Custom SceneComponent not attached on server

I have a SceneComponent attached to an actor. When loading that level on the dedicated server, the BeginPlay function never fires on the server (identified via debugging) and when asking the actor how many children it’s root component has, it reports the attached static mesh (a sphere) but not my custom scene component.

Any ideas?