Edge capabilities make the difference between a fragile insurance scraping setup that breaks whenever a carrier tweaks its UX and a robust proxy powered pipeline that delivers stable, high fidelity quote and coverage data month after month, and the first of these capabilities is form flow resilience, meaning the ability to drive complex, branching question sets that collect address, vehicle, health or property details without desynchronising from server side validation or anti automation checks. Instead of treating each quote page as an isolated HTML snapshot, the proxy orchestration layer coordinates with headless or browserless clients that track hidden fields, CSRF tokens, asynchronous risk scoring calls and client side rules that dynamically expose or hide questions based on prior answers, allowing the system to replay realistic customer journeys while still constraining exposure per IP through session budgets. Multi variant quote capture then builds on this foundation by running controlled permutations of inputs, for example varying driver age, voluntary excess, optional cover modules or payment frequency to map out the carrier's pricing surface within a given risk segment, and doing so in a way that tags each premium and term set with a consistent scenario identifier so actuaries can feed it directly into elasticity or uplift models. Finally, browserless JSON extraction targets the growing number of quote, policy and claims systems that load data via structured APIs behind a lightweight shell, enabling the proxy edge to intercept and normalise those responses without the overhead of full rendering, while still capturing enough context about headers, cookies and referers to prove that the calls were made through legitimate flows rather than ad hoc probing, an important distinction when insurers must demonstrate compliant behaviour to regulators and partners.