ICETETI-2024 | View PDF
Paper Id:ICETETI-MSM137
doi: 10.71141/30485037/ICETETI-MSM137

AI-Driven Backup Strategies: Optimizing Security and Ensuring Data Integrity in Cloud Environments

Oliver Zhang, Syed Ali Fathima

Citation:
Oliver Zhang, Syed Ali Fathima, "AI-Driven Backup Strategies: Optimizing Security and Ensuring Data Integrity in Cloud Environments", International Journal of Multidisciplinary on Science and Management, pp. 268-273, 2024.

Abstract:
Data security and integrity are critical concerns in cloud computing. Traditional backup strategies are increasingly being replaced by AI-driven solutions that enhance efficiency, security, and resilience. This paper explores AI-driven backup strategies, examining their role in optimizing security and ensuring data integrity. AI-based techniques such as predictive analytics, anomaly detection, and automated restoration reduce downtime and mitigate risks associated with data loss. Additionally, AI enhances encryption, access control, and compliance monitoring. This paper presents a comprehensive cost-benefit analysis, evaluates different AI-driven backup architectures, and highlights future research directions.

Keywords: Backup Security, Multi-Layered Encryption, Role-Based Access Control, Real-Time Threat Analysis, Cybersecurity, Data Integrity, Data Breach Prevention.

References:
1. Garfinkel, S. (2020). Data Backup and Recovery: Best Practices for Protecting Your Organization. O'Reilly Media.
2. O'Rourke, A., & Jones, M. (2021). Implementing Multi-Factor Authentication in Backup Systems: A Practical Guide. Wiley.
3. Taresh Mehra . “The Critical Role of Role-Based Access Control (RBAC) in Securing Backup, Recovery, and Storage Systems”, International Journal of Science and Research Archive, 2024, 13(01), 1192–1194.
4. Dawson, M. (2019). Comprehensive Security Solutions: The Role of Encryption and Authentication. Information Security Journal: A Global Perspective, 28(3), 215-227. https://doi.org/10.1080/19393555.2019.1575617
5. Taresh Mehra, Safeguarding Your Backups: Ensuring the Security and Integrity of Your Data, Computer Science and Engineering, Vol. 14 No. 4, 2024, pp. 75-77. doi: 10.5923/j.computer.20241404.01.
6. Taresh Mehra, “A Systematic Approach to Implementing Two-Factor Authentication for Backup and Recovery Systems”, International Research Journal of Modernization in Engineering Technology and Science, Volume:06/Issue:09/September-2024.
7. Geetesh Sanodia, “Framework for Efficient Data Management in Salesforce Using APIS”, International Journal of Computer Applications (IJCA), 2(2), 2021. pp. 29-38.
8. Shrikaa Jadiga, "Big Data Engineering Using Hadoop and Cloud (GCP/AZURE) Technologies," International Journal of Computer Trends and Technology, vol. 72, no. 8, pp.60-69, 2024.,
9. S. K. Suvvari, "An exploration of agile scaling frameworks: Scaled agile framework (SAFe), large-scale scrum (LeSS), and disciplined agile delivery (DAD)," Int. J. Recent Innov. Trends Comput. Commun., vol. 7, no. 12, pp. 9–17, 2019.
10. Brahmaji, K.K.P. (2024). Explainable AI in data analytics: Enhancing transparency and trust in complex machine learning models. International Journal of Computer Engineering and Technology, 15(5), 1054–1061. https://iaeme.com/MasterAdmin/Journal_uploads/IJCET/VOLUME_15_ISSUE_5/IJCET_15_05_099.pdf
11. Suman Chintala, "Next - Gen BI: Leveraging AI for Competitive Advantage", International Journal of Science and Research (IJSR), Volume 13 Issue 7, July 2024, pp. 972-977, https://www.ijsr.net/getabstract.php?paperid=SR24720093619, DOI: https://www.doi.org/10.21275/SR24720093619
12. Sudheer Amgothu, Giridhar Kankanala, 2024. Adoption of Source Control Systems in the Software Industry, ESP Journal of Engineering & Technology Advancements 4(1): 122-125.
13. Sateesh Reddy Adavelli, "Zero-Day Threat Protection: Advanced Cybersecurity Measures for Cloud-Based Guidewire Implementations", International Journal of Science and Research (IJSR), Volume 12 Issue 9, September 2023, pp. 2219-2231, https://www.ijsr.net/getabstract.php?paperid=SR23092085343, DOI: https://www.doi.org/10.21275/SR23092085343
14. Apurva Kumar, Shilpa Priyadarshini, “Adaptive AI Infrastructure: A Containerized Approach For Scalable Model Deployment”, International Research Journal of Modernization in Engineering Technology and Science, Volume:06/Issue:11/November-2024, https://www.doi.org/10.56726/IRJMETS64700
15. Naga Ramesh Palakurti, 2023. "Evolving Drug Discovery: Artificial Intelligence and Machine Learning's Impact in Pharmaceutical Research" ESP Journal of Engineering & Technology Advancements, 3(3): 136-147.
16. Muthukumaran Vaithianathan, Mahesh Patil, Shunyee Frank Ng, Shiv Udkar, 2024. "Energy-Efficient FPGA Design for Wearable and Implantable Devices", ESP International Journal of Advancements in Science & Technology (ESP-IJAST), Volume 2, Issue 2: 37-51.
17. Naga Lalitha Sree Thatavarthi, “Enhancing Customer Experience in Furniture Retail through Full Stack E-commerce Platforms”, Journal of Technological Innovations, vol. 2, no. 3, Jul. 2021, doi: 10.93153/3f27en32.
18. Rajarao Tadimety Akbar Doctor, 2016.” A METHOD AND SYSTEM FOR FLICKER TESTING OF LOADS CONTROLLED BY BUILDING MANAGEMENT DEVICES”, patent Office IN, Patent number-201641009974, Application number, 201641009974,
19. Apurva Kumar, "Building Autonomous AI Agents based AI Infrastructure," International Journal of Computer Trends and Technology, vol. 72, no. 11, pp. 116-125, 2024. Crossref, https://doi.org/10.14445/22312803/IJCTT-V72I11P112
20. S. Duary, P. Choudhury, S. Mishra, V. Sharma, D. D. Rao and A. Paul Aderemi, "Cybersecurity 0054hreats Detection in Intelligent Networks using Predictive Analytics Approaches," 2024 4th International Conference on Innovative Practices in Technology and Management (ICIPTM), Noida, India, 2024, pp. 1-5, doi: 10.1109/ICIPTM59628.2024.10563348.
S. Kumar, R. S. M. Joshitta, D. D. Rao, Harinakshi, S. Masarath and V. N. Waghmare, "Storage Matched Systems for Single-Click Photo Recognition Using CNN," 2023 International Conference on Communication, Security and Artificial Intelligence (ICCSAI), Greater Noida, India, 2023, pp. 1-7, doi: 10.1109/ICCSAI59793.2023.10420912.
21. Chandrakanth Lekkala (2023) Deploying and Managing Containerized Data Workloads on Amazon EKS. Journal of Artificial Intelligence & Cloud Computing. SRC/JAICC-342. DOI: doi.org/10.47363/JAICC/2023 (2)324.
22. Mihir Mehta, 2024,” A Comparative Study Of AI Code Bots: Efficiency, Features, And Use Cases”, International Journal of Science and Research Archive, volume 13, Issue 1, 595–602,
23. Priyanka Gowda Ashwath Narayana Gowda (2022) Zero Trust: A Paradigm Shift in Banking Cybersecurity. Journal of Economics & Management Research. SRC/JESMR-E104. DOI: doi.org/10.47363/JESMR/2022(3)E104.
24. Karthik Hosavaranchi Puttaraju, "A Roadmap for Business Model and Capability Transformation in the Digital Age: Strategies for Success", International Journal of Business Quantitative Economics and Applied Management Research, Volume-7, Issue-7, 2023.
25. Karthik Chowdary Tsaliki, "Leveraging Large Language Models for Fraud Prevention in E-commerce", International Journal of Innovative Research in Science, Engineering and Technology, Volume 13, Issue 8, August 2024.
26. Next-Generation Decision Support: Harnessing AI and ML within BRMS Frameworks (N. R. Palakurti , Trans.). (2023). International Journal of Creative Research In Computer Technology and Design, 5(5), 1-10. https://jrctd.in/index.php/IJRCTD/article/view/42
27. Sateesh Reddy Adavelli, "AI and Cloud Synergy in Insurance: AWS, Snowflake, and Guidewire’s Role in DataDriven Transformation", International Journal of Innovative Research in Science, Engineering and Technology (IJIRSET), Volume 12, Issue 6, June 2023.
28. Bhat, A., & Gojanur, V. (2015). Evolution of 4g: A Study. International Journal of Innovative Research in ComputerScience & Engineering (IJIRCSE). Booth, K. (2020, December 4). How 5G is breaking new ground in the construction industry. BDC Magazine.https://bdcmagazine.com/2020/12/how-5g-is-breaking-new-ground-in-the-constructionindustry/.
29. Vishwanath Gojanur, Aparna Bhat, “Wireless Personal Health Monitoring System”, IJETCAS: International Journal of Emerging Technologies in Computational and Applied Sciences, eISSN: 2279-0055, pISSN: 2279-0047, 2014.
30. Chanthati, Sasibhushan Rao. (2022). A Centralized Approach To Reducing Burnouts in the I t Industry Using Work Pattern Monitoring Using Artificial Intelligence. International Journal on Soft Computing Artificial Intelligence and Applications. Sasibhushan Rao Chanthati. Volume-10, Issue-1, PP 64-69.
31. Muthukumaran Vaithianathan, Mahesh Patil, Shunyee Frank Ng, Shiv Udkar, 2024. "Low-Power FPGA Design Techniques for Next-Generation Mobile Devices", ESP International Journal of Advancements in Computational Technology (ESP-IJACT), Volume 2, Issue 2: 82-93.
32. Bhat, A., Gojanur, V., & Hegde, R. (2014). 5G evolution and need: A study. In International conference on electrical, electronics, signals, communication and optimization (EESCO)—2015.
33. Chandrakanth Lekkala 2023. “Implementing Efficient Data Versioning and Lineage Tracking in Data Lakes”, Journal of Scientific and Engineering Research, Volume 10, Issue 8, pp. 117-123.
34. Muthukumaran Vaithianathan, Mahesh Patil, Shunyee Frank Ng, Shiv Udkar, 2024. "Integrating AI and Machine Learning with UVM in Semiconductor Design", ESP International Journal of Advancements in Computational Technology (ESP-IJACT), Volume 2, Issue 3: 37-51.
35. Chanthati, Sasibhushan Roa. (2021). A segmented approach to encouragement of entrepreneurship using data science. World Journal of Advanced Engineering Technology and Science. https://doi.org/10.30574/wjaets.2024.12.2.0330.
36. Nimeshkumar Patel, 2022. ”Quantum Cryptography In Healthcare Information Systems: Enhancing Security in Medical Data Storage and Communication”, Journal of Emerging Technologies and Innovative Research, volume 9, issue 8, pp.g193-g202.
37. Patel, N. (2024, March). Secure Access Service Edge (Sase): “Evaluating The Impact Of Convereged Network Security architectures In Cloud Computing.” Journal of Emerging Technologies and Innovative Research. https://www.jetir.org/papers/JETIR2403481.pdf
38. Arnab Dey, 2021. “Implementing Latest Technologies from Scratch: A Strategic Approach for Application Longevity” European Journal of Advances in Engineering and Technology, 2021, 8 (8): 22-26. | PDF
39. Lekkala, Chandrakanth, AI-Driven Dynamic Resource Allocation in Cloud Computing: Predictive Models and Real-Time Optimization (February 06, 2024). J Artif Intell Mach Learn & Data Sci | Vol: 2 & Iss: 2, Available at SSRN: https://ssrn.com/abstract=4908420 or http://dx.doi.org/10.2139/ssrn.4908420
40. Dhamotharan Seenivasan, Muthukumaran Vaithianathan, 2023. "Real-Time Adaptation: Change Data Capture in Modern Computer Architecture", ESP International Journal of Advancements in Computational Technology (ESP-IJACT), Volume 1, Issue 2: 49-61.
41. Sainath Muvva, “DataMesh: A Decentralized Approach to Big Data and AI/ML Management”, Internaitonal Journal of Scientific Research in Engineering and Management, Volume: 08 Issue: 01 | Jan – 2024.
42. Chandrakanth Lekkala 2022. “Automating Infrastructure Management with Terraform: Strategies and Impact on Business Efficiency”, European Journal of Advances in Engineering and Technology, 2022, 9(11): 82-88.
43. Dixit, A.S., Nagula, K.N., Patwardhan, A.V. and Pandit, A.B., 2020. Alternative and remunerative solid culture media for pigment-producing serratia marcescens NCIM 5246. J Text Assoc, 81(2), pp.99-103.
44. Dixit, A.S., Patwardhan, A.V. and Pandit, A.B., 2021. PARAMETER OPTIMIZATION OF PRODIGIOSIN BASEDDYE-SENSITIZED SOLAR CELL. International Journal of Pharmaceutical, Chemical & Biological Sciences, 11(1), pp.19-29.
45. Vinay Panchal, 2025. “Designing for Longer Battery Life: Power Optimization Strategies in Modern Mobile SOCS”, International Journal of Electrical Engineering and Technology (IJEET) Volume 16, Issue 1, January-February 2025, pp. 1-17, Article ID: IJEET_16_01_001 Available online at https://iaeme.com/Home/issue/IJEET?Volume=16&Issue=1
46. Dixit, A., Sabnis, A., Balgude, D., Kale, S., Gada, A., Kudu, B., Mehta, K., Kasar, S., Handa, D., Mehta, R. and Kshirsagar, S., 2023. Synthesis and characterization of citric acid and itaconic acid-based two-pack polyurethane antimicrobial coatings. Polymer Bulletin, 80(2), pp.2187-2216.
47. Sainath Muvva, 2021. "Cloud-Native Data Engineering: Leveraging Scalable, Resilient, and Efficient Pipelines for the Future of Data", ESP Journal of Engineering & Technology Advancements 1(2): 287-292.
48. M. Rele and D. Patil, "Revolutionizing Liver Disease Diagnosis: AI-Powered Detection and Diagnosis", International Journal of Science and Research (IJSR), 2023.https://doi.org/10.21275/SR231105021910
49. V. Kakani, B. Kesani, N. Thotakura, J. D. Bodapati and L. K. Yenduri, "Decoding Animal Emotions: Predicting Reactions with Deep Learning for Enhanced Understanding," 2024 IEEE 9th International Conference for Convergence in Technology (I2CT), Pune, India, 2024, pp. 1-6, doi: 10.1109/I2CT61223.2024.10543616.
50. Lakshmana Kumar Yenduri, 2024. "Low Latency High Throughput Data Serving Layer for Generative AI Applications using the REST-based APIs" ESP International Journal of Advancements in Computational Technology (ESP-IJACT) Volume 2, Issue 3: 61-76.
51. Vinay Panchal, 2024. “Thermal and Power Management Challenges in High-Performance Mobile Processors”, International Journal of Innovative Research of Science, Engineering and Technology (IJIRSET), Volume 13, Issue 11, November 2024 |DOI: 10.15680/IJIRSET.2024.1311014.