The main risk is economic squeeze, not product irrelevance. Snowflake looks increasingly central to enterprise AI, but AWS, Azure, GCP, and open data stacks can cap pricing power, steer workloads elsewhere, or compress margins. The bull case needs AI workloads to stay additive, trust features to become paid control points, and cloud commitments to improve scale economics rather than trap
gross margin.