A paint can shelf attaches to a sliding extension ladder fly section. The shelf includes two parallel arms which reach through hollow rungs of the sliding extension ladder fly section, whereby the shelf is raised and lowered with the sliding extension ladder fly section. Slides are attached to the arms on each side of the sliding extension ladder fly section and include low friction surfaces facing the fixed extension ladder section. The slides allow somewhat loose tolerances in the engagement of the arms with the ladder preventing the ladder sections from binding when the ladder is extended or lowered.