The Social Graph Scraper Method
by Claire Butler • Senior Director of Marketing at Figma
Claire was the 10th employee and first marketing hire at Figma, joining before the product launched. She has led Figma's bottom-up growth motion, community strategy, and go-to-market execution for over eight years, helping scale the company from stealth to a multi-billion dollar valuation.
🎙️ Episode Context
Claire Butler dissects Figma's legendary bottom-up go-to-market strategy, revealing how they ignored traditional marketing to build a product cult. She details the specific two-part framework of getting individual contributors to love the tool and then equipping them to spread it, while sharing tactical stories about manual user onboarding, the role of 'Designer Advocates' in sales, and how to execute community-led growth.
Problem It Solves
Helps early-stage startups identify who to target for feedback and influence when they have zero brand recognition.
Framework Overview
A scrappy, pre-launch tactic where you map the social connections of your target industry to identify clusters of influence, then hyper-target those nodes for feedback (not sales).
🧠 Framework Structure
Map the ecosystem: Identify the top 5...
Scrape/Analyze connections: Build a v...
Target the nodes: DM the influential ...
Leverage the graph: Use the feedback ...
Visualize expansion: Use internal too...
When to Use
During the Stealth or Beta phase when you need high-quality feedback and early evangelists but lack a marketing budget.
Common Mistakes
Using the identified leads for cold sales pitches instead of genuine product feedback requests.
Real World Example
Dylan Field (CEO) wrote a script to scrape Twitter connections of design leaders to map out clusters (e.g., iconographers, PMs). They then targeted specific influencers in those clusters for feedback, which kickstarted their community.
Dylan built this tool... where he identified a couple influencers... and figured out who followed them... and made this massive node graph of these pockets of different topics of design.
— Claire Butler