CDNBrowsing of full-CDN content imposes near-zero operational cost on circumvention operators because all bandwidth is paid by the censored content publisher via their CDN contract; dynamic mirrors for partial-CDN sites impose negligible additional load compared to proxy-based systems — measured traffic relayed by CDNReaper dynamic mirrors versus the meek pluggable transport for sample sites was nearly negligible, while meek has cost Tor $26,536 total ($2,479/month at the time of measurement) despite a 1.5–3 MB/s per-user bandwidth cap and a discounted research grant rate.

A survey of the top 10,000 Alexa websites found that only 6% (Class 1) are fully hosted on shared CDNs with HTTPS deployments that allow removal of destination leakage — the only class browsable with plausible unobservability against a competent DPI-equipped censor — while 64% are partial-CDN sites (Class 4) whose CDN-hosted content (images, videos) can still be reached via content wrappers or dynamic mirrors at negligible operational overhead.

§5.1 evaluation

A domain-based website fingerprinting attack against CDNBrowsing traffic — using the per-domain packet volume exchanged during a browsing session as a decision-tree feature vector — achieves 0.991 ± 0.002 accuracy against CacheBrowser on 100 China/Iran-blocked HTTPS pages, modestly outperforming the state-of-the-art k-NN classifier of Wang et al. (0.94 ± 0.002) while being two orders of magnitude faster: 0.60 CPU-seconds training and 10 µs classification versus 90 CPU-seconds and 0.05 CPU-seconds on an Intel Xeon 3.5 GHz processor.

§3.2 detection

Real-world CDN HTTPS deployments leak the identity of visited websites through three distinct channels — TLS certificate contents (A2, B1, B2 deployments), the plaintext SNI field (B1), and dedicated IP address mappings (B2) — enabling censors to block CDNBrowsing connections via standard DPI or IP filtering without collateral damage to non-forbidden CDN content. Each leakage channel requires inspecting only a single packet from an HTTPS connection, making the attack low-cost and deployable on off-the-shelf censorship boxes.

§3.1 detection

CDNReaper's Scrambler defeats domain-based and Wang et al. k-NN fingerprinting by injecting decoy requests uniformly distributed across ndom popular domains and dropping ~24% of advertisement/analytics requests (which constitute on average 24% of top-1000 Alexa page requests); even at low traffic overheads, fingerprinting accuracy drops significantly from the 0.991/0.94 baseline, with dropping traffic providing more benefit at lower overhead budgets.

§4.4 defense