Comparing the Energy Impact of Stateful vs. Stateless Pipelines in Serverless Environments
Main Article Content
Abstract
Serverless environments offer scalability and efficiency, making them attractive for modern cloud-based applications. However, the energy efficiency of such architectures, particularly when comparing stateful and stateless pipelines, remains a concern. This manuscript explores the energy impact of both pipeline models, providing a comparative analysis based on resource utilization, data persistence, and processing efficiency. Through experimentation and data analysis, we evaluate how stateful pipelines consume energy differently from stateless ones under varying workloads, highlighting the trade-offs between performance and sustainability. The study concludes with recommendations for optimized usage based on application needs and discusses future directions in energy-efficient cloud computing.
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References
• 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
• 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)
• Building and Deploying Microservices on Azure: Techniques and Best Practices. International Journal of Novel Research and Development, Vol.6, Issue 3, pp.34-49, March 2021. [Link](http://www.ijnrd papers/IJNRD2103005.pdf)
• Optimizing Cloud Architectures for Better Performance: A Comparative Analysis. International Journal of Creative Research Thoughts, Vol.9, Issue 7, pp.g930-g943, July 2021. [Link](http://www.ijcrt papers/IJCRT2107756.pdf)
• Configuration and Management of Technical Objects in SAP PS: A Comprehensive Guide. The International Journal of Engineering Research, Vol.8, Issue 7, 2021. [Link](http://tijer tijer/papers/TIJER2107002.pdf)
• Pakanati, D., Goel, B., & Tyagi, P. (2021). Troubleshooting common issues in Oracle Procurement Cloud: A guide. International Journal of Computer Science and Public Policy, 11(3), 14-28. [Link](rjpn ijcspub/viewpaperforall.php?paper=IJCSP21C1003)
• 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. [Link](rjpn ijcspub/viewpaperforall.php?paper=IJCSP21A1011)
• Kolli, R. K., Goel, E. O., & Kumar, L. (2021). Enhanced network efficiency in telecoms. International Journal of Computer Science and Programming, 11(3), Article IJCSP21C1004. [Link](rjpn ijcspub/papers/IJCSP21C1004.pdf)
• Eeti, S., Goel, P. (Dr.), & Renuka, A. (2021). Strategies for migrating data from legacy systems to the cloud: Challenges and solutions. TIJER (The International Journal of Engineering Research, 8(10), a1-a11. [Link](tijer tijer/viewpaperforall.php?paper=TIJER2110001)
• SHANMUKHA EETI, DR. AJAY KUMAR CHAURASIA, DR. TIKAM SINGH. (2021). Real-Time Data Processing: An Analysis of PySpark's Capabilities. IJRAR - International Journal of Research and Analytical Reviews, 8(3), pp.929-939. [Link](ijrar IJRAR21C2359.pdf)
• Mahimkar, E. S. (2021). "Predicting crime locations using big data analytics and Map-Reduce techniques," The International Journal of Engineering Research, 8(4), 11-21. TIJER
• "Analysing TV Advertising Campaign Effectiveness with Lift and Attribution Models," International Journal of Emerging Technologies and Innovative Research (JETIR), Vol.8, Issue 9, e365-e381, September 2021. [JETIR](http://www.jetir papers/JETIR2109555.pdf)
• SHREYAS MAHIMKAR, LAGAN GOEL, DR.GAURI SHANKER KUSHWAHA, "Predictive Analysis of TV Program Viewership Using Random Forest Algorithms," IJRAR - International Journal of Research and Analytical Reviews (IJRAR), Volume.8, Issue 4, pp.309-322, October 2021. [IJRAR](http://www.ijrar IJRAR21D2523.pdf)
• "Implementing OKRs and KPIs for Successful Product Management: A Case Study Approach," International Journal of Emerging Technologies and Innovative Research (JETIR), Vol.8, Issue 10, pp.f484-f496, October 2021. [JETIR](http://www.jetir papers/JETIR2110567.pdf)
• Shekhar, E. S. (2021). Managing multi-cloud strategies for enterprise success: Challenges and solutions. The International Journal of Emerging Research, 8(5), a1-a8. TIJER2105001.pdf
• VENKATA RAMANAIAH CHINTHA, OM GOEL, DR. LALIT KUMAR, "Optimization Techniques for 5G NR Networks: KPI Improvement", International Journal of Creative Research Thoughts (IJCRT), Vol.9, Issue 9, pp.d817-d833, September 2021. Available at: IJCRT2109425.pdf
• VISHESH NARENDRA PAMADI, DR. PRIYA PANDEY, OM GOEL, "Comparative Analysis of Optimization Techniques for Consistent Reads in Key-Value Stores", IJCRT, Vol.9, Issue 10, pp.d797-d813, October 2021. Available at: IJCRT2110459.pdf
• Chintha, E. V. R. (2021). DevOps tools: 5G network deployment efficiency. The International Journal of Engineering Research, 8(6), 11-23. TIJER2106003.pdf
• Pamadi, E. V. N. (2021). Designing efficient algorithms for MapReduce: A simplified approach. TIJER, 8(7), 23-37. [View Paper](tijer tijer/viewpaperforall.php?paper=TIJER2107003)
• Antara, E. F., Khan, S., & Goel, O. (2021). Automated monitoring and failover mechanisms in AWS: Benefits and implementation. International Journal of Computer Science and Programming, 11(3), 44-54. [View Paper](rjpn ijcspub/viewpaperforall.php?paper=IJCSP21C1005)
• Antara, F. (2021). Migrating SQL Servers to AWS RDS: Ensuring High Availability and Performance. TIJER, 8(8), a5-a18. [View Paper](tijer tijer/viewpaperforall.php?paper=TIJER2108002)
• Chopra, E. P. (2021). Creating live dashboards for data visualization: Flask vs. React. The International Journal of Engineering Research, 8(9), a1-a12. TIJER
• Daram, S., Jain, A., & Goel, O. (2021). Containerization and orchestration: Implementing OpenShift and Docker. Innovative Research Thoughts, 7(4). DOI
• 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
• Nadukuru, Sivaprasad, Raja Kumar Kolli, Shanmukha Eeti, Punit Goel, Arpit Jain, and Aman Shrivastav. 2022. “Best Practices for SAP OTC Processes from Inquiry to Consignment.” International Journal of Computer Science and Engineering 11(1):141–164. ISSN (P): 2278–9960; ISSN (E): 2278–9979. © IASET.
• Pagidi, Ravi Kiran, Siddhey Mahadik, Shanmukha Eeti, Om Goel, Shalu Jain, and Raghav Agarwal. 2022. “Data Governance in Cloud Based Data Warehousing with Snowflake.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 10(8):10. Retrieved from http://www.ijrmeet.org.
• Ravi Kiran Pagidi, Pramod Kumar Voola, Amit Mangal, Aayush Jain, Prof.(Dr) Punit Goel, & Dr. S P Singh. 2022. "Leveraging Azure Data Lake for Efficient Data Processing in Telematics." Universal Research Reports 9(4):643–674. https://doi.org/10.36676/urr.v9.i4.1397.
• Ravi Kiran Pagidi, Raja Kumar Kolli, Chandrasekhara Mokkapati, Om Goel, Dr. Shakeb Khan, & Prof.(Dr.) Arpit Jain. 2022. "Enhancing ETL Performance Using Delta Lake in Data Analytics Solutions." Universal Research Reports 9(4):473–495. https://doi.org/10.36676/urr.v9.i4.1381.
• Ravi Kiran Pagidi, Nishit Agarwal, Venkata Ramanaiah Chintha, Er. Aman Shrivastav, Shalu Jain, Om Goel. 2022. "Data Migration Strategies from On-Prem to Cloud with Azure Synapse." IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.9, Issue 3, Page No pp.308-323, August 2022. Available at: http://www.ijrar.org/IJRAR22C3165.pdf.
• Kshirsagar, Rajas Paresh, Nishit Agarwal, Venkata Ramanaiah Chintha, Er. Aman Shrivastav, Shalu Jain, & Om Goel. (2022). Real Time Auction Models for Programmatic Advertising Efficiency. Universal Research Reports, 9(4), 451–472. https://doi.org/10.36676/urr.v9.i4.1380
• Kshirsagar, Rajas Paresh, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, and Shalu Jain. (2022). "Revenue Growth Strategies through Auction Based Display Advertising." International Journal of Research in Modern Engineering and Emerging Technology, 10(8):30. Retrieved October 3, 2024 (http://www.ijrmeet.org).
• Phanindra Kumar, Venudhar Rao Hajari, Abhishek Tangudu, Raghav Agarwal, Shalu Jain, & Aayush Jain. (2022). Streamlining Procurement Processes with SAP Ariba: A Case Study. Universal Research Reports, 9(4), 603–620. https://doi.org/10.36676/urr.v9.i4.1395
• Kankanampati, Phanindra Kumar, Pramod Kumar Voola, Amit Mangal, Prof. (Dr) Punit Goel, Aayush Jain, and Dr. S.P. Singh. (2022). "Customizing Procurement Solutions for Complex Supply Chains: Challenges and Solutions." International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 10(8):50. Retrieved (https://www.ijrmeet.org).
• Ravi Kiran Pagidi, Rajas Paresh Kshir-sagar, Phanindra Kumar Kankanampati, Er. Aman Shrivastav, Prof. (Dr) Punit Goel, & Om Goel. (2022). Leveraging Data Engineering Techniques for Enhanced Business Intelligence. Universal Research Reports, 9(4), 561–581. https://doi.org/10.36676/urr.v9.i4.1392
• Rajas Paresh Kshirsagar, Santhosh Vijayabaskar, Bipin Gajbhiye, Om Goel, Prof.(Dr.) Arpit Jain, & Prof.(Dr) Punit Goel. (2022). Optimizing Auction Based Programmatic Media Buying for Retail Media Networks. Universal Research Reports, 9(4), 675–716. https://doi.org/10.36676/urr.v9.i4.1398
• Phanindra Kumar, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, Shalu Jain. "The Role of APIs and Web Services in Modern Procurement Systems," IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume 9, Issue 3, Page No pp.292-307, August 2022, Available at: http://www.ijrar.org/IJRAR22C3164.pdf
• Rajas Paresh Kshirsagar, Rahul Arulkumaran, Shreyas Mahimkar, Aayush Jain, Dr. Shakeb Khan, Prof.(Dr.) Arpit Jain. "Innovative Approaches to Header Bidding: The NEO Platform," IJRAR - International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume 9, Issue 3, Page No pp.354-368, August 2022, Available at: http://www.ijrar.org/IJRAR22C3168.pdf
• Phanindra Kumar Kankanampati, Siddhey Mahadik, Shanmukha Eeti, Om Goel, Shalu Jain, & Raghav Agarwal. (2022). Enhancing Sourcing and Contracts Management Through Digital Transformation. Universal Research Reports, 9(4), 496–519. https://doi.org/10.36676/urr.v9.i4.1382
• Angular vs. React: A Comparative Study for Single Page Applications. International Journal of Computer Science and Programming, Vol.13, Issue 1, pp.875-894, 2023. [Link](http://rjpn ijcspub/viewpaperforall.php?paper=IJCSP23A1361)
• Modern Web Design: Utilizing HTML5, CSS3, and Responsive Techniques. The International Journal of Research and Innovation in Dynamics of Engineering, Vol.1, Issue 8, pp.a1-a18, 2023. [Link](http://tijer jnrid/viewpaperforall.php?paper=JNRID2308001)
• Creating Efficient ETL Processes: A Study Using Azure Data Factory and Databricks. The International Journal of Engineering Research, Vol.10, Issue 6, pp.816-829, 2023. [Link](http://tijer tijer/viewpaperforall.php?paper=TIJER2306330)
• Analyzing Data and Creating Reports with Power BI: Methods and Case Studies. International Journal of New Technology and Innovation, Vol.1, Issue 9, pp.a1-a15, 2023. [Link](http://rjpn ijnti/viewpaperforall.php?paper=IJNTI2309001)
• Leveraging SAP Commercial Project Management (CPM) in Construction Projects: Benefits and Case Studies. Journal of Emerging Trends in Networking and Robotics, Vol.1, Issue 5, pp.a1-a20, 2023. [Link](http://rjpn jetnr/viewpaperforall.php?paper=JETNR2305001)
• Enhancing Business Processes with SAP S/4 HANA: A Review of Case Studies. International Journal of New Technologies and Innovations, Vol.1, Issue 6, pp.a1-a12, 2023. [Insert DOI here]
• Dasaiah Pakanati, Prof.(Dr.) Punit Goel, Prof.(Dr.) Arpit Jain (2023). Optimizing Procurement Processes: A Study on Oracle Fusion SCM. IJRAR - International Journal of Research and Analytical Reviews (IJRAR), 10(1), 35-47. [Link](http://www.ijrar IJRAR23A3238.pdf)
• Pakanati, D., Goel, E. L., & Kushwaha, D. G. S. (2023). Implementing cloud-based data migration: Solutions with Oracle Fusion. Journal of Emerging Trends in Network and Research, 1(3), a1-a11. [Link](rjpn jetnr/viewpaperforall.php?paper=JETNR2303001)
• "Strategies for Product Roadmap Execution in Financial Services Data Analytics." (2023). International Journal of Novel Research and Development (IJNRD), 8(1), d750-d758. [Link](http://www.ijnrd papers/IJNRD2301389.pdf)
• "Advanced API Integration Techniques Using Oracle Integration Cloud (OIC)." (2023). International Journal of Emerging Technologies and Innovative Research (JETIR), 10(4), n143-n152. [Link](http://www.jetir papers/JETIR2304F21.pdf)
• Kolli, R. K., Goel, P., & Jain, A. (2023). MPLS Layer 3 VPNs in Enterprise Networks. Journal of Emerging Technologies and Network Research, 1(10), Article JETNR2310002. Link
• SHANMUKHA EETI, PRIYANSHI, PROF.(DR) SANGEET VASHISHTHA. (2023). Optimizing Data Pipelines in AWS: Best Practices and Techniques. International Journal of Creative Research Thoughts, 11(3), i351-i365. [Link](ijcrt papers/IJCRT2303992.pdf)
• Eeti, E. S., Jain, P. A., & Goel, E. O. (2023). "Creating robust data pipelines: Kafka vs. Spark," Journal of Emerging Technologies in Networking and Research, 1(3), a12-a22. [JETNR](rjpn jetnr/viewpaperforall.php?paper=JETNR2303002)
• Eeti, S., Jain, A., & Goel, P. (2023). "A comparative study of NoSQL databases: MongoDB, HBase, and Phoenix," International Journal of New Trends in Information Technology, 1(12), a91-a108. [IJNTI](rjpn ijnti/papers/IJNTI2312013.pdf)
• Mahimkar, E. S., Chhapola, E. A., & Goyal, M. (2023). "Enhancing TV audience rating predictions through linear regression models," Journal of New Research in Data Science, 1(3). doi:10.XXXX/JNRID2303002
• Shekhar, E. S., Jain, E. S., & Khan, D. S. (2023). "Effective product management for SaaS growth: Strategies and outcomes," Journal of New Research in Innovation and Development, 1(4), a1-a14. [JNRID](tijer jnrid/viewpaperforall.php?paper=JNRID2304001)
• Shekhar, E. S., Agrawal, D. K. K., & Jain, E. S. (2023). Integrating conversational AI into cloud platforms: Methods and impact. Journal of Emerging Trends in Networking Research, 1(5), a21-a36. JETNR2305002.pdf
• Chintha, E. V. R., Jain, P. K., & Jain, U. (2023). Call drops and accessibility issues: Multi-RAT networks analysis. Journal of Emerging Technologies and Network Research, 1(6), a12-a25. JETNR2306002.pdf
• Pamadi, V. N., Chhapola, A., & Agarwal, N. (2023). Performance analysis techniques for big data systems. International Journal of Computer Science and Publications, 13(2), 217-236. doi: 10.XXXX/IJCSP23B1501
• Pamadi, E. V. N., Goel, S., & Pandian, P. K. G. (2023). Effective resource management in virtualized environments. Journal of Emerging Technologies and Network Research, 1(7), a1-a10. [View Paper](rjpn jetnr/viewpaperforall.php?paper=JETNR2307001)
• FNU ANTARA, DR. SARITA GUPTA, PROF.(DR) SANGEET VASHISHTHA, "A Comparative Analysis of Innovative Cloud Data Pipeline Architectures: Snowflake vs. Azure Data Factory", International Journal of Creative Research Thoughts (IJCRT), 11(4), pp.j380-j391, April 2023. [View Paper](http://www.ijcrt papers/IJCRT23A4210.pdf)
• "Optimizing Modern Cloud Data Warehousing Solutions: Techniques and Strategies", International Journal of Novel Research and Development, 8(3), e772-e783, March 2023. [View Paper](http://www.ijnrd papers/IJNRD2303501.pdf)
• Chopra, E. P., Goel, E. O., & Jain, R. (2023). Generative AI vs. Machine Learning in cloud environments: An analytical comparison. Journal of New Research in Development, 1(3), a1-a17. [View Paper](tijer jnrid/viewpaperforall.php?paper=JNRID2303001)
• Antara, E. F. N., Khan, S., & Goel, O. (2023). Workflow management automation: Ansible vs. Terraform. Journal of Emerging Technologies and Network Research, 1(8), a1-a11. [View Paper](rjpn jetnr/viewpaperforall.php?paper=JETNR2308001)
• Antara, E. F., Jain, E. A., & Goel, P. (2023). Cost-efficiency and performance in cloud migration strategies: An analytical study. Journal of Network and Research in Distributed Systems, 1(6), a1-a13. [View Paper](tijer jnrid/viewpaperforall.php?paper=JNRID2306001)
• 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)
• "Machine Learning in Wireless Communication: Network Performance", International Journal of Novel Research and Development, Vol.9, Issue 8, pp.27-47, August 2024. Available at: IJNRD2110005.pdf
• "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)
• 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
• "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
• "Customer Satisfaction Improvement with Feedback Loops in Financial Services", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 5, page no.q263-q275, May 2024, Available :http://www.jetir papers/JETIR2405H38.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
• 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.