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May 29, 2020 · 27m · top-founders

Refersion.com: Bootstrapped SaaS Doing $1.5m in Cash Flow

Shibo Zhu · 13m spoken Nathan Latka · 10m spoken
0:00 / 0:00

gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions

In this interview, Refersion co-founder Shibo Zhu details how his bootstrapped affiliate marketing SaaS platform scaled to over $5 million in ARR and $1.5 million in EBITDA cash flow through hybrid subscription and GMV take-rate pricing, lean operations, and organic Shopify App Store acquisition.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Nathan holds 42.2% of the talking time here. How this is scored →

Nathan as informed peer 5.8 Guest teaching 4.0 Guest disagreement 1.2 Nathan pushing back 3.4
05100:0010:0020:000:23–5:33 · Nathan as informed peer 5/10 GetLatka Premium Membership and Database Promotion Nathan digs into Refersion's business model, commission structures, and specific tracking mechanisms. Shibo explains technical details regarding local storage instead of cookies and clarifies how the 130 monthly payout limit triggers upgrades.5:34–10:36 · Nathan as informed peer 6/10 Pricing Evolution and Transition from Freemium Nathan cites specific archival research showing Refersion's exact four-tier pricing structure from March 2015. Shibo explains why they abandoned GMV percentage cutoffs and visitor-based pricing due to merchant pushback and bad pixel traffic.10:38–16:31 · Nathan as informed peer 6/10 Historical Revenue Growth and Black Friday Scale Nathan inspects historical revenue scaling from $894k in 2016 to $5.1m in 2019 and drills into Black Friday volume claims. Shibo corrects Nathan's assumption by noting the 10% figure represented Shopify orders rather than GMV, and Nathan reconciles the multi-platform breakdown.16:32–20:24 · Nathan as informed peer 5/10 App Store Inbound Strategy and Conversion Funnel Nathan investigates app store acquisition channels, conversion rates, and activation metrics. Shibo breaks down their 60% trial-to-paid conversion rate and what triggers merchant activation.20:24–25:59 · Nathan as informed peer 7/10 EBITDA Profitability, Lean Team, and Churn Metrics Nathan immediately catches a major metric confusion when Shibo states an 8-9% annual churn rate is high for an $89/mo product. Nathan benchmarks the data against 2,000 SaaS companies to demonstrate it must be monthly churn, prompting Shibo to correct his figure.0:23–5:33 · Guest teaching 4/10 GetLatka Premium Membership and Database Promotion Nathan digs into Refersion's business model, commission structures, and specific tracking mechanisms. Shibo explains technical details regarding local storage instead of cookies and clarifies how the 130 monthly payout limit triggers upgrades.5:34–10:36 · Guest teaching 3/10 Pricing Evolution and Transition from Freemium Nathan cites specific archival research showing Refersion's exact four-tier pricing structure from March 2015. Shibo explains why they abandoned GMV percentage cutoffs and visitor-based pricing due to merchant pushback and bad pixel traffic.10:38–16:31 · Guest teaching 5/10 Historical Revenue Growth and Black Friday Scale Nathan inspects historical revenue scaling from $894k in 2016 to $5.1m in 2019 and drills into Black Friday volume claims. Shibo corrects Nathan's assumption by noting the 10% figure represented Shopify orders rather than GMV, and Nathan reconciles the multi-platform breakdown.16:32–20:24 · Guest teaching 2/10 App Store Inbound Strategy and Conversion Funnel Nathan investigates app store acquisition channels, conversion rates, and activation metrics. Shibo breaks down their 60% trial-to-paid conversion rate and what triggers merchant activation.20:24–25:59 · Guest teaching 6/10 EBITDA Profitability, Lean Team, and Churn Metrics Nathan immediately catches a major metric confusion when Shibo states an 8-9% annual churn rate is high for an $89/mo product. Nathan benchmarks the data against 2,000 SaaS companies to demonstrate it must be monthly churn, prompting Shibo to correct his figure.0:23–5:33 · Guest disagreement 1/10 GetLatka Premium Membership and Database Promotion Nathan digs into Refersion's business model, commission structures, and specific tracking mechanisms. Shibo explains technical details regarding local storage instead of cookies and clarifies how the 130 monthly payout limit triggers upgrades.5:34–10:36 · Guest disagreement 1/10 Pricing Evolution and Transition from Freemium Nathan cites specific archival research showing Refersion's exact four-tier pricing structure from March 2015. Shibo explains why they abandoned GMV percentage cutoffs and visitor-based pricing due to merchant pushback and bad pixel traffic.10:38–16:31 · Guest disagreement 1/10 Historical Revenue Growth and Black Friday Scale Nathan inspects historical revenue scaling from $894k in 2016 to $5.1m in 2019 and drills into Black Friday volume claims. Shibo corrects Nathan's assumption by noting the 10% figure represented Shopify orders rather than GMV, and Nathan reconciles the multi-platform breakdown.16:32–20:24 · Guest disagreement 1/10 App Store Inbound Strategy and Conversion Funnel Nathan investigates app store acquisition channels, conversion rates, and activation metrics. Shibo breaks down their 60% trial-to-paid conversion rate and what triggers merchant activation.20:24–25:59 · Guest disagreement 2/10 EBITDA Profitability, Lean Team, and Churn Metrics Nathan immediately catches a major metric confusion when Shibo states an 8-9% annual churn rate is high for an $89/mo product. Nathan benchmarks the data against 2,000 SaaS companies to demonstrate it must be monthly churn, prompting Shibo to correct his figure.0:23–5:33 · Nathan pushing back 2/10 GetLatka Premium Membership and Database Promotion Nathan digs into Refersion's business model, commission structures, and specific tracking mechanisms. Shibo explains technical details regarding local storage instead of cookies and clarifies how the 130 monthly payout limit triggers upgrades.5:34–10:36 · Nathan pushing back 3/10 Pricing Evolution and Transition from Freemium Nathan cites specific archival research showing Refersion's exact four-tier pricing structure from March 2015. Shibo explains why they abandoned GMV percentage cutoffs and visitor-based pricing due to merchant pushback and bad pixel traffic.10:38–16:31 · Nathan pushing back 4/10 Historical Revenue Growth and Black Friday Scale Nathan inspects historical revenue scaling from $894k in 2016 to $5.1m in 2019 and drills into Black Friday volume claims. Shibo corrects Nathan's assumption by noting the 10% figure represented Shopify orders rather than GMV, and Nathan reconciles the multi-platform breakdown.16:32–20:24 · Nathan pushing back 2/10 App Store Inbound Strategy and Conversion Funnel Nathan investigates app store acquisition channels, conversion rates, and activation metrics. Shibo breaks down their 60% trial-to-paid conversion rate and what triggers merchant activation.20:24–25:59 · Nathan pushing back 6/10 EBITDA Profitability, Lean Team, and Churn Metrics Nathan immediately catches a major metric confusion when Shibo states an 8-9% annual churn rate is high for an $89/mo product. Nathan benchmarks the data against 2,000 SaaS companies to demonstrate it must be monthly churn, prompting Shibo to correct his figure.

speaking balance: gold is Nathan, purple is the guest (3 minute bins)

0:00 · Nathan 52% · guest 48%0:00 · Nathan 52% · guest 48%3:00 · Nathan 31.3% · guest 68.7%3:00 · Nathan 31.3% · guest 68.7%6:00 · Nathan 31.8% · guest 68.2%6:00 · Nathan 31.8% · guest 68.2%9:00 · Nathan 57.7% · guest 42.3%9:00 · Nathan 57.7% · guest 42.3%12:00 · Nathan 43.5% · guest 56.5%12:00 · Nathan 43.5% · guest 56.5%15:00 · Nathan 34.5% · guest 65.5%15:00 · Nathan 34.5% · guest 65.5%18:00 · Nathan 43.4% · guest 56.6%18:00 · Nathan 43.4% · guest 56.6%21:00 · Nathan 33.8% · guest 66.2%21:00 · Nathan 33.8% · guest 66.2%24:00 · Nathan 45% · guest 55%24:00 · Nathan 45% · guest 55%27:00 · Nathan 66.7% · guest 33.3%27:00 · Nathan 66.7% · guest 33.3%
Sharpest disagreement ▶ 24:01 Defending high churn perception

Shibo pushes back against the viability of their retention, noting that outside investors and VCs constantly get hung up on their churn numbers.

 Hardest push from Nathan ▶ 24:40 Nathan challenges the annual churn calculation

Nathan rejects Shibo's claim that an 8-9% annual churn is poor, insisting the math only makes sense as a monthly churn rate given investor reactions.

 Biggest teaching moment ▶ 25:10 Nathan walks guest through churn math

Nathan explains the retention mechanics step-by-step, showing Shibo that losing 8-9% monthly translates to 50% annual retention rather than single-digit annual loss.

 Nathan holds their own ▶ 8:54 Nathan details historical pricing tiers

Nathan demonstrates deep preparation by reading Refersion's exact historical March 2015 tier breakdown and specific feature gating limits from his database.
the scores for every segment, with the reasoning behind each
ChapterTopicNathan as informed peerGuest teachingGuest disagreementNathan pushing backWhy
GetLatka Premium Membership and Database Promotion 5412 Nathan digs into Refersion's business model, commission structures, and specific tracking mechanisms. Shibo explains technical details regarding local storage instead of cookies and clarifies how the 130 monthly payout limit triggers upgrades.
Pricing Evolution and Transition from Freemium 6313 Nathan cites specific archival research showing Refersion's exact four-tier pricing structure from March 2015. Shibo explains why they abandoned GMV percentage cutoffs and visitor-based pricing due to merchant pushback and bad pixel traffic.
Historical Revenue Growth and Black Friday Scale 6514 Nathan inspects historical revenue scaling from $894k in 2016 to $5.1m in 2019 and drills into Black Friday volume claims. Shibo corrects Nathan's assumption by noting the 10% figure represented Shopify orders rather than GMV, and Nathan reconciles the multi-platform breakdown.
App Store Inbound Strategy and Conversion Funnel 5212 Nathan investigates app store acquisition channels, conversion rates, and activation metrics. Shibo breaks down their 60% trial-to-paid conversion rate and what triggers merchant activation.
EBITDA Profitability, Lean Team, and Churn Metrics 7626 Nathan immediately catches a major metric confusion when Shibo states an 8-9% annual churn rate is high for an $89/mo product. Nathan benchmarks the data against 2,000 SaaS companies to demonstrate it must be monthly churn, prompting Shibo to correct his figure.

Statements from this episode (14)

Assertion Supported
Refersion Tracks Affiliate Sales Using Local Storage Instead of Cookies
“So we use skews, we use emails, we use coupon codes. We also have referral link tracking as well. We don't use cookies. We actually use something called local storage, which is similar.”
Shibo Zhu May 29, 2020 ▶ 1:45
Disclosure
Refersion Enterprise Plan Demands $249 Minimum Plus 2.5% Take Rate
“If you go into enterprise we actually switch over to percentage models. I think the latest percentage is like two 49, 2.5% of affiliate sales. So it's a two 49 minimum. That's our enterprise plan.”
Shibo Zhu May 29, 2020 ▶ 3:12
Assertion Not checkable as stated
Refersion Serves 7,000 Merchants With Roughly 5,000 Paying Accounts
“So we work with somewhere between like total all merchants is about 7000. I think about 5000 of, so are all paid accounts.”
Shibo Zhu May 29, 2020 ▶ 5:51
Disclosure
Refersion Killed Freemium Because Scanning Every Transaction Spiked Server Costs
“In order for us to do our tracking, how it works is that we need to look through every single order to figure out if this order belongs to an affiliate, right? We have data pieces and this is the data piece here. We make a match. We say, hey, this one is an af…”
Shibo Zhu May 29, 2020 ▶ 7:22
Insight
Top 10% of Affiliates Generate Over 90% of All Promotional Sales
“And what we found is like, it's an affiliate network promotion programs like this. It's like a 90 10 rule. So like 10% of your network is going to do not over 90% of your promotions. It can be even as high as like maybe one or two, two really big influencers d…”
Shibo Zhu May 29, 2020 ▶ 10:14
Assertion Not checkable as stated
Refersion Tracked $250 Million in Transaction Volume in 2018
“2018, we did about two hundred and fifty million in transaction volume.”
Shibo Zhu May 29, 2020 ▶ 11:33
Assertion Not checkable as stated
Refersion Tracked $100 Million in Transaction Volume on Black Friday 2019
“I do know that on Black Friday the, about a hundred million passed through our platform.”
Shibo Zhu May 29, 2020 ▶ 13:03
Disclosure
One-Third of Refersion Revenue Shifted to Metered Usage-Based Plans
“So, I mean, a fair amount of our revenue. So the big change from last year to this year also was that about a third of our revenue started going into the meter plans.”
Shibo Zhu May 29, 2020 ▶ 15:22
Disclosure
Refersion Hit $500K Monthly Revenue in 2019, Reaching $520K in 2020
“So we actually did, we ended 2019 in December around five, 500. And we're probably sitting around five 20 at this point.”
Shibo Zhu May 29, 2020 ▶ 15:46
Disclosure
Refersion Targets $8 Million in Annual Revenue for 2020
“We're hoping, we're shooting for eight. Pretty conservative about our numbers generally, and we don't really have a finance person on our end.”
Shibo Zhu May 29, 2020 ▶ 16:21
Assertion Not checkable as stated
Refersion Converts Roughly 60% of 14-Day Free Trials to Paid
“Typically our conversion rate here is about 60%. So like two thirds of customers usually convert to paid.”
Shibo Zhu May 29, 2020 ▶ 19:26
Assertion Not checkable as stated
Bootstrapped Refersion Generated $1.5M to $1.7M in EBITDA for 2019
“So I think we landed, ended, like, 2019 with about, like 1.7 or 1.5 in EBITDA, something like that.”
Shibo Zhu May 29, 2020 ▶ 21:08
Assertion Not checkable as stated
Refersion CAC is $20 to $25 With Minimal Marketing Spend
“Well, I think it's about 20, 25 dollars. It's not very high at all. Our marketing spend is only in like, it's only like 200 K, not even.”
Shibo Zhu May 29, 2020 ▶ 22:30
Disclosure
Refersion Acquires Users Exclusively Through SEO and Content, Running Zero Ads
“No, there's no advertising. It's just SEO and content creation. We invest in content to kind of teach users how to use the software.”
Shibo Zhu May 29, 2020 ▶ 22:44
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