Snowflake’s upside is becoming the default governed runtime where enterprises run always-on AI workflows, not just analytics. Observe adds a credible adjacent spend pool (
telemetry data) that fits Snowflake’s strengths (scale storage + governed access). The base case still assumes some valuation compression as Snowflake matures, but durable consumption, larger committed usage, and higher-margin software attach can keep it in premium software territory by 2031.