The Absolute Volume Framework
by Archie Abrams • VP of Product and Head of Growth at Shopify
Leads an org of over 600 people across product, design, engineering, and growth. Previously at Udemy.
🎙️ Episode Context
Archie Abrams discusses Shopify's contrarian approach to growth and product development, including their refusal to use metrics for core product decisions, their 100-year planning horizon, and why they optimize for churn to maximize entrepreneurship.
Problem It Solves
Solves the 'Local Maxima' trap where teams make sign-up harder to artificially inflate conversion rates, inadvertently blocking potential 'diamond in the rough' users.
Framework Overview
A mindset shift from optimizing efficiency metrics (rates/percentages) to optimizing for absolute scale. It posits that optimizing conversion rates often incentivizes teams to shrink the top of the funnel to filter for quality, which reduces the total number of successful outcomes.
🔄 Transformation
Before
- •Ban 'Conversion Rate' as a primary North Star metric for growth teams.
- •Measure success by the absolute count of successful users (e.g., 'Total Activated Merchants').
After
- ✓Widen the top of the funnel (reduce friction) even if it lowers conversion rates.
- ✓Accept higher churn and lower efficiency metrics as the cost of capturing maximum outlier winners (Power Law).
When to Use
In power-law businesses (like platforms or VC/Angel investing) where a few massive winners cover the cost of many failures.
Common Mistakes
Panicking when churn rates increase or LTV/CAC drops temporarily; adding qualification steps (friction) to improve lead quality scores.
Real World Example
Shopify resists adding 'qualifying' friction during sign-up. They accept that many will fail (churn), but by keeping the door wide open, they ensure they don't accidentally block the next 'Allbirds' or 'FIGS' from starting.
In practice, it's actually almost always easier to just make it harder to do the thing right before your step in the funnel to increase your conversion rate... That will always hurt your conversion rate, but it may actually give you more people on the outside.
— Archie Abrams