SoftTap: A Software-Defined TAP via Switch-Based Traffic Mirroring

2021 IEEE 7th International Conference on Network Softwarization (NetSoft)(2021)

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摘要
With widespread deployment of virtualization technologies in datacenter networks, traditional tools used for network monitoring, such as hardware taps, become unfit. This is due to the inability of hardware solutions for dynamic deployment and virtual network monitoring. This paper presents the design and evaluation of SoftTap, a scalable alternative to hardware taps which is capable of operating over both physical and virtual switches. SoftTap is based on port and flow mirroring capabilities of commodity OpenFlow switches and is not limited to a specific network architecture or topology. A key design challenge in SoftTap is the fast computation of switch mirroring configurations in large-scale deployments. Our design is based on novel polynomial time approximation algorithms that are shown to achieve bounded approximation ratios compared to optimal solutions. We evaluate SoftTap using model-driven simulations as well as realistic Mininet experiments. Specifically, our simulations consider large networks to show the scalability of SoftTap. Mininet experiments, on the other hand, consider its real-world utility by implementing an intrusion detection system (IDS) and a VoIP metering application on top of SoftTap. In our experiments, under SoftTap, IDS achieves up to 25% higher detection recall, while VoIP metering achieves up to 23% less packet loss compared to existing mirroring-based traffic monitoring approaches.
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