A bicycle brake caliper is disclosed that includes a brake caliper, a brake pad retaining member and a cover. The brake caliper is configured to selectively apply a braking force on a bicycle brake disc. The brake caliper includes a housing that has a brake pad access opening. The brake pad retaining member is removably installed on the brake caliper and extends into the brake pad access opening. A cover is at least partially retained within the brake pad access opening of the housing by the brake pad retaining member.