Marcus led operations at a 40-person direct-to-consumer brand where a broken automation meant unshipped orders. He builds every workflow tested on this site against a live sandbox with real order and invoice data, then deliberately breaks it to see how the tool recovers. He covers automation, agents, and integrations.
Eight years in e-commerce operations
Built and maintained 200-plus production automations
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