Refersion

Shibo Zhu built Refersion to solve a real problem in e-commerce: merchants with thousands of online orders had no way to know which sales came from influencers or affiliate partners they'd commissioned. Without proper attribution, they couldn't calculate the right commissions or understand which marketing channels actually worked. Shibo's background as a technology consultant working with Fortune 500 companies gave him the strategic thinking to recognize this as a massive gap in the e-commerce ecosystem.

Refersion officially launched in 2014 (incorporated in 2015) with a freemium model. However, the tracking infrastructure proved too expensive—Shibo's team had to analyze every single order to determine if it belonged to an affiliate, which hammered server costs. By 2015, they pivoted to a paid-only model starting at $29, $79, and $179 price tiers. Those early plans included restrictions like limiting payouts to 130 conversions per month on the entry tier, multiple pricing metrics (affiliate sales volume, visitor counts), and tiered feature access. The core tracking mechanism used SKUs, emails, coupon codes, and referral links instead of cookies—a more reliable approach for the e-commerce use case.

Refersion's growth was almost entirely organic through app marketplace distribution. By integrating deeply with Shopify, Magento, and Stripe, they made onboarding frictionless—merchants could click a few buttons and be live. This "app store" strategy became their primary acquisition channel. The Shopify App Store listing grew to 758 reviews with a 4.7-star rating (658 five-star reviews), signaling strong product-market fit. They also leveraged partnerships with complementary tools like Recharge (for subscription orders) to cross-promote. By 2016, they had roughly 3,000 merchants and $894k in revenue.

Early pricing experiments against transaction volume and visitor counts didn't stick—merchants complained about being penalized for bad traffic or low order values. The team evolved to a simpler model: tiered plans ($89, $249) based on conversion volume, plus a percentage-of-GMV component (2.5% on enterprise). This captured the 90-10 network rule naturally: 90% of affiliates drive just 10% of sales, so limiting payouts worked better than limiting affiliates. By 2018, with ~4,000 merchants, they'd grown to $2.6M revenue. Crucially, they ditched lower-priced plans in 2019 to focus on enterprise customers and LTV, which helped double revenue to $5.1M. They also invested conservatively in marketing—only $200k/year in SEO and content creation (no paid ads)—keeping CAC at just $20-$25 per $89/month customer with a 60% free-trial-to-paid conversion rate. However, they struggled with 8-9% monthly churn (equivalent to 50% annual revenue retention), which VCs flagged as a concern.

As of January 2020, Refersion operates at approximately $520k MRR ($6.2M ARR) with 5,000 paid customers, having ended 2019 at ~$5.1M. They're profitable, bootstrapped throughout, with ~$1.5M in EBITDA and cash in the bank. The team is ~20-25 people: 6 engineers, outsourced QA, a marketing manager and freelance content creators, 3-4 business development reps, and customer success staff across two offices (NYC and Miami). They're seeing 200 new customer signups monthly. On Black Friday 2019 alone, they tracked 100M in GMV—roughly 10% of all Shopify orders that day. Shibo's next goal is $8M ARR, though he's exploring more aggressive marketing spend after hiring their first director of marketing.