The Unicorn Hire: Finding a GTM Engineer Who Understands Both Sales & Automation

updated on 26 February 2025

Why Your Next Sales Hire Isn’t an SDR—It’s a GTM Engineer

For years, sales orgs scaled outbound by hiring more SDRs. More calls, more emails, more outreach. But today, that model doesn’t scale efficiently—response rates are down, automation is catching up, and headcount-driven pipeline growth is becoming a thing of the past.

The best sales teams aren’t just hiring more people—they’re hiring better systems and processes. Enter the GTM Engineer: a sales hire who blends technical expertise with commercial acumen to build scalable, data-driven outbound workflows.

Why GTM Engineers Are Hard to Find

Most sales professionals understand outreach and pipeline generation, but they lack the technical depth to automate and optimize these processes. Meanwhile, many technically skilled professionals lack the commercial instincts to craft compelling messaging, structure offers, and drive revenue.

A great GTM Engineer is a hybrid: someone who understands both automation and sales psychology.

The Core Skill Set of a GTM Engineer

1. Clay: The Foundation Skill

GTM Engineers must be fluent in Clay, the single most powerful data enrichment and automation tool for outbound sales.

✔ Automating lead research & enrichment
✔ Building workflows that integrate with CRMs & outreach tools
✔ Running AI-powered prospecting at scale

2. Web Scraping: Extracting the Right Data, at the Right Time

A GTM Engineer should be able to extract competitive intelligence and market signals in real-time. This means experience with:

Serper.dev – Google search automation for competitive insights
ZenRows – Web scraping for real-time data extraction
✔ ScrapeLI & PhantomBuster – Extracting LinkedIn prospect data

3. APIs & Workflow Automation

Outbound sales is now an engineering problem—manual work isn’t scalable, but automating workflows via APIs is. GTM Engineers should be comfortable:

✔ Connecting CRM, enrichment, and outreach tools via API
✔ Automating data flows between LinkedIn, email, and CRM
✔ Building no-code/low-code workflows using Zapier & Make

4. Large Language Models: AI-Driven Personalization

Sales messaging is being transformed by AI, but effective personalization requires strategic LLM usage. GTM Engineers should understand:

✔ Model selection – Choosing the right LLM for email copy vs. lead research
✔ Prompt engineering – Structuring prompts to generate personalized, high-converting outreach
✔ Tools like Twain.ai & Octave – Automating email sequences and AI-assisted prospecting

5. Commercial Acumen: Sales & Copywriting Expertise

All the automation in the world won’t replace the need for great salesmanship. A top-tier GTM Engineer:

✔ Understands persuasive sales copy & email psychology
✔ Knows how to structure an outbound sequence for maximum engagement
✔ Can create & test compelling sales offers

How to Find & Hire a GTM Engineer

The ideal candidate likely hasn’t been an SDR—they’ve worked in RevOps, growth marketing, data-driven sales, or automation-heavy roles. When hiring, look for:

🔹 Technical competency – They can use Clay, API integrations, and scraping tools.
🔹 Revenue awareness – They think in terms of pipeline impact, not just automation for automation’s sake.
🔹 Systems thinking – They don’t see outbound as “more dials & emails,” but as a scalable process.

Final Thought: Why This Role Matters Now

Outbound sales isn’t dying—it’s evolving. The teams that hire GTM Engineers today will build the systems that dominate sales in the next five years. If you’re still scaling outbound by adding headcount instead of optimizing systems, you’re already behind.

Hiring a GTM Engineer isn’t just a competitive advantage—it’s a necessity.

Read more