Elevation Gain

How important is elevation gain on long runs? I’ve seen a lot of advice that the route for your long runs should look like the route for your race. That makes a lot of sense to me if you have a hilly race. I’m running Chicago, which is flat AF, so does that mean I need to find flat terrain to train on? Or will the hills in my area just make me stronger?