The Germans were able to transition from oil to synthetic fuels while in the middle of WWII. South Africa used the same to provide their energy for decades when the world prevented them from getting oil. We know from those experiences that synthetic fuels scale.

We also know from experience that synthetic fuels are around 5 times more expensive than oil, and so only niches are willing to pay for it if oil is an alternative.