Cass places AI coding tools in a low-switching-cost category, yet ClickHouse's Anthropic spend rose 100x after an internal adoption push.

Snowflake's expensive enterprise sales model proved harder to replicate than DataDog's product-led growth motion, but ClickHouse now recognizes it must layer enterprise sales on t…

Datadog's self-service motion lets developers deploy an agent and instrument applications without speaking to sales, making its playbook easier for ClickHouse to follow than Snowf…

Langfuse's three founders are building the essential observability layer for AI agents, a category every enterprise will need as agentic workflows proliferate, making it a strateg…

Cass sees Harvey leading specialized legal AI today, but says ClickHouse is an infrastructure provider and cannot predict whether Harvey or Legora will ultimately be larger.

Cass points to Databricks' open-source foundation as a credible challenge to Snowflake's closed ecosystem, while explicitly preferring Datadog in observability and warning that a…

Cass argues that global infrastructure companies need relationships with regional hyperscalers and local-language teams, citing ClickHouse's Alibaba partnership in China.

Microsoft is a ClickHouse power user for some of its largest analytical workloads; Cass also says Satya Nadella impressed him, supporting a close technology relationship.

ClickHouse works with Cerebras, Nvidia, and other chipmakers; Cass expects hyperscalers and frontier labs to become relevant providers in a more distributed chip ecosystem.

Aaron Cass worries that public exposure to a handful of concentrated names could turn an Nvidia drawdown into a broad monetary shock for American households.