The upside case is steady premium compounding, not a return to peak-era software euphoria. Snowflake already owns trusted data workflows inside large enterprises, and AI should expand the number of workloads per customer. That supports a
premium valuation, but outsourced infrastructure, open interoperability, and tougher large-cloud competition should keep the exit multiple below today’s level.