[Practical Engineering on YouTube just released a video talking about this](https://www.youtube.com/watch?v=Nteyw40i9So).
Summary:
* steel rails last longer
* steel wheels have less friction and can carry more weight
Train wheels and rails both have to be replaced periodically, just like the brakes in your car.
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