Hardware leads the ground-based inventory scanning robots market at 48.0% share by component, followed by cycle counting at 38.0% by application and tower scanning robots at 34.0% by technology. Market adoption is driven by warehouse automation and inventory accuracy, while integration complexity, deployment costs, and data reliability remain key implementation challenges.