sixplus years building and shipping production software or data systems
Recent hands-on work in TypeScript, Python, or SQL
Deep marketing knowledge from marketing organization, MarTech company, or product or data role
Experience integrating marketing systems: ad platforms, analytics, CRM or CDP, and content tools
Experience building with LLMs: agents, evaluation, rule-based systems
Strong product judgment

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