Resource-aware Cyber Deception for Microservice-based Applications

التفاصيل البيبلوغرافية
العنوان: Resource-aware Cyber Deception for Microservice-based Applications
المؤلفون: Zambianco, Marco, Facchinetti, Claudio, Doriguzzi-Corin, Roberto, Siracusa, Domenico
سنة النشر: 2023
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Cryptography and Security
الوصف: Cyber deception can be a valuable addition to traditional cyber defense mechanisms, especially for modern cloud-native environments with a fading security perimeter. However, pre-built decoys used in classical computer networks are not effective in detecting and mitigating malicious actors due to their inability to blend with the variety of applications in such environments. On the other hand, decoys cloning the deployed microservices of an application can offer a high-fidelity deception mechanism to intercept ongoing attacks within production environments. However, to fully benefit from this approach, it is essential to use a limited amount of decoy resources and devise a suitable cloning strategy to minimize the impact on legitimate services performance. Following this observation, we formulate a non-linear integer optimization problem that maximizes the number of attack paths intercepted by the allocated decoys within a fixed resource budget. Attack paths represent the attacker's movements within the infrastructure as a sequence of violated microservices. We also design a heuristic decoy placement algorithm to approximate the optimal solution and overcome the computational complexity of the proposed formulation. We evaluate the performance of the optimal and heuristic solutions against other schemes that use local vulnerability metrics to select which microservices to clone as decoys. Our results show that the proposed allocation strategy achieves a higher number of intercepted attack paths compared to these schemes while requiring approximately the same number of decoys.
نوع الوثيقة: Working Paper
DOI: 10.1109/TSC.2024.3395919
الوصول الحر: http://arxiv.org/abs/2303.03151Test
رقم الانضمام: edsarx.2303.03151
قاعدة البيانات: arXiv