The Ecom-RLVE framework introduces adaptive, verifiable environments to benchmark conversational agents in e-commerce. It uses a dynamic feedback loop to test how agents handle complex user requests and inventory changes. This approach reduces the gap between simulated training and real-world deployment. Developers can now validate agent reliability before pushing updates to live retail storefronts.