The Pinellas County Tax Collectors Office will start collecting bed tax dollars from a slew of home rental apps that operate similarly to AirBnb starting Oct. 1.Prior to the new partnerships with TripAdvisor and Expedia, only AirBnb had set up to pay Pinellas County directly on behalf its users.