[ feral intelligence ]
Stop counting clicks.
Start counting revenue.
Everything we know about referral and affiliate marketing, fraud detection, attribution, and why most Shopify brands are flying blind.
Affiliate Program Compliance for DTC Brands: FTC, Agreements, and What You Actually Need
Most DTC affiliate programs are one FTC complaint away from a problem. Here's what compliance actually requires — and what you need before your first payout.
Read →Why Your Best Customers Should Be Your First Affiliates
Your affiliate program already exists. You just haven't formalized it. Here's how to identify which customers are ready to become affiliates.
Read →How to Run an Affiliate Program on Shopify Without a Spreadsheet
Most Shopify affiliate programs live in a spreadsheet. Most die there too. Here's how to build one that actually scales.
Read →Referral vs Affiliate Marketing for Shopify: What's the Difference and Why Most Brands Run Both Badly
Referral and affiliate marketing feel like different programs. Here's why they're the same thing — and why running them separately is costing you.
Read →Referral vs Paid Social: Where Should a $5M DTC Brand Actually Spend?
Where should a $5M DTC brand actually spend — referral or paid social? The honest answer, including what paid social's ROI calculation is missing.
Read →Gateway Products: The Shopify Metric That Predicts Your Best Advocates
Some products turn customers into believers. Gateway products are the metric that predicts your strongest advocates — and most brands never track them.
Read →How to Audit Your Shopify Referral Program in 90 Days
A 90-day framework for auditing a Shopify referral program from scratch. What to measure, what to look for, and how to make the case to your founder.
Read →Referred Customer LTV vs Organic: The Number Most Shopify Brands Never Pull
Referred customer LTV vs organic — the number most Shopify brands never pull, and why it changes everything about how you invest in referral.
Read →What Is a Good Referral Program Conversion Rate? Shopify Benchmarks for 2026
What does a healthy referral program look like on Shopify? Benchmarks for referred revenue share, AOV, repeat purchase rate, and advocate activation.
Read →Referral Program Fraud on Shopify: How It Happens and What It Costs You
Self-referrals, repeat abuse, and browser extensions applying your codes at checkout. Here's what referral fraud actually looks like and what it costs.
Read →How to Measure Referral Program ROI on Shopify (The Right Way)
Most Shopify brands are measuring referral ROI with the wrong inputs. Here's how to do it correctly — and why discount code attribution is broken.
Read →Why Commission-Based Referral Pricing Penalizes Your Best Programs
Commission-based referral platforms charge more when your program performs better. That's not an aligned incentive. Here's the math.
Read →ReferralCandy Alternative for Shopify: What Growth Marketers Actually Need
ReferralCandy shows you clicks and advocate counts. Here's what growth marketers actually need — and why most referral platforms aren't built to provide it.
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