Lead acid batteries are not exactly what I would call reliable. They require a lot of constant maintenance to ensure that they will work when you need them and they can easily degrade in such a way that they maintain voltage and appear to be good but then fail to deliver the needed amps when you demand them. This is made much worse in cold weather. Finally, if allowed to freeze when they are moderately drained, then the accumulated water inside will freeze and drastically shorten their life span.

I think I'd take Lithium Ion batteries over lead acid for almost every conceivable use-case. They are superior in almost every way. Lighter, less likely to leak acid everywhere, better long term storage (due to a low self-discharge) and better cold weather discharge performance. The only drawback would be a slightly increased risk of fire with Lithium.