Skip Zapier, Go Straight to Code: GTM Engineering Explained from the Front Lines

Skip Zapier, Go Straight to Code: GTM Engineering Explained from the Front Lines

Author: Cody Schneider September 8, 2026 Duration: 48:51

Deploy AI agents for marketing - https://www.graphed.com/

GTM engineering is one of the fastest-growing roles in tech right now, but what does it actually involve, and why are companies scrambling to hire for it? In this episode, I sit down with Benyamin Holley, a GTM engineer who's worked at multiple startups including AirOps, to break down what this job really looks like day to day.

We dig into why API completeness is becoming the new buying criteria for software (and why Salesforce is quietly winning the AI era), why you should skip tools like Zapier and N8n entirely and go straight to code, and how "just-in-time" internal tools are changing the way teams build workflows. Ben also walks through real systems he's built and explains why expertise, not just tooling, is what actually separates winners in an increasingly saturated market.

We also get into the debate around cold email as a marketing channel vs. a sales channel, why attribution is still an unsolved problem, and what companies should actually look for when hiring a GTM engineer.

In this episode, we cover:

00:00 — What a GTM engineer actually is (and why every company is hiring one)

02:54 — Why Salesforce beats HubSpot now: API completeness is the buying criteria

05:29 — Skip Zapier and n8n entirely, go straight to code

08:31 — Your GitHub repo is your GTM portfolio

32:29 — The job-change bot: vibe-coding UserGems and what made it hard


There’s a certain kind of clarity that comes from being in the thick of it, where theory meets the messy reality of building something. In the Pit with Cody Schneider is built on that premise. Host Cody Schneider creates a space that feels less like a formal interview and more like pulling up a chair next to someone who’s figuring it out as they go. You’ll hear his own unfiltered brain dumps alongside conversations with founders and marketing leaders who are currently on the front lines. The focus is relentlessly practical: how do you actually land those crucial first customers, then scale that growth without breaking everything? What does it take to move from scrappy tactics to building a marketing team that can sustain momentum? This podcast digs into the specific strategies and operational choices that make a difference when the pressure is on. It’s for anyone who prefers gritty, firsthand accounts over polished success stories. Tune in for a regular dose of actionable insight from inside the trenches of startups and growth marketing.
Author: Language: English Episodes: 50

In the Pit with Cody Schneider | Marketing | Growth | Startups
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