Marketing operations experience with funnel/attribution logic, lead scoring, deliverability norms
Built or operated unattended pipelines, integrations, or agents
Track record building production automation inside a GTM function (e.g., Clay, Zapier, Workato, n8n)
Evidence of moving from no-code workflows to code/repository practice (version control, CI, tests)
Technical baseline: SQL, Python, REST APIs, secrets management, BigQuery, HubSpot and Salesforce

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