Snowflake’s non-linear upside comes from AI/
agents increasing always-on data workloads (evaluation, governed retrieval, monitoring, app runtimes) and from moving value capture up the stack from “queries” toward governed workflows (policy, audit, budgets, verified data products). The company can still win in an open, multi-engine world if it becomes the trusted control plane where sensitive enterprises standardize access, logging, and spend controls—features that don’t disappear when file formats commoditize.
Multiple expands only if management proves consumption re-acceleration plus operating discipline; otherwise upside is mostly revenue-driven with some
multiple compression.