Growth Studies
Growth Studies
Growth studies organized by the AARRR framework — acquisition, activation, retention, revenue, and referral plays from real companies.
AllAcquisitionActivationRetentionRevenueReferral
№ 01HubSpot's Inbound Marketing Flywheel — HubSpot.6M+monthly blog visitorsHubSpot№ 02Duolingo's TikTok-Fueled Growth — Duolingo.88MMAU (Q4 2023)Duolingo№ 03Airbnb's Craigslist Cross-Posting Hack — Airbnb.10xlisting growth (2009-2011)Airbnb№ 04Canva's Template-Driven SEO Engine — Canva.170M+monthly active usersCanva№ 05LinkedIn's Profile-as-SEO-Page Strategy — LinkedIn.900M+membersLinkedIn№ 06Calendly's Scheduling Link as Growth Loop — Calendly.10M+usersCalendly№ 07Zillow's Zestimate as SEO Moat — Zillow.220M+monthly unique usersZillow№ 08Loom's Shared Video as Acquisition Channel — Loom.25M+usersLoom№ 09Slack's 2,000-Message Activation Threshold — Slack.93%retention past thresholdSlack№ 10Notion's Template Gallery as Activation Lever — Notion.30M+usersNotion№ 11Twitter's 'Follow 30' Onboarding Optimization — Twitter.2xretention improvementTwitter№ 12Pinterest's Interest Picker Onboarding — Pinterest.450M+monthly active usersPinterest№ 13Superhuman's Concierge Onboarding — Superhuman.58%PMF score ('very disappointed')Superhuman№ 14Grammarly's First-Correction Aha Moment — Grammarly.30M+daily active usersGrammarly№ 15Duolingo's 7-Day Streak Onboarding Hook — Duolingo.4xD30 retention (streak users vs. non)Duolingo№ 16Miro's First Collaborative Board as Activation Moment — Miro.60M+usersMiro№ 17Spotify Wrapped: Annual Retention Engine — Spotify.200M+users engaged (2025)Spotify№ 18Amazon Prime's Benefit-Stacking Retention Moat — Amazon.98%2nd-year retention rateAmazon№ 19Duolingo's Streak System as Retention Machine — Duolingo.14%DAU/MAU ratioDuolingo№ 20Peloton's Content + Community Retention Flywheel — Peloton.92%12-month retention ratePeloton№ 21Strava's Social Fitness Graph as Retention Moat — Strava.120M+athletesStrava№ 22Costco's Membership Model as Retention Engine — Costco.93%membership renewal rateCostco№ 23Apple's Ecosystem Lock-In Retention Strategy — Apple.94%iPhone retention rateApple№ 24LinkedIn's Engagement Loop Retention Engine — LinkedIn.1B+membersLinkedIn№ 25Netflix's Price Increase Playbook — Netflix.+125%price growth (2013-2024)Netflix№ 26Figma's Freemium-to-Enterprise Expansion — Figma.$400M+ARR (2022)Figma№ 27Zoom's 40-Minute Limit as Conversion Engine — Zoom.$4.4Brevenue (FY 2023)Zoom№ 28Slack's Message Archive Limit as Upgrade Trigger — Slack.$1.5BARR at acquisitionSlack№ 29Shopify's Merchant Expansion Revenue Model — Shopify.$7.1Brevenue (2023)Shopify№ 30Atlassian's No-Sales-Team Model — Atlassian.$3.5Brevenue (FY 2023)Atlassian№ 31Twilio's Usage-Based Developer-First Pricing — Twilio.$3.8Brevenue (2023)Twilio№ 32MongoDB's Open-Source to Atlas Cloud Transition — MongoDB.$1.7Brevenue (FY 2024)MongoDB№ 33Dropbox's Double-Sided Referral Program — Dropbox.+60%permanent lift in signupsDropbox№ 34PayPal's Paid Referral Blitz — PayPal.5Musers in early growthPayPal№ 35Tesla's Tiered Referral Program — Tesla.$0traditional ad spendTesla№ 36Uber's Ride Credit Referral Engine — Uber.100M+riders (by 2018)Uber№ 37Robinhood's Free Stock Referral Program — Robinhood.23M+funded accounts (2023)Robinhood№ 38Airbnb's Travel Credit Referral 2.0 — Airbnb.300%increase in referral bookingsAirbnb№ 39Morning Brew's Merch-Tiered Referral Program — Morning Brew.4M+subscribersMorning Brew№ 40Harry's Pre-Launch Waitlist Referral Campaign — Harry's.100Kemails in one weekHarry's№ 41Notion's Template Community as SEO Engine — Notion.100M+users (2024)Notion№ 42TikTok's Algorithm-First Growth Model — TikTok.1.5B+monthly active usersTikTok№ 43Stripe's First API Call as Activation Moment — Stripe.$1T+annual payment volumeStripe№ 44Discord's Server-Based Community Retention — Discord.200M+monthly active usersDiscord№ 45OpenAI's Token-Based API Pricing — OpenAI.$2B+annual revenue run-rate (2024)OpenAI№ 46Beehiiv's Built-In Referral System for Newsletters — Beehiiv.750K+newsletters on platformBeehiiv№ 47Ramp's Savings Transparency as Viral Engine — Ramp.$30B+annualized transaction volumeRamp№ 48Linear's Opinionated Design as Brand Engine — Linear.10K+companies using LinearLinear№ 49Midjourney's Discord-Only Distribution Strategy — Midjourney.16M+Discord server membersMidjourney№ 50Threads' Instagram Cross-Promotion Launch — Threads.100Msignups in 5 daysThreads№ 51Intercom's Messenger Widget as Acquisition Channel — Intercom.25K+paying customersIntercom№ 52Airtable's Universe Templates as Activation — Airtable.300K+companies using AirtableAirtable№ 53Vercel's 'vercel' Command as Acquisition Hook — Vercel.3.5M+developers using VercelVercel№ 54Supabase's 'Open-Source Firebase' Positioning — Supabase.1M+databases createdSupabase№ 55Amplitude's Freemium to Enterprise Expansion — Amplitude.$300M+ARR (2024)Amplitude№ 56Notion AI's Add-On Revenue Expansion — Notion.$10/user/moAI add-on priceNotion№ 57Replit's Instant Coding Environment Activation — Replit.25M+usersReplit№ 58ChatGPT's Viral Launch Without Marketing — OpenAI.100Musers in 2 monthsOpenAI№ 59Plaid's Documentation-First Developer Activation — Plaid.12K+applications using PlaidPlaid№ 60Webflow's Designer Community as Growth Engine — Webflow.3.5M+usersWebflow№ 61Raycast's Keyboard Muscle Memory Retention — Raycast.1M+usersRaycast№ 62Cursor's AI-First IDE Activation — Cursor.100K+developersCursor№ 63Perplexity's Search Replacement Habit Formation — Perplexity.10M+monthly active usersPerplexity№ 64Waze's Density-First Rollout: How Crowdsourced Maps and Daily Driving Turned Passengers into Evangelists — Waze.95–99% of users acquired via word-of-mouthShare of users who heard about Waze from another person (Uri Levine, Lenny's Podcast)Waze№ 65Instagram's Connections Pivot: From Celebrities to Friends at First Post — Instagram.Retention doubled over 18 monthsPost-activation retention liftInstagram№ 66Chess.com's Counterintuitive Fix: Show Losers Their Brilliance — Chess.com.+25% game reviews, +20% subscriptionsImpact of reframing post-loss feedbackChess.com№ 67Superhuman's PMF Engine: How a Rigorous Survey Methodology Justified $30/Month for Email — Superhuman.$30/month — priced at the 'starts to feel expensive but you still buy it' thresholdPremium price point derived from Van Westendorp analysisSuperhuman№ 68Wise's Word-of-Mouth Flywheel: How Being 8–10× Cheaper Turned Customers into a Growth Engine — Wise.70% of new users acquired via word-of-mouthShare of new Wise customers who first heard about the product from a friend (Nilan Peiris, Lenny's Podcast)Wise№ 69tbh's School-by-School Takeover: How Nikita Bier Engineered Viral Critical Mass in 9 Weeks — tbh.360,000 installs/day at peakDaily install rate at peak growth (Nikita Bier, Lenny's Podcast)tbh№ 70Cursor's AI-Native Revenue Ramp: From $0 to $300M ARR in Two Years on Product Alone — Cursor (Anysphere).$300M ARR in ~2 years from launchAnnual recurring revenue at time of episodeCursor (Anysphere)№ 71The Push Notification That Made Slack Real-Time: How One Experiment Stuck for Years — Slack.Massively successful; experiment still live in product todaySustained impact of mobile push notification experimentSlack№ 72How a One-Line Code Change Was Worth $100M — and Why Bing Ran 20,000 Experiments a Year to Find It — Microsoft (Bing).$100M revenue impact from a single experimentAnnual revenue uplift from the Bing ad-title experiment (Ronny Kohavi, Lenny's Podcast)Microsoft (Bing)№ 73How Gojek Built a Two-Sided Marketplace Outraised 100-to-1 — and Still Won — Gojek.>100% MoM growth for 16–18 months after app launchMonth-over-month order growth (2015–2016)Gojek№ 74DailyPay's B2B2C Launch & Lifecycle Engine — DailyPay.~5xrevenue run-rate in two quartersDailyPay