The present invention relates to solid oral dosage forms comprising liposomes, said liposomes comprising conjugates of cell penetrating peptides (CPPs) and a compound, selected from a lipid and a fatty acid, wherein said liposomes are comprised in an enteric-coated capsule or enteric-coated tablet. The present invention further relates to uses of said solid oral dosage forms for the oral delivery of therapeutic and diagnostic agents.