curl_cffi baseline earn us nothing.
Sticky Session & Concurrency Loss · Updated 2026
Your proxy bill is not GB bought. It is GB burned on flows that died mid-checkout.
A residential IP that disappears halfway through a login or checkout invalidates the cf_clearance token bound to
it, so every completed step has to be replayed from zero on a new IP. Sticker price per GB hides that tax.
Enter your workload and see the re-run loss rate, the real GB you burn, and what it costs per month —
sticky sessions versus forced per-request rotation.
Monthly ledger
Same 40-concurrency workload, same target sites, two IP strategies.
โ Sticky session
IP held for the full flow • default 10 min window
- cf_clearance re-run loss rateโ
- Step executions per flowโ
- Real traffic per flowโ
- Real consumed traffic / monthโ
- Completed flows / monthโ
- Cost per completed flowโ
โก Per-request rotation
New IP every request • clearance never survives a step
- Challenge re-run loss rateโ
- Step executions per flowโ
- Real traffic per flowโ
- Real consumed traffic / monthโ
- Completed flows / monthโ
- Cost per completed flowโ
Sticky session saves โ
Adjust the inputs to see how much the re-run tax costs you each month.
What is being calculated
expected step runs = steps ÷ (1 − drop)— with a drop probabilitydropper flow, a flow needs a geometric number of attempts; only the last one completes.re-run loss rate = drop ÷ (1 − drop)— the share of step executions that are pure waste because the sticky IP died and thecf_clearancecookie no longer matches the new exit IP.real traffic per flow = steps ÷ (1 − drop) × payload— the vendor meters every byte, including the bytes inside a flow that never finished.monthly attempts = concurrency × (active minutes ÷ duration) × 30andmonthly GB = monthly attempts × real traffic per flow.- Per-request rotation is modelled with the same geometric form, but the hazard is the per-request challenge failure rate rather than an IP drop, because a rotating IP can never carry a clearance token to the next step.
Same math, four mirrors: GPU TCO Space • RAG scraping TCO Space • this proxy Space • payments Space. Full sites: scrape • gpu • proxy • pay