Breaking the rules of growth: Why Shopify bans KPIs, optimizes for churn, prioritizes intuition, and builds toward a 100-year vision

Archie Abrams, VP Product and Head of Growth at Shopify, walks through how Shopify grows at massive scale. The conversation covers its cohort-based, long-horizon view of value (GMV over years rather than short-term conversion), long-term holdout experiments, the avoidance of KPIs in core product in favor of taste and a 100-year vision, and how growth, sales, and marketing are organized.

01Key learnings

• Optimize for the absolute number of people reaching each funnel stage, not local conversion rates, since rate-chasing teams often just make the prior step harder.
• Judge growth by the total long-term value of a merchant cohort (cumulative GMV over several years) rather than per-merchant or short-term metrics.
• Keep long-term holdouts and revisit experiments at 3, 6, 12, and 24 months, because many short-term wins fade and some neutral results turn positive.
• Expect roughly 30-40% of experiments that show early lift to show no lift after a year; shipping early wins is still fine, but don't overestimate their impact.
• Reducing monetary friction (trials, credits, incentives) can unlock entrepreneurs who would otherwise give up, revealing value that short-term metrics miss.
• Invest in onboarding and personalized guidance; collecting more signup information and tailoring setup is a major, often underrated lever for long-term success.
• Use founder-driven taste and a small group of accountable reviewers when metrics are not the primary driver; without either metrics or strong taste, teams drift into haphazard building.
• Attribution gets harder with hybrid self-serve-to-sales journeys; move toward incrementality testing rather than relying only on attribution models.

02Frameworks mentioned

Summary and takeaways written by PM Atlas; quotes are short excerpts. © the original author.