Travel pricing is hyper-contextual: the same hotel can display different rates by country, device, traveler mix, and daypart. A useful fleet must preserve those inputs while staying predictable under load. GSocks provisions diversified ASNs across booking geographies and applies session pinning so calendars, guests (adults/children), and room count persist through search, PLP, PDP, and checkout-intent flows. Rotation is measured rather than chatty—fewer TLS handshakes, steadier latency, and higher render success when events spike demand. Workloads shard by business purpose (parity patrols, mobile-rate verification, LOS grids, tax/fee audits), each with its own concurrency caps, retry ceilings, and fair-use pacing. Observability goes beyond HTTP codes: we track time-to-first-rate, duplicate-batch incidence, filter stickiness (free cancellation, breakfast, pay at hotel), and variance across markets and carriers so schedulers can choose windows that best reflect traveler reality. Security and governance are standard: mTLS, IP allow-lists, role separation, kill-switches, and immutable logs with POP identifiers. During heavy sales, adaptive backoff and route diversity prevent stampedes, preserving human-like cadence and protecting third-party infrastructure. The result is a calm, reliable collection surface that behaves like a considerate guest while yielding consistent, comparable snapshots week over week.