A new and distinct cultivar of blueberry (Vaccinium corymbosum hybrid) plant named ‘C03-038,’ characterized by its semi-upright plant shape and strong plant growth vigor, low chilling requirement, early timing of fruiting, medium fruit size with oblate shape, firm fruit suited to handling, good fruit flavor. This combination results in higher quality fruit with a later availability than other varieties.