Do I have to claim the money I made on Rover as income on my taxes?

Yes, you do. Any money you earn during the year must be reported to the IRS on the your income tax form. You can either report it as miscellaneous income or use a Schedule C and file as an independent contractor. Using Schedule C allows you to deduct expenses you incurred, such as mileage to and from client homes, supplies, advertising, etc.