Abstract
Cloud services are increasingly generating a large amount of Internet traffic. Much of it such as rich media and gaming traffic is not highly sensitive but prefers some protection. The traditional end-to-end encryption such as Transport Layer Security Protocol (TLS) is costly and has its own issues, such as increased latency, while the simple anonymity solutions cannot resist traffic analysis attacks. In this paper, we propose FlowShredder, a protocol-independent and in-network service to secure such traffic in the cloud. FlowShredder aims to break the association between the packets, the data flow, and the hosts by obfuscating the packet header (and some payload if needed). Without the context of the flow and the hosts, these packets are of little value to the adversary. The operation is carried out at cloud gateways, without encrypting the payload. Its simple logic can therefore be executed within a single pipeline of the Tofino programmable switch, to ensure wire-speed performance without the scalability issue. Being protocol-independent and operating in-network at wire speed make FlowShredder a practical and generic security service to protect the cloud traffic. In addition, FlowShredder can work with end-to-end encryption such as 0-RTT TLS (e.g., Quick UDP Internet Connections Protocol, QUIC) for enhanced protection, ideal for web browsing or real-time communications. We implement FlowShredder in Programming Protocol-Independent Packet Processors Language (P4) switches. Experiments in synthetic and real scenarios show that FlowShredder can effectively resist the traffic analysis attack with supervised learning techniques, and realize the wire-speed performance over a 100Gbps network while incurring minor overhead.
| Original language | English |
|---|---|
| Journal | Journal of Network and Computer Applications |
| Volume | 244 |
| DOIs | |
| State | Published - Dec 2025 |
Keywords
- Encryption
- Programmable data plane
- TLS
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