
Most ecommerce founders believe referral programs are a "set it and forget it" growth tactic. They're wrong. The stores crushing it with referrals treat them like living, breathing systems that demand constant attention and evolution.
Here's what separates thriving referral programs from the ones that fizzle: the best ones don't just reward transactions. They create moments where customers feel genuinely seen, understood, and excited to spread the word. And yes, that takes more work than slapping a "Give $10, Get $10" banner on your homepage.
If you're running a Shopify store and haven't implemented a referral program yet, you're missing a channel where your existing customers do the persuading and you pay a reward only when a referral converts. The reward still comes out of your margin, so the program has to be built around what you can afford.
This guide walks you through everything: what referral programs actually are, why they work better than you probably think, how to set one up using the right apps, and most importantly, how to keep them performing month after month.
Unlocking Growth: What Is a Shopify Referral Program and Why Your Store Needs One
Let's start with a distinction that matters more than most merchants realize. A referral program and an affiliate program sound similar, but they operate in completely different ways.
A referral program rewards your existing customers for sharing your products with friends and family. The person doing the referring isn't a business partner or influencer—they're a real customer who already loves what you sell. They earn rewards (discounts, store credit, points, or exclusive perks) when someone they refer makes a purchase. The referred friend typically gets a discount or incentive too, making it a two-sided arrangement.
An affiliate program, by contrast, recruits external promoters—bloggers, content creators, publishers—who earn commission for driving sales. Affiliates aren't necessarily customers. They're marketers promoting your store because the commission structure makes it worth their time.
Here's why the distinction matters: referred customers come with built-in trust. When your cousin tells you a skincare brand is worth trying, you listen differently than when an influencer you don't know sponsors a product. That trust translates to higher conversion rates, stronger retention, and customers who spend more over their lifetime.
People tend to give more weight to a recommendation from someone they know than to an advert, which is why a referral is worth more than an anonymous click. What a referral is worth to your store depends on your margins and your customers, so measure it in your own data. For background, see Forbes Advisor's explainer on word-of-mouth marketing.
Think of it like this: paid ads are renting attention. Referrals are building community.
Referred customers can be valuable beyond the first purchase, but that is something to measure, not assume. Compare referred customers' repeat purchases and lifetime value with those of other new customers, and use your own numbers to decide how much a referral is worth.
Beyond retention and revenue, referral programs generate authentic social proof. When a customer shares your product on their Instagram story or recommends it to a friend, that's endorsement marketing at its most genuine. No amount of paid promotion can replicate that authenticity.
The cost structure is different from paid advertising. You reward referrals only when they succeed, so your marketing spend is tied to results. The reward still has to fit your margin, which is why it should be worked out from your average order value and margins before you launch.
For Shopify merchants specifically, this is critical. If you're competing against larger brands with bigger ad budgets, a referral program levels the playing field by turning your existing customers into a distributed sales force that costs nothing until they deliver a result.
Your Step-by-Step Guide to Setting Up a Shopify Referral Program
Why You Need a Third-Party App (Not Shopify's Native Solution)
Here's the straightforward truth: Shopify doesn't offer a native referral program feature. You'll need a third-party app to make this work.
This isn't a limitation—it's actually an advantage. The apps built specifically for Shopify referral programs have evolved to be far more sophisticated than any native solution Shopify could build. They handle the technical complexity, automate reward distribution, provide analytics dashboards, and integrate seamlessly with your email and SMS platforms.
Without an app, you'd be managing referral links manually, tracking conversions in a spreadsheet, and calculating who owes what reward. That's chaos at scale.
Choosing the Best Shopify Referral App
When evaluating referral apps, look for these core features:
Two-sided rewards: Both the referrer and the referred customer should benefit. A program that rewards only the referrer gives the friend no reason to act on the link.
Customizable reward types and values: Your app should support percentage discounts, fixed-dollar discounts, store credit, free products, loyalty points, cashback, and exclusive perks. Different customer segments respond to different incentives. Some want instant discounts. Others prefer exclusive early access or free products.
Custom landing pages: A dedicated referral page that reflects your brand and clearly explains how the program works is easier for friends to act on than a generic, templated page.
Social sharing options: Make it simple for customers to share unique referral links via email, WhatsApp, Facebook, Instagram and text message.
Real-time analytics dashboard: You need visibility into how many referrals are generated, conversion rates, reward costs, and revenue attribution. Without this, you're flying blind.
Automated reward distribution: Manual reward processing creates customer service headaches and delays that kill enthusiasm. The app should automatically credit rewards when qualifying conditions are met.
Fraud prevention mechanisms: The app should identify and flag suspicious patterns like self-referrals, repeated referrals from the same device, or unusually high referral velocity from a single customer.
Integration capabilities: Your referral app should connect with Klaviyo, Omnisend, Postscript, Gorgias, and other tools in your marketing stack. This enables automated email sequences, customer service workflows, and data consolidation.
Popular options in the Shopify ecosystem include Rivo (strong on design and social sharing), ReferralCandy (well-established with robust analytics), BON Loyalty (integrates points with referrals), Smile.io loyalty alternative (focused on simplicity), and platforms such as Mage Loyalty, Growave, and UpPromote. Each has strengths depending on your specific needs and business model.
Setting up your referral program begins with matching your choice of app to your store's growth stage and technical integration needs. Smaller stores might prioritize ease of setup and transparent pricing. Scaling brands usually need advanced segmentation, multi-currency support, and custom integration capabilities.
The Shopify loyalty program growing brands trust
See how Mage helps Shopify brands lift repeat purchase rate with loyalty, referrals and store credit.
Book a demoCrafting Irresistible Referral Incentives
Here's where most merchants go wrong: they treat referral incentive design like a one-time decision, then wonder why participation plateaus after three months.
The conventional wisdom says "Give $10, Get $10" and call it done. But this approach misses a critical insight: the incentive structure that attracts participation in month one might bore customers into silence by month six. Sustained referral engagement requires evolving incentives that match where customers are in their relationship with your brand.
The two-sided reward principle is non-negotiable. When only the referrer benefits, you're essentially asking existing customers to do free marketing. They're naturally hesitant. When the referred friend also gets a benefit, you've solved for objection. The referrer isn't asking a friend to do them a favor—they're offering their friend a genuine discount or perk. See what 16 real programs offer, and how they handle fraud, in our guide to referral program best practices.
Start with these reward structures and then layer in sophistication:
Percentage discounts (most common): "Give 15%, Get 15%" appeals to price-conscious customers and scales automatically with your AOV. If you raise prices, the discount rises proportionally. This maintains consistent margin impact.
Fixed-value discounts: "$10 off" is easier to understand and communicate than percentages, but doesn't account for order size variation. A $10 discount on a $100 order feels generous. On a $30 order, it feels awkward.
Store credit vs. discount codes: Our advice is a discount code. It is the easiest reward for customers to understand and has the least friction. Store credit and points can bring a customer back for another purchase, but the member has to learn what the balance is worth first.
Free products or gifts: Offering a free item once an advocate reaches a referral threshold gives them a target to aim for, and it avoids discounting.
Loyalty points: If you're already running a loyalty program, awarding points for referrals integrates the two systems seamlessly. Customers accumulate points toward tiered benefits rather than receiving a one-time discount.
Exclusive access or experiences: Early access to new product launches, community events or private customer appreciation calls create emotional value beyond transactional savings, and can suit luxury or community-focused brands.
Work out the reward from your margins and average order value: what can you realistically afford to give away for each referred customer? Make it large enough that both sides notice it, and give every customer the same offer. Review it when your margins or average order value change, and tell advocates before you change it.
Designing a Seamless On-Site Experience
Your referral program only works if customers can find it and understand it in under 30 seconds.
Start with dedicated real estate. Create a referral landing page that explains the program clearly: "Here's what you earn. Here's what your friend earns. Here's how to participate." Include a prominent call-to-action button that opens a share modal or generates a unique referral link. Make the sharing process visible—show customers a QR code they can text to friends, a link to copy and paste, and one-click sharing buttons for social media.
Place referral links where customers are already thinking about your brand: in their account dashboard (where loyalty-engaged customers spend time), on post-purchase confirmation pages (when gratitude and excitement are highest), and in the footer of your store (for passive discovery). Some brands see strong participation by adding referral prompts directly to product pages—"Love this? Share with a friend and both get a discount."
Avoid referral pop-ups that interrupt the shopping experience. Instead, use persistent banners or subtle links that customers notice when they're ready. Context matters more than frequency.
The on-site experience should also clarify the referral mechanics. How does the referred friend access the discount? Do they need a unique code, or does the system recognize them automatically? How long does it take for the referrer to receive their reward? Can they track their referrals in real time? Vagueness kills participation. Clarity compounds it.
Automating Program Communications and Rewards
The apps handle distribution, but you need to set up the communication sequences that keep your program top-of-mind.
Welcome email sequence: When a customer joins your referral program, send them two emails within the first week. The first explains the program and shows them how to generate their unique referral link. The second shares social proof: "X customers have earned rewards this month" or "People just like you earned $50 in store credit last week."
Referral reminder emails: Send monthly emails to program members reminding them of available rewards and highlighting success stories. Segment these so high-value referrers get recognized publicly while others receive private encouragement.
Successful referral notifications: The moment a referred friend makes a purchase, both the referrer and the new customer should receive an email. For the referrer, it's confirmation and excitement. For the new customer, it's their welcome sequence.
Reward issuance emails: When rewards are credited, make it a moment of celebration. "Your $15 store credit is ready to use—here are our most-popular items you could try."
Shopify Flow automation can handle much of this. Set up workflows that automatically tag customers who refer friends, trigger emails when referral thresholds are hit, and manage refund scenarios (if a referred order gets refunded, the reward should be reversed).
compare Shopify loyalty apps to understand how different platforms handle automation complexity.
“Cannot say enough good things about the team at Mage Loyalty, one of the absolute best organizations we have ever worked with, full stop! So glad we connected with them, completely redid our loyalty program, new concepts, use of loyalty, increasing user engagement, showing us where we were not valuing our best customers, just WOW, amazing team!”


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Supercharge Your Referrals: Promotion Strategies That Work
Here's what kills most referral programs: merchants launch them and assume customers will magically discover and share them. Participation requires active promotion across multiple channels.
On-Site Visibility: Making Your Program Discoverable
Your referral program needs to be impossible to miss, but not annoying.
Navigation integration: Add a "Refer & Earn" link in your main navigation menu. Place it in the header so it's visible on every page, or in the footer if you want it less prominent. Some brands integrate it directly into the account menu—customers click their profile, and "My Referrals" is right there.
Post-purchase pages: The moment a customer completes an order, they're in a grateful, engaged mindset. This is prime real estate for a referral prompt: "Just bought something you love? Share the love and earn a $10 reward."
Email signature: If you have a small team responding to customer emails, add a subtle referral program mention to your email signature. "Share our store with friends—both of you get $10 off."
Product page integration: For high-volume products or bestsellers, add a "Share this product" section below the add-to-cart button. Include buttons for referral links, social sharing, and email.
Checkout page: Some brands add a final touchpoint at checkout, reminding customers they can earn rewards by referring. "Earn $10 for every friend you refer—add it to your account after completing this purchase."
Off-Site Amplification: Spreading the Word
On-site visibility gets people into the program. Off-site amplification gets them actively promoting.
Email marketing campaigns: Your most engaged customers are on your email list. Send them a dedicated campaign introducing the referral program. Explain benefits clearly, show examples of what rewards look like, and include a prominent call-to-action. Follow this with monthly reminder campaigns highlighting success stories ("Sarah earned $100 last month—here's how") or seasonal boosts ("Refer a friend in December and earn double rewards").
Segment these emails by what customers already know: first-time buyers might see a simpler explanation of the program, and lapsed customers a reminder that it is still running. Keep the offer itself the same for everyone.
SMS marketing: For customers who've opted in, text messages drive urgency and engagement. "Your friend just signed up with your referral link—reward is on the way" creates real-time gratification. SMS also works for time-limited bonus campaigns: "Triple rewards this weekend—refer now."
Social media integration: Make sharing your store ridiculously easy. Generate unique referral links for each customer. Let them share these links directly from your referral page to Instagram Stories, Facebook, TikTok, or Twitter. Pre-write share messages they can use: "I've been obsessed with [Brand]. Use my link for 15% off your first order." One-click sharing multiplies participation.
Recognize your top referrers: Identify them, feature them in your email campaigns and include them in exclusive events. Recognition costs little, and it keeps the offer the same for everyone.
Package inserts: Include a referral card in every shipped order. Make it beautiful and specific: "You just made a great purchase. Share this code with a friend and you both get $15 off." QR codes work well here—customers scan from their phone immediately.
Simplifying the Sharing Process
Friction kills referral sharing. Every additional step reduces participation.
Unique referral links: Each customer should have their own permanent link (e.g., mybrand.com/ref/sarah-smith). This is far more trackable than generic codes.
QR codes: Generate unique QR codes for each customer. They're easy to share, especially on visual platforms like Instagram and TikTok.
Pre-written messages: Let customers choose from templated share messages rather than asking them to write their own. "Check out [Brand]—I've been using their products for 6 months and love them" is more likely than customers crafting something from scratch.
One-click social sharing: Buttons that automatically share to Instagram, Facebook, WhatsApp, and email with the referral link included. The fewer steps between "I want to share this" and "my friend sees it," the higher your participation.
Email sharing: A "Share via email" button that opens the customer's email client with a pre-populated message and link reduces friction significantly.
Track, Measure, and Optimize: Ensuring Referral Program ROI
A referral program that isn't measured is just a discount you're giving away.
Setting Clear Goals and Key Performance Indicators
Before you launch, decide what success looks like. Generic goals like "more referrals" aren't actionable. Specific goals are.
Revenue-focused goals: "Increase referral-attributed revenue from $5,000/month to $15,000/month within 6 months" or "Achieve 0.5% of total revenue from referrals by end of year."
Acquisition-focused goals: "Reduce customer acquisition cost from $45 to $30 through referral-attributed channels" or "Generate 200 new customers monthly from referrals."
Retention-focused goals: "Increase repeat purchase rate for referred customers from 35% to 50%" or "Improve customer lifetime value for referral-sourced cohorts by 40%."
Engagement-focused goals: Set a target for monthly referral shares by month three, based on the size of your customer base.
Once you've set goals, track these KPIs:
Referral conversion rate: Percentage of referred visitors who become paying customers. Compare it over time and by offer.
Average referral value: Total revenue generated by referrals divided by number of referrals. Higher values mean better quality referrers.
Cost per acquisition via referral: Total reward cost divided by number of customers acquired. Compare this to your paid acquisition channels.
Program ROI: (Revenue from referred customers - Total reward costs) / Total reward costs. See how to calculate the ROI of your loyalty program for the full method.
Participation rate: Percentage of your customer base enrolled in the referral program. Higher is generally better, but focus more on quality than volume.
Leveraging Analytics and Reporting
Your chosen referral app provides a dashboard showing real-time referral activity. Study it weekly.
Look for patterns: Which customer segments generate the most referrals? What's the geographic distribution of referred customers? Which incentive offers drive the highest conversion rates? Are referred customers from certain products stickier than others?
Export this data into a spreadsheet alongside your broader Shopify analytics. Map referral revenue against total revenue, customer acquisition costs, repeat purchase rates, and customer lifetime value. This unified view shows you the true impact of your program.
Create a monthly report that tracks these metrics month-over-month. Improvement indicates your program is working. Stagnation signals it's time to adjust.
The Power of A/B Testing and Iteration
Every element of your referral program is testable: incentive amounts, reward types, email copy, referral page design, CTA button text, sharing message templates.
Run these tests sequentially (not simultaneously, which can create confounding variables):
Test 1: Change your referral reward from "Give 15%, Get 15%" to "Give $20, Get $20" for one month. Track participation and conversion rates. Which drives more referrals? Which generates higher-quality referred customers?
Test 2: Change your email subject line from "Earn $20 for every friend you refer" to "Turn your friends into your personal discount." Track open rates and click-through rates.
Test 3: Test two different referral landing page layouts—one emphasizing the simplicity of sharing, the other emphasizing reward value. Which has higher conversion to referral link generation?
Document every test result. Build a database of what works. Double down on winning variations and sunset the losers.
Most merchants only test once, then leave their program static. Optimization is an ongoing discipline, not a one-time setup task.
Advanced Strategies for Shopify Referral Program Mastery
Identifying and Nurturing Your "Super-Referrers"
Your top referrers are already advocates. You can recognize them without changing the offer everyone else gets.
Pull your customer data and create a segment of people who have referred 5+ customers. These are your super-referrers. They're already advocates—you just need to fuel them.
Feature them publicly: Include a "Top Referrers This Month" section in your email newsletter. Feature testimonials from super-referrers explaining why they love referring friends. Public recognition drives continued participation.
Invite them to exclusive experiences: Host a virtual Q&A with your founder, offer exclusive product previews, or invite them to an in-person event. These experiences create deeper loyalty than any discount.
Give them ambassador status: Formalize their role. Send them early access to new products with a request for feedback, and ask for permission to feature them in your marketing.
Provide insights and recognition: Let them see their impact. "Your referrals have generated $3,500 in revenue for our store—thank you." Quantified impact drives continued engagement.
Deep Integrations within the Shopify Ecosystem
A referral app that doesn't integrate with your marketing stack creates silos and limits automation.
Email platform integration (Klaviyo marketing integration): When a customer generates a referral, you should automatically trigger a Klaviyo workflow. Tag them as "referrer," add them to a high-value segment, and start a nurture sequence designed to encourage more referrals. When a referral converts, trigger a separate workflow thanking them and showing their reward status.
SMS platform integration: Postscript or Omnisend should receive real-time data about referral activity, letting you send immediate congratulations messages or time-sensitive bonus offers.
Customer service integration: Gorgias should show you referral metrics for each customer. If someone reaches out with a support question and they're a super-referrer, your support team sees that context and can thank them for their advocacy.
Analytics consolidation: Pull referral data into tools like Shopify's native analytics or a data warehouse so you can see how referrals contribute to overall metrics like repeat purchase rate and customer lifetime value.
These integrations transform referral programs from isolated systems into core growth engines that inform all your marketing decisions.
Long-Term Program Evolution and Engagement
Referral programs need attention to avoid becoming stale.
Quarterly reward refreshes: Every 3 months, introduce a new reward option or test a higher incentive. This creates a sense of novelty that re-engages lapsed referrers.
Seasonal campaigns: Winter holidays, back-to-school, summer vacations—these seasonal moments drive gifting behavior. Launch limited-time bonus referral campaigns around them ("Triple rewards through December 24th").
Community building: Use your referral data to identify groups of customers who've referred each other (social clusters). Feature these clusters in your marketing. "These 12 friends all shop with us—they started because one of them had a great experience and told the rest."
Feedback loops: Periodically ask referrers what would make them more likely to share. "Would you refer more often if we offered early access to new launches?" or "What would your ideal reward be?" Use this feedback to evolve your program.
Lapsed referrer reactivation: Identify customers who referred friends in the past but haven't in months, and send them a reminder that the program is still running and what both sides get.
Safeguarding Your Success: Fraud Prevention and Legal Compliance
Referral fraud is real, and it erodes your margins if you're not vigilant. So is legal exposure if you're not transparent about how you're using customer data.
Proactive Fraud Detection and Mitigation
Apps provide fraud detection, but don't rely on them entirely.
Monitor for self-referrals: If a customer refers themselves from a different email address or device, that's fraud. Flag any accounts that refer from the same IP address or device. Most quality apps catch this automatically, but periodically audit manually.
Watch for referral velocity spikes: If one customer generates 20 referrals in a week, investigate. This often indicates bot activity or a scheme to rack up rewards before getting caught.
Verify purchase behavior: Do referred customers actually engage with your store, or do they buy once with a discount and vanish? Referred customers with high repeat purchase rates are legitimate. Those with one-time purchases might be test accounts.
Manual review of top referrers: Spot-check your top 5-10 referrers. Look at the quality of their referral links. Are they sharing on genuine social media accounts with real followers? Or are these new accounts created just to rack up referrals?
Terms and conditions clarity: Your referral program terms should explicitly prohibit self-referrals, fraudulent accounts, bulk sharing, and purchasing multiple accounts to game the system. Make these terms visible and enforceable.
Navigating Data Privacy and FTC Disclosure Requirements
This is less glamorous than optimization but equally critical.
GDPR compliance: If any of your customers are in the EU, you need explicit consent to store their referral data and send them referral-related communications. Your privacy policy should clearly state how you're using customer data in your referral program. Provide easy opt-out options.
CCPA compliance: California residents have the right to know what personal data you've collected and how it's used. Your referral program should have a data privacy statement. You must honor requests to delete or export customer referral data.
FTC endorsement disclosure: When customers share your products or post about referrals on social media, a reward they earn can be a material connection. The FTC's Endorsement Guides, 16 CFR § 255.5, say a connection the audience would not expect must be disclosed clearly and conspicuously, and they list payment and free or discounted products among those connections. Asking advocates, in your referral terms and in the default share message, to mention that they get a reward covers the basics. This is general information, not legal advice, so check with your own counsel.
Transparency in communication: Be clear about how customer data flows through your referral program. If you're integrating with Klaviyo or other platforms, state that in your privacy policy. If you're using referral data for analytics or marketing segmentation, disclose it.
Real-World Inspiration: Shopify Referral Program Examples
OSEA: Members who refer a friend earn 1,000 points once the friend makes a first purchase, and the page publishes no friend reward. See our OSEA breakdown.
Kylie Cosmetics: Give 20%, get 20%. The friend gets 20% off a first order of $50, and the referrer gets 20% off for each successful referral. See our Kylie Cosmetics breakdown.
Our Place: Give $20, get $20. The friend gets $20 off a first order of $100 or more, and the advocate is paid as 200 points, worth $20. See our Our Place breakdown, and our guide to referral program best practices for what 16 brands offer.
Key Takeaways for Launching a Thriving Shopify Referral Program
- Differentiate referrals from affiliates: Referral programs reward existing customers sharing with friends. Affiliates are external partners earning commission. Referred customers come through someone they trust.
- Choose an app with the right feature set: Prioritize two-sided rewards, customizable incentives, real-time analytics, social sharing integration, fraud prevention, and compatibility with your email and SMS platforms.
- Design incentives you can sustain: Work out the reward from your margins and average order value, give everyone the same offer, and test one change at a time.
- Make your program easy to find and share: Place referral links in navigation, post-purchase pages, customer dashboards, and footer. Use QR codes, email sharing buttons, and pre-written messages to reduce friction.
- Promote actively: A great referral program that customers don't know about isn't great. Use email, SMS, social media, and package inserts to keep the program top-of-mind.
- Measure relentlessly: Track referral conversion rate, average referral value, customer acquisition cost, and program ROI. Use this data to identify what's working and what needs adjustment.
- Recognize your top referrers: Feature them and invite them to exclusive experiences, while keeping the offer the same for everyone.
- Integrate deeply with your marketing stack: Connect your referral app to Klaviyo, SMS platforms, customer service tools, and analytics dashboards. This creates automation and unified insights.
- Review the program regularly: Test new approaches one at a time, re-engage lapsed referrers and respond to customer feedback.
- Stay compliant: Clearly disclose data practices in your privacy policy. Follow FTC endorsement requirements. Include fraud prevention terms in your program rules. Transparency builds trust with your customers.
Frequently Asked Questions
What's the difference between a referral program and a loyalty program?
Referral programs specifically reward customers for bringing new people into your store. Loyalty programs reward customers for their own continued purchases and engagement. Many merchants run both: a loyalty program that builds long-term retention, and a referral program that drives new customer acquisition. Some all-in-one platforms combine both features—look for solutions that offer flexible reward structures supporting both programs simultaneously.
How long does it take to see results from a referral program?
It depends on how many customers see the offer and how often you promote it. Plan to run the program for at least 90 days before judging it, and compare the results with your own numbers.
What's the average ROI of a referral program for Shopify stores?
There isn't a reliable industry average, because it depends on your reward cost, your margins and how many customers share. Measure it yourself: (revenue from referred customers minus total reward costs) divided by total reward costs, and compare referred customers with your other new customers.
Which Shopify referral app should I choose?
This depends on your specific needs. Simple, design-focused stores often choose apps like Smile.io or Rivo. Stores wanting a unified loyalty and referral solution prefer platforms such as Mage Loyalty, BON Loyalty, or Growave. Larger stores needing advanced analytics and customization choose ReferralCandy or LoyaltyLion. Start with a free trial on 2-3 options, test them with a small initial cohort, and pick the one that integrates best with your existing tools and feels most natural for your team to manage.
TLDR
Referral programs turn existing customers into an acquisition channel where you pay a reward only when a referral converts. Success requires choosing an app with analytics and social sharing built in, rewarding both sides with the same offer for everyone, promoting the program across email, the customer account and social channels, tracking performance, and reviewing the program regularly.
Graeme is the co-founder at Mage Loyalty. He heads product development, from complex loyalty migrations and large-scale data handling to building the features shaping the future of loyalty on Shopify.


















