Sync-Millibottleneck Attack on Microservices Cloud Architecture
Document Type
Conference Proceeding
Publication Date
7-1-2024
Abstract
The modern web services landscape is characterized by numerous fine-grained, loosely coupled microservices with increasingly stringent low-latency requirements. However, this architecture also brings new performance vulnerabilities. In this paper, we introduce a novel low-volume application layer DDoS attack called the Sync-Millibottleneck (SyncM) attack, specifically targeting microservices. The goal of this attack is to cause a long-tail latency problem that violates the service-level agreement (SLA) while evading state-of-the-art DDoS detection/defense mechanisms. The SyncM attack exploits two unique features of microservices architecture: (1) the shared frontend gateway that directs user requests to mid-tier/backend microservices, and (2) the co-existence of multiple logically independent execution paths, each with its own bottleneck resource. By creating synchronized millibottlenecks (i.e., sub-second duration bottlenecks) on multiple independent execution paths, SyncM attack can cause the queuing effect in each execution path to be propagated and superimposed in the shared frontend gateway. As a result, SyncM triggers surprisingly high latency spikes in the system, even when all system resources are far from saturation, making it challenging to trace the cause of performance instability. To evaluate the practicality of the SyncM attack, we conduct extensive experiments on real cloud systems such as EC2 and Azure, which are equipped with state-of-the-art IDS/IPS systems. We also conduct a large-scale simulation using a production Alibaba trace to show the scalability of our attack. Our results demonstrate that the SyncM attack is highly effective, as it only consumes less than 15% of additional CPU resources of the target system while increasing its 95th percentile response time by more than 20 times.
Publication Source (Journal or Book title)
ACM AsiaCCS 2024 - Proceedings of the 19th ACM Asia Conference on Computer and Communications Security
First Page
1157
Last Page
1171
Recommended Citation
Gu, X., Wang, Q., Yan, Q., Liu, J., & Pu, C. (2024). Sync-Millibottleneck Attack on Microservices Cloud Architecture. ACM AsiaCCS 2024 - Proceedings of the 19th ACM Asia Conference on Computer and Communications Security, 1157-1171. https://doi.org/10.1145/3634737.3644991
