HOLISTIC CYBERSECURITY FRAMEWORKS FOR REAL-TIME DATA ANALYTICS IN CLOUD PLATFORMS: ENSURING END-TO-END PROTECTION
Keywords:
Cloud Computing, Real-Time Analytics, Cybersecurity, Data Breaches, Zero-Trust SecurityAbstract
This article explores the critical intersection of cloud computing, real-time data analytics, and cybersecurity in the context of digital transformation. It examines the rapid growth of cloud technologies and their impact on data management across various industries. The article highlights the benefits of real-time data analytics in cloud environments, particularly for sectors like finance, healthcare, and e-commerce. However, it also addresses the unique cybersecurity challenges that arise from this integration, including data breaches, unauthorized access, DDoS attacks, and advanced persistent threats. The article proposes a comprehensive, multi-faceted cybersecurity framework to address these challenges, incorporating zero-trust security models, advanced encryption techniques, machine learning for anomaly detection, micro-segmentation, and automated threat intelligence. Through analysis of industry reports, case studies, and statistical data, the article provides insights into the effectiveness of these security measures and their potential to safeguard sensitive information in dynamic cloud environments.
References
Gartner, "Gartner Forecasts Worldwide Public Cloud End-User Spending to Grow 18% in 2024," April 19, 2023. [Online]. Available: https://www.gartner.com/en/newsroom/press-releases/2024-05-20-gartner-forecasts-worldwide-public-cloud-end-user-spending-to-surpass-675-billion-in-2024#:~:text=Worldwide%20end-user%20spending%20on%20public%20cloud%20services%20is
S. Baesens, V. Van Vlasselaer, and W. Verbeke, "Fraud Analytics Using Descriptive, Predictive, and Social Network Techniques: A Guide to Data Science for Fraud Detection," Wiley, 2015. [Online]. Available: https://doi.org/10.1002/9781119146841
Cloud Security Alliance, "Top Threats to Cloud Computing: The Egregious 11," 2020. [Online]. Available: https://cloudsecurityalliance.org/artifacts/top-threats-to-cloud-computing-egregious-eleven/
MarketsandMarkets, "Cloud Analytics Market by Solution, Deployment Mode, Organization Size, Industry Vertical, & Region - Global Forecast to 2025," July 2020. [Online]. Available: https://www.marketsandmarkets.com/Market-Reports/cloud-analytics-market-959.html
G. Linden, B. Smith, and J. York, "Amazon.com recommendations: Item-to-item collaborative filtering," IEEE Internet Computing, vol. 7, no. 1, pp. 76-80, Jan.-Feb. 2003. [Online]. Available: https://ieeexplore.ieee.org/document/1167344
Ponemon Institute, "The State of Cloud Security 2020," June 2020. [Online]. Available: https://www.sophos.com/en-us/content/state-of-cloud-security#:~:text=Learn%20More.%20Secure%20your%20cloud%20workloads.%20Protect%20virtual
Cloud Security Alliance, "State of Cloud Security Concerns, Challenges, and Incidents," February 2021. [Online]. Available: https://cloudsecurityalliance.org/artifacts/state-of-cloud-security-concerns-challenges-and-incidents/
Thales Group, "2022 Thales Cloud Security Report," January 2022. [Online]. Available: https://cpl.thalesgroup.com/resources/cloud-security/2022/cloud-security-research-report#:~:text=2022%20Thales%20cloud%20security%20study%20report%20shows%20the
Forrester Research, "The State Of Cloud Security 2021," August 2021. [Online]. Available: https://www.sonatype.com/hubfs/State_of_Cloud_Security_2021.pdf
IBM Security, "Cost of a Data Breach Report 2023," July 2023. [Online]. Available: https://www.ibm.com/reports/data-breach
N. Paladi and C. Gehrmann, "Towards Secure Multi-tenant Virtualized Networks," in IEEE Transactions on Cloud Computing, vol. 7, no. 4, pp. 973-985, Oct.-Dec. 2019. [Online]. Available: https://ieeexplore.ieee.org/document/7345410
