Disclosed is a caliper cover and associated bracket. The bracket includes a surface configuration that guides the bracket along the caliper and/or that applies an elastic force against the caliper for more stable assembly. The bracket also includes an engagement structure with an engagement tab that couples the bracket to the caliper, and an opening for allowing a bolt or other fastener to fasten the caliper cover to the bracket and caliper.