Unless something has changed, Venmo is not reversible regardless of the buyers original payment method (even if they used credit card to fund it). Venmo is literally cash on the glass, in a virtual form of course.
Those scared of Venmo and Zelle got that way due to very real horror stories of PayPal, which is not the same thing AT ALL.