The main risk is value capture, not relevance. Snowflake is likely to stay important, but if AI workloads become more portable, cheaper, or bundled inside
hyperscaler stacks, Snowflake could absorb more usage without keeping premium economics. The gating issues over the next year are proof of durable AI consumption, gross-margin quality as inference scales, and whether openness expands workloads faster than it weakens lock-in.