
• Kendyala, Srinivasulu Harshavardhan, Archit Joshi, Indra Reddy Mallela, Satendra Pal Singh, Shalu Jain, and Om Goel. 2023. “High Availability Strategies for Identity Access Management Systems in Large Enterprises.” International Journal of Current Science 13(4):544. doi:10.IJCSP23D1176.
• Ramachandran, Ramya, Nishit Agarwal, Shyamakrishna Siddharth Chamarthy, Om Goel, Punit Goel, and Arpit Jain. 2023. “Best Practices for Agile Project Management in ERP Implementations.” International Journal of Current Science (IJCSPUB) 13(4):499. Retrieved from (https://www.ijcspub.org).
• Ramalingam, Balachandar, Nishit Agarwal, Shyamakrishna Siddharth Chamarthy, Om Goel, Punit Goel, and Arpit Jain. 2023. “Utilizing Generative AI for Design Automation in Product Development.” International Journal of Current Science (IJCSPUB) 13(4):558. doi:10.12345/IJCSP23D1177.
• Tirupathi, Rajesh, Ashish Kumar, Srinivasulu Harshavardhan Kendyala, Om Goel, Raghav Agarwal, and Shalu Jain. 2023. “Automating SAP Data Migration with Predictive Models for Higher Data Quality.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 11(8):69. Retrieved October 17, 2024 (https://www.ijrmeet.org).
• Tirupathi, Rajesh, Sneha Aravind, Ashish Kumar, Satendra Pal Singh, Om Goel, and Punit Goel. 2023. “Improving Efficiency in SAP EPPM Through AI-Driven Resource Allocation Strategies.” International Journal of Current Science (IJCSPUB) 13(4):572. Retrieved from (https://www.ijcspub.org).
• Das, Abhishek, Ramya Ramachandran, Imran Khan, Om Goel, Arpit Jain, and Lalit Kumar. 2023. “GDPR Compliance Resolution Techniques for Petabyte-Scale Data Systems.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 11(8):95.
• Das, Abhishek, Balachandar Ramalingam, Hemant Singh Sengar, Lalit Kumar, Satendra Pal Singh, and Punit Goel. 2023. “Designing Distributed Systems for On-Demand Scoring and Prediction Services.” International Journal of Current Science 13(4):514. ISSN: 2250-1770. (https://www.ijcspub.org).
• Krishnamurthy, Satish, Abhijeet Bajaj, Priyank Mohan, Punit Goel, Satendra Pal Singh, and Arpit Jain. 2023. “Microservices Architecture in Cloud-Native Retail Solutions: Benefits and Challenges.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 11(8):21. Retrieved October 17, 2024 (https://www.ijrmeet.org).
• Mahadik, Siddhey, Shreyas Mahimkar, Sumit Shekhar, Om Goel, and Prof. Dr. Arpit Jain. 2024. “The Impact of Machine Learning on Gaming Security.” Shodh Sagar Darpan International Research Analysis 12(3):435. Retrieved (https://dira.shodhsagar.com). doi:10.36676/dira.v12.i3.100.
• Mahadik, Siddhey, Dasaiah Pakanati, Harshita Cherukuri, Shubham Jain, and Shalu Jain. 2024. “Cross-Functional Team Management in Product Development.” Modern Dynamics: Mathematical Progressions 1(2):24. https://doi.org/10.36676/mdmp.v1.i2.24.
• Agrawal, S., Thakur, D., Krishna, K., Goel, P., & Singh, S. P. (2024). Enhancing supply chain resilience through digital transformation. International Journal of Research in Modern Engineering and Emerging Technology, 12(8).
• Khair, Md Abul, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Shubham Jain, and Shalu Jain. 2024. “Leveraging Oracle HCM for Enhanced Employee Engagement.” Shodh Sagar Darpan International Research Analysis 12(3):456. DOI: http://doi.org/10.36676/dira.v12.i3.101.
• Khair, Md Abul, Pattabi Rama Rao Thumati, Pavan Kanchi, Ujjawal Jain, and Prof. (Dr.) Punit Goel. 2024. “Integration of Oracle HCM with Third-Party Tools.” Modern Dynamics: Mathematical Progressions 1(2):25. Retrieved (http://mathematics.moderndynamics.in). doi: https://doi.org/10.36676/mdmp.v1.i2.25.
• Arulkumaran, Rahul, Aravind Ayyagari, Aravindsundeep Musunuri, Prof. (Dr.) Punit Goel, and Prof. (Dr.) Arpit Jain. 2024. “Blockchain Analytics for Enhanced Security in DeFi Platforms.” Shodh Sagar®Darpan International Research Analysis 12(3):475. https://dira.shodhsagar.com.
• Arulkumaran, Rahul, Pattabi Rama Rao Thumati, Pavan Kanchi, Lagan Goel, and Prof. (Dr.) Arpit Jain. 2024. “Cross-Chain NFT Marketplaces with LayerZero and Chainlink.” Modern Dynamics: Mathematical Progressions 1(2): Jul-Sep. doi:10.36676/mdmp.v1.i2.26.
• Agarwal, Nishit, Raja Kumar Kolli, Shanmukha Eeti, Arpit Jain, and Punit Goel. 2024. “Multi-Sensor Biomarker Using Accelerometer and ECG Data.” SHODH SAGAR® Darpan International Research Analysis 12(3):494. https://doi.org/10.36676/dira.v12.i3.103.
• Agarwal, Nishit, Rikab Gunj, Fnu Antara, Pronoy Chopra, A Renuka, and Punit Goel. 2024. “Hyper Parameter Optimization in CNNs for EEG Analysis.” Modern Dynamics: Mathematical Progressions 1(2):27. Hyderabad, Telangana, India: Modern Dynamics. doi: https://doi.org/10.36676/mdmp.v1.i2.27.
• Murali Mohana Krishna Dandu, Santhosh Vijayabaskar, Pramod Kumar Voola, Raghav Agarwal, & Om Goel. (2024). “Cross Category Recommendations Using LLMs.” Darpan International Research Analysis, 12(1), 80–107. https://doi.org/10.36676/dira.v12.i1.108.
• Murali Mohana Krishna Dandu, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, & Prof.(Dr) Punit Goel. (2024). “Improving Neural Retrieval with Contrastive Learning.” Modern Dynamics: Mathematical Progressions, 1(2), 399–425. https://doi.org/10.36676/mdmp.v1.i2.30.
• Vanitha Sivasankaran Balasubramaniam, Murali Mohana Krishna Dandu, A Renuka, Om Goel, & Nishit Agarwal. (2024). “Enhancing Vendor Management for Successful IT Project Delivery.” Modern Dynamics: Mathematical Progressions, 1(2), 370–398. https://doi.org/10.36676/mdmp.v1.i2.29.
• Vanitha Sivasankaran Balasubramaniam, Vishwasrao Salunkhe, Shashwat Agrawal, Prof.(Dr) Punit Goel, Vikhyat Gupta, & Dr. Alok Gupta. (2024). “Optimizing Cross Functional Team Collaboration in IT Project Management.” Darpan International Research Analysis, 12(1), 140–179. https://doi.org/10.36676/dira.v12.i1.110.
• Archit Joshi, Siddhey Mahadik, Md Abul Khair, Om Goel, & Prof.(Dr.) Arpit Jain. (2024). Leveraging System Browsers for Enhanced Mobile Ad Conversions. Darpan International Research Analysis, 12(1), 180–206. https://doi.org/10.36676/dira.v12.i1.111.
• Krishna Kishor Tirupati, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, & Prof.(Dr) Punit Goel. (2024). Integrating Azure Services for Real Time Data Analytics and Big Data Processing. Darpan International Research Analysis, 12(1), 207–232. https://doi.org/10.36676/dira.v12.i1.112.
• Krishna Kishor Tirupati, Dr S P Singh, Sivaprasad Nadukuru, Shalu Jain, & Raghav Agarwal. (2024). Improving Database Performance with SQL Server Optimization Techniques. Modern Dynamics: Mathematical Progressions, 1(2), 450–494. https://doi.org/10.36676/mdmp.v1.i2.32.
• Krishna Kishor Tirupati, Archit Joshi, Dr S P Singh, Akshun Chhapola, Shalu Jain, & Dr. Alok Gupta. (2024). Leveraging Power BI for Enhanced Data Visualization and Business Intelligence. Universal Research Reports, 10(2), 676–711. https://doi.org/10.36676/urr.v10.i2.1375.
• Archit Joshi, Krishna Kishor Tirupati, Akshun Chhapola, Shalu Jain, & Om Goel,. (2024). Architectural Approaches to Migrating Key Features in Android Apps. Modern Dynamics: Mathematical Progressions, 1(2), 495–539. https://doi.org/10.36676/mdmp.v1.i2.33.
• Sivaprasad Nadukuru, Murali Mohana Krishna Dandu, Vanitha Sivasankaran Balasubramaniam, A Renuka, & Om Goel. 2024. “Enhancing Order to Cash Processes in SAP Sales and Distribution.” Darpan International Research Analysis 12(1):108–139. https://doi.org/10.36676/dira.v12.i1.109.
• Sivaprasad Nadukuru, Dasaiah Pakanati, Harshita Cherukuri, Om Goel, Dr. Shakeb Khan, & Dr. Alok Gupta. 2024. “Leveraging Vendavo for Strategic Pricing Management and Profit Analysis.” Modern Dynamics: Mathematical Progressions 1(2):426–449. https://doi.org/10.36676/mdmp.v1.i2.31.
• Pagidi, Ravi Kiran, Vishwasrao Salunkhe, Pronoy Chopra, Aman Shrivastav, Punit Goel, and Om Goel. 2024. “Scalable Data Pipelines Using Azure Data Factory and Databricks.” International Journal of Computer Science and Engineering 13(1):93-120.
• Pagidi, Ravi Kiran, Rahul Arulkumaran, Shreyas Mahimkar, Aayush Jain, Shakeb Khan, and Arpit Jain. 2024. “Optimizing Big Data Workflows in Azure Databricks Using Python and Scala.” International Journal of Worldwide Engineering Research 2(9):35
• Kshirsagar, Rajas Paresh, Phanindra Kumar Kankanampati, Ravi Kiran Pagidi, Aayush Jain, Shakeb Khan, and Arpit Jain. 2024. “Optimizing Cloud Infrastructure for Scalable Data Processing Solutions.” International Journal of Electrical and Electronics Engineering (IJEEE) 13(1):21–48.
• Kshirsagar, Rajas Paresh, Pramod Kumar Voola, Amit Mangal, Aayush Jain, Punit Goel, and S. P. Singh. 2024. “Advanced Data Analytics in Real Time Bidding Platforms for Display Advertising.” International Journal of Computer Science and Engineering 13(1):93–120.
• Kumar, Phanindra, Jaswanth Alahari, Aravind Ayyagari, Punit Goel, Arpit Jain, and Aman Shrivastav. 2024. “Leveraging Cloud Integration Gateways for Efficient Supply Chain Management.” International Journal of Computer Science and Engineering (IJCSE) 13(1):93–120.
• Kshirsagar, Rajas Paresh, Siddhey Mahadik, Shanmukha Eeti, Om Goel, Shalu Jain, and Raghav Agarwal. 2024. “Leveraging Data Visualization for Improved Ad Targeting Capabilities.” International Journal of Worldwide Engineering Research 2(9):70-106. Retrieved October 2, 2024 (http://www.ijwer.com).
• Kankanampati, Phanindra Kumar, Vishwasrao Salunkhe, Pronoy Chopra, Er. Aman Shrivastav, Prof. (Dr) Punit Goel, and Om Goel. 2024. “Innovative Approaches to E-Invoicing in European and LATAM Markets.” International Journal of Worldwide Engineering Research 2(9):52-69. Retrieved October 2, 2024 (https://www.ijwer.com).
• Vadlamani, Satish, Venudhar Rao Hajari, Abhishek Tangudu, Raghav Agarwal, Shalu Jain, and Aayush Jain. (2024). “Building Sustainable Data Marts for Evolving Business and Regulatory Reporting.” International Journal of Computer Science and Engineering 13(1):93-120.
• Vadlamani, Satish, Pramod Kumar Voola, Amit Mangal, Aayush Jain, Prof. (Dr.) Punit Goel, and Dr. S.P. Singh. (2024). “Leveraging Business Intelligence for Decision Making in Complex Data Environments.” International Journal of Worldwide Engineering Research 2(9):1-18. Retrieved from ijwer.com.
• Gannamneni, Nanda Kishore, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, and Shalu Jain. (2024). “Advanced Strategies for Master Data Management and Governance in SAP Environments.” International Journal of Computer Science and Engineering (IJCSE) 13(1):251–278.
• Vadlamani, Satish, Phanindra Kumar Kankanampati, Raghav Agarwal, Shalu Jain, and Aayush Jain. (2024). “Integrating Cloud-Based Data Architectures for Scalable Enterprise Solutions.” International Journal of Electrical and Electronics Engineering 13(1):21–48.
• Gannamneni, Nanda Kishore, Nishit Agarwal, Venkata Ramanaiah Chintha, Aman Shrivastav, Shalu Jain, and Om Goel. 2024. “Optimizing the Order to Cash Process with SAP SD: A Comprehensive Case Study.” International Journal of Worldwide Engineering Research, 2(09):19-34. Retrieved (http://www.ijwer.com).
• Ashish Kumar, Murali Mohana Krishna Dandu, Raja Kumar Kolli, Dr. Satendra Pal Singh, Prof. (Dr.) Punit Goel, & Om Goel. (2024). “Strategies for Maximizing Customer Lifetime Value through Effective Onboarding and Renewal Management.” Darpan International Research Analysis, 12(3), 617–646. https://doi.org/10.36676/dira.v12.i3.127
• Kumar, Ashish, Sivaprasad Nadukuru, Swetha Singiri, Om Goel, Ojaswin Tharan, and Arpit Jain. 2024. “Effective Project Management in Cross-Functional Teams for Product Launch Success.” International Journal of Current Science (IJCSPUB), 14(1):402. Retrieved (https://www.ijcspub.org).
• Saoji, Mahika, Abhishek Tangudu, Ravi Kiran Pagidi, Om Goel, Arpit Jain, and Punit Goel. 2024. “Virtual Reality in Surgery and Rehab: Changing the Game for Doctors and Patients.” International Journal of Progressive Research in Engineering Management and Science (IJPREMS), 4(3):953–969. doi: https://www.doi.org/10.58257/IJPREMS32801.
• Saoji, Mahika, Ashish Kumar, Arpit Jain, Pandi Kirupa Gopalakrishna, Lalit Kumar, and Om Goel. 2024. “Neural Engineering and Brain-Computer Interfaces: A New Approach to Mental Health.” International Journal of Computer Science and Engineering, 13(1):121–146
• Dave, Arth, Venudhar Rao Hajari, Abhishek Tangudu, Raghav Agarwal, Shalu Jain, and Aayush Jain. 2024. “The Role of Machine Learning in Optimizing Personalized Ad Recommendations.” International Journal of Computer Science and Engineering (IJCSE), 13(1):93-120.
• Dave, Arth, Santhosh Vijayabaskar, Bipin Gajbhiye, Om Goel, Prof. (Dr) Arpit Jain, and Prof. (Dr) Punit Goel. 2024. “The Impact of Personalized Ads on Consumer Behaviour in Video Streaming Services.” International Journal of Computer Science and Engineering (IJCSE), 13(1):93–120.
• 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:  rjpnjetnr/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.