A pop-up health clinic in rural Virginia received deliveries of medicine from a drone Friday, the first government-approved drone delivery in the U.S.

But the orchestrated event also highlighted the hurdles that remain before such deliveries become everyday occurrences in U.S. skies, as envisioned by Amazon.com Inc. and Google Inc.

A manned...