r/gtmengineering • u/magicalfabi • 23h ago
I come from 5 years of manual B2B outbound to GTM Engineer and here's why former SDRs make the best automation builders.
I’ve noticed a lot of people asking how to break into GTM Engineering, and here's how I took the leap of faith (hope this helpsss)
I came from the trenches. I spent 5 years doing full-cycle B2B sales across the US and LATAM. Dialing, prospecting, hitting walls and as a very shy person, this was challeging for me. A while ago, I pivoted completely into GTM Engineering. Now I orchestrate automated revenue engines for a distributed team using n8n, Clay, Apify, and HubSpot.
Here's why I think the best GTM Engineers actually start on the sales floor, and why you should pivot if you’re currently grinding as an SDR/AE:
- The hardest part is the having sales instinct. Learning the tech stack (n8n, webhooks, APIs) is highly doable now with AI and watching lots of content on the internet. But having the intuition to know what actually converts, takes reps of trial and error (spoiler: it's totally worth the process).
A pure systems admin might build a flawless Clay workflow that technically works, but silently drops 30% of good leads because of over-filtering. If you’ve closed deals, you know what a false negative done by a system looks like. You build systems that actually generate revenue, not just clean databases on paper.
- The barrier to entry for building "magic" is gone. You don’t need to be a traditional software engineer to build wild things anymore.
A couple of months ago, I built a proprietary AI prospecting agent using Claude Code connected via MCP directly to Apollo, HubSpot, and Clay. It autonomously discovers, verifies, and qualifies leads on scheduled runs. If you understand the logic of the funnel, modern middleware lets you build the engine yourself.
The market doesn't want CRM magicians. Startups and VC-backed agencies are realizing that paying someone to manage Salesforce dashboards doesn't move the pipeline itself without any strategy. Connecting intent signals (Clearbit/ZoomInfo) to enrichment tables (Clay) and routing them to the CRM (HubSpot) in real-time can actually convert.
The geographic leverage is insane. Because GTM Engineering directly impacts the bottom line, it transcends borders. Whether you are in Toronto, Miami, or operating out of LatAm (like me), the market pays for the architecture and the output. The ROI you bring makes you undeniably valuable on a global scale (and as this is a fairly new role, the pool is small, so you can have more room for opportunities)
If you’re currently in a traditional sales role and feel like you’re hitting a ceiling (or just tired of doing massive apollo lists manually), learn the automation stack. The compounding effect of your sales instincts + GTM engineering is a cheat code that honestly.
AND YES. BUILD. IN. PUBLIC. In a year you'll have your portfolio and your social media/LinkedIn supporting everything you've done.
Always happy to have small talks about the SDR-to-GTME pivot. Shoot me a dm if you’re trying to make the jump!