Sarcouncil Journal of Multidisciplinary

Sarcouncil Journal of Multidisciplinary

An Open access peer reviewed international Journal
Publication Frequency- Monthly
Publisher Name-SARC Publisher

ISSN Online- 2945-3445
Country of origin- PHILIPPINES
Frequency- 3.6
Language- English

Keywords

Editors

Design and Evaluation of Ransomware-Proof Storage Systems Using Immutable Snapshots and AI Detection

Keywords: Ransomware-resilient storage, immutable storage technologies, AI-driven behavioral analytics, WORM implementation, autonomous threat detection.

Abstract: Contemporary enterprise environments face unprecedented challenges from sophisticated ransomware threats that systematically target organizational storage infrastructure through advanced encryption-based extortion methodologies. Traditional data protection paradigms have demonstrated fundamental inadequacies against modern ransomware variants that exploit administrative privileges, traverse network boundaries, and systematically compromise backup repositories. This technical review examines next-generation ransomware-resilient storage architectures that integrate immutable storage technologies, artificial intelligence-driven detection systems, and automated response orchestration capabilities. The evaluation encompasses write-once-read-many (WORM) storage implementations, cryptographically-secured snapshot technologies, and hardware-enforced immutability mechanisms that establish tamper-resistant data repositories. Advanced machine learning algorithms facilitate real-time behavioral pattern identification through continuous monitoring of file system activities, entropy variations, and network communication protocols. These intelligent systems enable autonomous protective responses, including immediate data preservation, network isolation, and recovery validation procedures. Cross-platform integration strategies encompass hybrid cloud deployments that provide geographic distribution of protected data copies while maintaining centralized policy management. Performance optimization techniques, including inline deduplication, compression algorithms, and tiered storage management, ensure minimal computational overhead while delivering comprehensive security capabilities. Economic justification frameworks demonstrate positive return on investment through systematic cost-benefit evaluation encompassing protection expenditures against potential ransomware impact scenarios. Emerging technologies, including quantum-resistant cryptography, edge computing integration, and zero-trust architectural paradigms, represent the future evolution of storage protection systems designed to address increasingly sophisticated threat landscapes.

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