The Ecom-RLVE framework creates adaptive, verifiable environments to test conversational agents in e-commerce. It uses a dynamic simulator to validate agent actions against real-world constraints. This prevents hallucinations during the shopping process. Developers can now benchmark agent reliability with concrete success metrics rather than relying on vague linguistic evaluations.