GPAL: Building Resilient Workflows - Selectors, Extraction, and Evasion Layers | Misc

Workflows break when pages change - renamed classes, shifting structure, and bot detection are the most common causes. GPAL stacks multiple independent resilience layers so a single site change does not take down an entire workflow. This video walks through the tools available at each layer and when to reach for each one. In this video: Strategy chains in selectors - how fallback order keeps selectors alive through redesigns Persistent selectors for cookie banners, CAPTCHA soft blocks, and recurring nags LLMDigest for extraction by meaning rather than structure GetHydratedData for pulling data directly from Next.js and React hydration payloads GetPageSource for archiving raw HTML so you can re-process historical captures later StealthType bitmask flags and how to combine only what your target needs Swapping the automation engine to change session fingerprint without touching workflow logic Named-constant structs and freehand string parameters for config values and AI models that work without a code update Part of the GPAL Misc series. Documentation: https://gpal.sditx.com #GPAL #BrowserAutomation #dotNET #CSharp #Automation #Misc