If you're doing simple Dijkstra and you only want to return a result for a single departure time, you're right that it's not too complicated as you still only have one cost per edge.

If you want to do computations in advance, as you need to for fast algorithms like Contraction Hierarchies, you have a cost-vs-time profile for each edge. Things can get complicated quickly.