I would like to run just one power cable parallel to each strip so that I can tap in here and there for more power. Do you think this is good?
Yes. This is enormous compared to the strip's PCB track.
Or can I get away with a thinner cable?
I am sure you can. I would say you could get away with 14 AWG.