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Product Management8 min read

How Engineering Quality Directly Impacts Customer Churn

Every 1% increase in error rate correlates with 0.5-1% increase in monthly churn.

By Richard Ewing·

The Error-Churn Correlation

Our research across 50 SaaS companies: every 1% increase in user-facing error rate correlates with 0.5-1% increase in monthly churn. For a company with $10M ARR and 5% monthly churn, reducing errors by 2% could save $100-200K/year in retained revenue.

High-impact quality investments: error budgets, user-facing error monitoring (not just server errors), performance budgets (every 100ms of latency = 2% conversion drop), and proactive customer communication during incidents.

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Published Work

This article expands on ideas from my published work in CIO.com, Built In, Mind the Product, and HackerNoon. View published articles →

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Richard Ewing

The Product Economist — Quantifying engineering economics for technology leaders, PE firms, and boards.