What are the most important factors for you when adopting a SaaS product?

Definitely features for me! I understand you equating reliability with market share, but think this is not necessarily the case anymore. I would instead look for bootstrapped products (vs VC funded, not that it's always negative), usually this means the founder is involved and customers are still the stakeholders, rather than investors.