Cybersecurity/ Web Automation Expert: Sandbox for TikTok Ads → Google Ads Traffic Flow. Build Automated Sandbox to Replicate TikTok Ads → Google Ads Flow Project Overview: I am experiencing a sophisticated ad fraud attack draining $ from Google Ads. Real TikTok users are manipulated via the TikTok in-app browser to perform “shadow searches” and click my paid google ads, followed by form submissions on my landing page. I need a freelancer to *build a fully automated sandbox* that replicates this end-to-end flow, logs exact headers, redirects, and tracking parameters, and produces data to design real defenses. I need a expert to build a *fully automated sandbox environment* that replicates this end-to-end flow, logs exact headers, redirects, and tracking parameters, and produces data to design real defenses, and eventually block a "Human-as-a-Proxy" attack. The suspected mechanism involves real TikTok users unknowingly triggering Google searches and ad clicks, which appear legitimate to Google. Traffic seems to follow this pattern: TikTok Ad ↓ Intermediate Page ↓ Forced Google Search (prefilled keyword) ↓ User clicks Google Ad ↓ Landing page visit ↓ Form submission The goal of this project is to build a controlled sandbox environment that replicates this entire flow, allowing us to: • observe the technical behavior • understand how the traffic manipulation works • collect forensic evidence • design effective technical defenses This project is strictly defensive security research. Core Objective: Build an isolated testing environment (VPS) that simulates the full flow: TikTok Ad → Sandbox Page (Landing Page) → Redirect → Google Search → Ad Click → Target Site (Page/`s visits) → Form submission Build a fully automated sandbox environment capable of end to end simulation and analysis of a suspected traffic manipulation funnel involving: • TikTok in app browser • Google search navigation • paid ad click behavior • landing page interaction The sandbox should allow repeated experiments and record exactly what happens at each step. -Payment: 100% Escrow, released only after project is fully functional and meets all requirements -Detailed technical specifications, Reference Material, Project Overview, TECHNICAL BRIEF, TECHNICAL SPECIFICATIONS are available on request (separate files). Please ask & review them before applying. ••• PLEASE start your application with the phrase: 'I am a Web-Automation & TikTok-Ads Expert'. If this is missing, I will archive your proposal without reading it -Proposals that include a brief technical plan (5–10 sentences) will be ranked first.