Yes. A customer can initiate a chargeback for receiving bad or unsatisfactory food from a restaurant. However, theyâre encouraged first to attempt to resolve the issue directly with the restaurant. Chargebacks should be a last resort and only pursued if the restaurant fails to address the concern satisfactorily.