Google ADK is the enterprise answer to the 'wild west' of agent frameworks. Unlike hobbyist tools, it treats agents as serious software components with strict typing, safety checks, and deployment manifests. It is the go-to choice if you are already in the Google Cloud/Gemini ecosystem and need to ship reliable agents to production, but it feels restrictive if you want to remain truly cloud-agnostic.