EK seems to regularly send spare airframes to recover these situations rather than use other carriers or spare capacity. There are three alone on the current front page of The EK Source (Dammam, Toronto and Bangkok).

Is this true across other airlines, or if not, why the differences?

I could think of the alliance airlines getting a better deal on each others' flights but not sure if this is true or not.