Yes, you have to analyze the embodied energy, but solar panels are energy positive within 1-2 years these days: https://www.quora.com/How-much-more-energy-do-solar-panels-p...

It's really a no-brainer up to a certain amount of your grid mix (and that amount can be quite high).