The biggest problem with planning for scale is that engineers often have no idea what problems they will actually run into when they scale and they build useless shit that slows them down and doesn't help later at all.

I've come to the conclusion that the only strategy that works reliably is to build something that solves problems you have NOW rather than trying to predict the future.