Welcome to the Shopify Inc. third quarter 2021 financial results conference call. As a reminder, all participants are in listen-only mode, and the conference is being recorded. After the presentation, there'll be an opportunity to ask questions. To join the question queue, you may press star, then one on your telephone keypad. Should you need assistance during the conference call, you may signal an operator by pressing star and zero. I would now like to turn the conference over to Katie Keita, Director of Investor Relations. Please go ahead. Thank you, operator, and good morning, everyone. We are glad you can join us for our earnings call this morning. We are joined this morning by Tobi Lütke, Shopify's CEO, Harley Finkelstein, Shopify's President, and Amy Shapero, our CFO. After their prepared remarks, we will take your questions. We will make forward-looking statements on our call today that are based on assumptions and therefore subject to risks and uncertainties that could cause actual results to differ materially from those projected. We undertake no obligation to update these statements except as required by law. You can read about these assumptions, risks, and uncertainties in our press release, as well as in our filings with U.S. and Canadian regulators. Note that the adjusted financial measures we speak to today are non-GAAP measures, which are not a substitute for GAAP measures. Reconciliations between the two can be found in our earnings press release. Finally, we report in US dollars, so all amounts discussed today are in US dollars unless otherwise indicated. With that, I turn the call over to Harley. Thanks, Katie, and good morning. Shopify delivered a strong third quarter as the need for modern commerce tools that keep merchants ready for anything and everything is only expanding. The uptake of our newer offerings, alongside the growth of our established ones, indicates just how eager merchants are for better ways of doing business in this new world, where the lines between online and offline are increasingly blurred and commerce everywhere is possible. Over time, our growing suite of capabilities, channels, and partners has fueled our merchant success and encouraged more entrepreneurs to reach for their independence. In the space of just 16 months, our merchants' cumulative GMV has doubled, going from $200 billion in June 2020 to crossing $400 billion at the beginning of October. We are incredibly proud of what we have helped our merchants to accomplish in this short time span. Shopify always has and always will work to make commerce easier for everyone by building what merchants need now and what they will need in the future. Today, I'll run through some of the hard problems we're solving and how Shopify is keeping merchants ahead of the curve. First, merchants need to be where their buyers are. This past quarter, more buyers were in stores as brick-and-mortar reclaimed some of its share of retail. With Shopify's all-new point-of-sale software supporting in-store retail like no one else, merchants can transition seamlessly between online and offline selling to give their customers an omnichannel shopping experience that's simple and that's convenient. Now that Point of Sale Pro is available on Android devices, more merchants around the world can benefit from our most advanced point-of-sale features. This past quarter, GMV through our point of sale once again expanded its share of our overall GMV. The launch of our integrated point-of-sale hardware in Germany and New Zealand in Q3 contributed to this momentum. With point of sale supporting the irreplaceable in-person channel, it keeps our physical main streets and town squares vibrant. Digital town squares and main streets can be enriched in much the same way by embedding commerce into more services. This allows merchants the ability to offer their buyers an organic shopping experience wherever they are. With this, we solve two more merchant problems, brand ownership and building direct relationships with customers. Social commerce can play an important role here. While adoption of social commerce is still early, it is growing fast for Shopify because we have been and continue to be at the forefront of multi-channel selling. In Q3, we expanded our relationship with TikTok, introducing organic product discovery and shopping tabs where products link directly to a merchant's online store for checkout. Since announcing our partnership with TikTok in October last year, merchants have embraced selling on this channel. Just last week, we launched our Spotify sales channel integration, allowing artist entrepreneurs to sync their product catalogs and showcase their products directly on their Spotify profile. As a platform, Shopify enables merchants to connect with buyers through social and search in a number of different ways. While this most commonly happens via traditional ads placed, more merchants are finding value using a Shopify integrated marketing app or an integration that takes buyers direct to checkout. In fact, GMV generated through these valuable integrations for social grew more than tenfold from the same quarter last year and double digits sequentially. Thousands more merchants integrated with our Facebook, Instagram, and Google channels in Q3, positioning themselves to be discovered by billions of potential buyers. We saw the share of GMV from these channels expand its contribution to overall GMV quarter-over-quarter by several basis points. Increasing sales conversion is a central problem businesses encounter that Shopify is well-positioned to solve. Shop Pay, our accelerated checkout, has been our primary tool for merchants to increase conversion, and it is now available to U.S. merchants on Facebook and Instagram, whether they're on Shopify or not. We're seeing early traction with the number of buyers checking out with Shop Pay on Facebook and Instagram growing and orders ramping up on these services for Shopify and non-Shopify merchants. We remain on track to add Shopify Payments as the processor for all Shopify merchant transactions on Facebook properties by year-end. We expect this integration with Google, where Shopify and non-Shopify merchants alike will be able to offer Shop Pay at checkout to be completed in the fourth quarter. Shop Pay is also the accelerated checkout for our digital shopping assistant, Shop, which helps merchants strengthen their relationships with buyers, with the goal of extending buyer LTV. As of Q3, we have brought the innovation of Shop and its latest features to all the same 17 countries as Shopify Payments, including fast and easy checkout through Shop Pay and Shop Pay Installments, both of which have proven to increase sales conversion and checkout speed, as well as order tracking, merchant and product recommendations, and a growing number of curated shopping lists. Both the number of Shop registered and monthly active users, which includes both buyers that have opted into Shop Pay as well as users of the app, surpassed all previous quarters in Q3. By the end of September, Shop Pay had facilitated more than $35 billion in cumulative GMV since its launch in 2017. Shop Pay Installments, our buy now, pay later product, also leverages the power of Shop Pay so merchants can offer their buyers a flexible and convenient way to make purchases. Shop Pay Installments, which is proven to boost repeat purchases among first-time customers by 23%, is clearly resonating with buyers. In Q3, the number of repeat buyers quadrupled and the growth of GMV transacted via Shop Pay Installments accelerated over the previous quarter following the product's release to all U.S. merchants in June. One of the hardest problems entrepreneurs face as they scale is selling internationally. That's why we're supercharging our merchants' cross-border commerce capabilities with the launch of Shopify Markets. With 28% of traffic to merchant stores from international buyers, global commerce is a major opportunity for our merchants to grow their business. Shopify Markets removes complexity for our merchants, letting them easily sell to buyers around the world from a single store. Merchants are showing strong interest in Shopify Markets during this early access period, with tens of thousands of merchants joining our wait list. We're getting incredibly positive feedback on Shopify Balance from merchants who say they're saving on fees and now have separation between personal and business finances. They're getting faster access to their money, saving time, and earning cashback and other rewards, all of which goes directly back into their business. To access innovations like Shopify Balance, Shop Pay Installments, and Shopify Markets local pricing, currency, and payment features, merchants need to be using Shopify Payments. As more merchants, including Shopify Plus and retail merchants, are adopting Shopify Payments, penetration continues up and to the right, accounting for nearly half the GMV transacted in Q3. While no longer new, Shopify Capital is no doubt among the innovations merchants cherish on Shopify. Shopify Capital had another record funding quarter as we helped merchants buy inventory and get ready for BFCM, increasing the amount of finance to merchants 56% year-over-year, and cumulatively funding $2.7 billion since its launch in 2016. Another established merchant solution that makes growing a business easier and more affordable for our merchants is Shopify Shipping, which we expanded to the U.K. in Q3. Shopify is also making commerce easier for larger brands through Shopify Plus. We're equipping high-volume merchants with the ability to move fast and tell their own unique brand stories through the flexibility of our platform, all for a lower cost of ownership. In Q3, more merchants joined Shopify Plus with a healthy balance of brands upgrading from standard plans and coming new to the platform. Some exciting international brands that launched in the quarter included French beauty retailer, L'Occitane, Swiss computer manufacturer, Logitech, Japanese minimalist retailer, Muji, Dutch fashion label, Scotch & Soda, and Healthylife, the health and wellness business by the giant Australian retailer, Woolworths. Celebrities and creators are also joining Shopify to share their passion and own their brands. Superstar actress, Jennifer Aniston, launched her sustainable haircare brand, LolaVie, and basketball star, Jimmy Butler, launched his Bigface Coffee brand through our Creator program, which helps creators match their influence with ownership. Some other notable brands that launched in Q3 were shapewear trailblazer, Spanx, casual apparel brand, Dockers, apparel and accessory brand, Frank And Oak, children's equipment manufacturer, Evenflo, home storage company, Tupperware, Unsubscribed by lifestyle clothing brand, American Eagle, luxury fashion house, Kenneth Cole, and more CPG brands from Nestlé and General Mills. Retailers looking to modernize their operations by leveraging the customization capabilities and the flexibility of our platform go to Shopify Plus. Case in point is century-old florist network, FTD. Since its days as a telegraph delivery company for flowers in the early 1900s, FTD has successfully evolved with the retail landscape and is now again modernizing its retail technology with Shopify Plus to provide intuitive and streamlined shopping experiences. We're excited to work with FTD to help them and their extensive partner network bring beautiful flowers and memories to their customers. As Shopify builds the essential internet infrastructure for commerce, we have made it easier and more attractive for our talented partner ecosystem to support our merchants by building on and for Shopify. Earlier this month, we launched our global ERP program with ERP heavyweights such as Microsoft, Oracle NetSuite, and Brightpearl building integrations into the Shopify App Store. By integrating these apps, our more complex merchants can seamlessly connect their workflows, saving them time and money, and giving them direct control over their data. Another good example is Roku, which is working to launch the first-ever TV streaming advertising app on the Shopify App Store, expected in time for the holiday shopping season, making it easier for small businesses to afford advertising on TV. Our partner ecosystem also helped more merchants start their journey on Shopify, with over 43,000 partners referring at least one merchant over the past 12 months. As our merchants gear up for the busy holiday shopping season, Shopify and our partners are ready to help them capture opportunities to build their brands and sell their products to buyers wherever those interactions may happen. As part of our commitment to empower our merchants, we extended our far-reaching support for our merchants in August, opening our second brick-and-mortar space in New York City, in addition to reopening our L.A. space in October. These spaces help address another problem common for entrepreneurs. It's lonely work. By giving them a one-stop destination to access community, education support, and creative spaces, merchants can level up their knowledge, network, and their business. Before I hand it over to Amy, if my long list this morning of the many challenges faced by our merchants makes entrepreneurship sound hard, that's because it is. It will always be hard. That's the nature of entrepreneurship. The good news is that all of these features I just laid out are all the areas where we're making things not just easier, but better. This is how we make commerce better for everyone. Thanks, Harley. We're pleased with our progress this quarter as our outlook for the year unfolds as we had anticipated, with consumer spending on services and physical retail expanding in the quarter as most markets began their post-pandemic recovery. The shift was more pronounced in July, with travel and entertainment spend increasing in the beginning of summer and online spend dipping in July as a result, and then improving in August and September as kids went back to in-person school and people started to return to their workplaces. As the world begins to return to some normalcy and the extreme levels of online shopping over the past year make way for more in-person retail and experiences, e-commerce's share of overall retail has reset lower than the peak last year, but still several points higher than it was two years ago and is poised to resume a more normalized rate of growth and continue its share gains of retail over the long term. It is in this new normal that Shopify serves as the essential internet infrastructure for commerce for a growing base of entrepreneurs around the world where commerce happens online, offline, and everywhere in between. Amidst this backdrop, revenue in our third quarter grew 46% year-over-year to $1.1 billion, driven by strong performance from both our Subscription Solutions and Merchant Solutions segments. Subscription Solutions revenue increased 37% over the same period last year to $336.2 million, largely due to strong growth in monthly recurring revenue. MRR grew 33% year-over-year to $98.8 million as more merchants joined the platform and the number of retail locations using POS Pro increased. Shopify Plus contributed $27.2 million or 28% of MRR compared with 25% in Q3 of 2020. Subscription Solutions revenue and MRR year-over-year growth were impacted by the double cohort effect in our third quarter last year, in which users of both the 90-day extended free trial on standard plans offered until May 31st and 14-day free trial converted into paying merchants in last year's third quarter. Subscription Solutions year-over-year revenue growth was also impacted by our new app and theme revenue models implemented in August and September respectively of this year, which reduced Subscription Solutions revenue by approximately $11 million in Q3 2021. This represents about 1% of our total revenue, and while not material to us, is material to our developer community over the long term. Merchant Solutions revenue grew 51% over Q3 2020 to $787.5 million. This growth was driven primarily by GMV expansion, which was up 35% year over year on a much higher base of GMV to $41.8 billion, bringing the GMV generated in the first three quarters of 2021 above what our merchants did in all of 2020. Our aggregate level of GMV held firm quarter over quarter despite the increase in consumer spending towards travel and entertainment I mentioned earlier at the start of summer 2021, and government stimulus in the U.S. that benefited Q1 and Q2 and dissipated in Q3. Within the quarter, GMV performance mirrored broader consumer spending month by month in Q3. Any impact to GMV from supply chain issues or Apple's changes to IDFA are harder to discern. Merchants' inventory levels and delivery times were consistent versus Q3 last year, and GMV followed the same macroeconomic patterns regardless of operating system. However, it is hard to be certain that cost increases, whether to materials, labor, shipping, or advertising, had no impact on GMV. We believe our software and services better position merchants to have room in their margins to absorb these inflationary pressures and engage buyers across multiple sales channels, and merchants remained resilient in the quarter as a result. All merchant segments had solid growth in the quarter, with GMV outside of North America, Shopify Plus GMV, and POS GMV all gaining share quarter over quarter and year over year. Our strong year-over-year growth in Merchant Solutions revenue was driven by increased GMV penetration of Shopify Payments compared with the same period last year on strong growth in merchant sales in Q3 2021, combined with new revenues from several strategic partnerships, namely Affirm and Global-e, relating to merchant services product performance obligations, which we began highlighting in Q2 of this year. $20.5 million of GMV was processed on Shopify Payments in Q3, up 47% versus the same quarter last year. Shopify Payments penetration of GMV was 49% versus 45% in Q3 2020, with gains realized across channels, merchant segments, and geographies. As we have rolled out our POS hardware with integrated payments to more countries, Shopify Payments penetration for our POS channel is now higher than our GPV overall. More high-volume Shopify Plus merchants adopted Shopify Payments, which also introduced incremental levels of GPV. Adjusted gross profit dollars grew 49% over last year's third quarter to $616.4 million. Adjusted operating income was $140.2 million in the third quarter, compared with adjusted operating income of $130.9 million in the third quarter of 2020. In Q3, we accelerated our OpEx spend, stepping up our hiring of R&D and commercial talent as planned and executing on growth marketing initiatives. Adjusted operating income excludes a $30.1 million impairment relating to the planned termination or sublet of additional lease agreements for office space that we ceased using in the third quarter, resulting from our decision to work remotely permanently, which we announced in our second quarter last year. Adjusted net income for the quarter was $102.8 million, or $0.81 per diluted share, compared with adjusted net income of $140.8 million, or $1.13 per diluted share in last year's third quarter. Adjusted net income in Q3 2021 excludes a $1.3 billion unrealized gain on our equity investments. Finally, our cash equivalents, and marketable securities balance was $7.52 billion on September 30, compared with $6.39 billion at year-end. Shopify is well-positioned to continue building the commerce infrastructure independent merchants need to compete with the biggest retailers around the world. Our key investment areas, Shopify Fulfillment Network, Shop, and international expansion, strengthen our merchants' toolboxes and puts these capabilities into the hands of more entrepreneurs. In Q3, we continued to build the foundation of Shopify Fulfillment Network to offer simple, fast, and affordable fulfillment to our merchants. We added features that reduce complexity and help merchants sell more, including product bundling, regional tax settings, and tracking inbound transfer shipments of inventory. Our Shopify Fulfillment Network team has also been heads down preparing for the upcoming Black Friday, Cyber Monday shopping weekend, which typically kicks off the busiest shopping period of the year for our merchants, ramping up services at our fulfillment centers. In addition, we're educating our merchants on how to optimize their operations in time for the peak selling season while balancing supply chain uncertainties and increased shipping demand through a combination of webinars, blog posts, merchant newsletters, and events. Six River Systems' warehouse fulfillment solution is ready to help effectively manage the influx of volumes at our network's nodes as well as at their customers' warehouses. Demand for wall-to-wall fulfillment technology remains strong in Q3, with Six River Systems' revenue more than tripling year-over-year as bookings increased and we ramped up our pace of deployment. Turning to our second key area of investment, Shop. Harley highlighted earlier the significant progress we've made in expanding Shop's reach to 17 new countries where we offer Shopify Payments. We're also working to position our merchants for a successful holiday shopping season. We're making it easier for buyers to discover new products from the merchants they love through more curated experiences while enhancing the utility of Shop through features like Shop Pay Installments and order tracking. Our third key area of investment is international expansion. Shopify is making it easier for merchants to sell almost anywhere. We announced Shopify Markets in September. Shopify Markets gives our merchants the back-end tools to scale their businesses internationally and the front-end tools to offer buyers the most intuitive experiences and serves as a great complement to our offering with our partner, Global-e, which gives merchants the option for a more full-service, outsourced solution. In addition, the expansion of Shopify POS to Germany and New Zealand gives more merchants around the world a unified commerce experience with best-in-class omni-channel capabilities. As we improve the product market fit of Shopify in our focus region, more entrepreneurs are joining Shopify and our merchants are succeeding as we saw our base of merchants and GMV outside North America increase as part of our overall mix in Q3 compared with the same period last year. As a reminder, we are building a portfolio of growth initiatives with different return time horizons that we expect will contribute to Shopify's growth over the long term. Initiatives like international expansion and Shopify POS, which we embarked upon a few years ago, are further ahead in product and market development than some of our more complex and groundbreaking initiatives like Shopify Fulfillment Network and Shop, which are still in their early stages. We are excited about all of our vectors of growth and the opportunities they offer to our merchants. Turning to our outlook, the economy remains resilient. Consumer spending on services and offline retail is expanding. E-commerce, after easing from its peak share as a% of total retail, is growing at a more normalized pace relative to 2020. In view of these factors, we continue to expect to grow revenue rapidly in 2021, but at a lower rate than in 2020. For the full year 2021, we continue to expect the following. Subscription Solutions revenue growth to be driven by more merchants around the world joining the platform at a number lower than the record in 2020, but higher than any year prior to 2020. the growth rates of Subscription Solutions and Merchant Solutions revenues to be more similar to each other than for 2020 or any year prior to it, as we do not expect the surge in GMV that drove Merchant Solutions in 2020 to repeat. Merchant Solutions revenue growth to be driven by continued GMV growth from existing merchants, new merchants joining the platform, and expanded adoption of Shopify's Merchant Solutions. We continue to expect the fourth quarter to contribute the largest share of full-year revenue, and that the revenue spread will be more evenly distributed across the four quarters than it has been historically. While the commerce market, both online and offline, may be impacted by supply chain delays or increased costs from materials, labor, shipping, or advertising in the fourth quarter, and spending on Black Friday, Cyber Monday may be pulled forward, we expect our GMV in the fourth quarter to continue to grow substantially faster than the commerce market. We continue to expect rapid growth in gross profit dollars in 2021 and plan to continue reinvesting back into our business as aggressively as we can. With a year-over-year growth in operating expenses accelerating slightly in Q4 after excluding the Q3 impairment charge, as we expect to hire more engineers and commercial talent and ramp up our go-to-market programs and events. Finally, we expect stock-based compensation and related payroll taxes to be approximately $400 million, and amortization of acquired intangibles to be approximately $22 million for 2021. We continue to expect full year 2021 adjusted operating income to be above the level we achieved in 2020. Some final thoughts to leave you with. We are still in the early innings of omnichannel commerce, which has plenty of runway ahead, and Shopify's flywheel is just taking off. Merchants around the world are joining Shopify to grow their businesses. Merchants are taking more of our solutions, and we continue to launch new products designed to help our merchants succeed. Our powerful platform, mission-driven investments, and focus on execution backed by the tailwinds of digital commerce, position our merchants and Shopify for success now and in the years to come. I'll now turn the call back to Katie Keita. Thanks, Amy. Before we turn it over to Q&A, I would like to ask all of you to kindly limit yourselves to a single great question, since we only have about 30 minutes to get to everyone. Ariel, can you open the line up for questions now? Certainly. We will now begin the question and answer session. To join the question queue, you may press star, then one on your telephone keypad. You will hear a tone acknowledging your request. If you are using a speakerphone, please pick up your handset before pressing any keys. To withdraw your question, please press star, then two. Our first question comes from Tom Forte of D.A. Davidson. Please go ahead. Hi. Good morning. You touched on this in your prepared remarks, but I still think it's the most important question, so I'm gonna ask it. What is Shopify doing to help merchants address challenges caused by supply chain issues and logistics inflation? Thank you. Thank you for the question. That's, I mean, definitely the most important thing right now. Well, we are seeing and talking to everyone on our platform, the challenges are, of course, real. There are pressures in supply chain. There are increasing logistics costs and things like this. Inflation is harder for us to judge. There are probably some inflationary things going on. We have no idea if they are short-term or long-term. In terms of this, like it's, I think the role Shopify plays is even more important, right? Because there are over 1 million small businesses on the platform. The nice thing is you can show up in as a unit. We can help our customers through these times in a lot of surprising ways that we tend to find. That's what we're doing. So far, because the good news is that there's more margin in the product segment that we are in. I do think a bunch of people are buffering some of the increases in costs in their margins. We'll just work with the community to see how this is gonna continue and how we can help. Our next question. Thanks, Tom. Our next question comes from Ken Wong of Guggenheim Securities. Please go ahead. Fantastic. Thank you for taking my question. You know, when we look at the past quarter and some of the recent announcements, you guys launched Shopify Markets, signaled for a new B2B offering in the first half of 2022 at your Commerce+ event, and also announced this global ERP program. I mean, should we view the culmination of these events as Shopify making a real push for the largest of the large retailers, or is this just consistent with how you guys have been playing, kinda playing the market? Thanks for the question, Ken. It's Harley here. So a couple things. I think when you look at things like Shopify Markets, for example, which really is going to make it so that any merchant that uses Shopify is default global from day one, that's not just about larger merchants. We think that commerce is not just going to be done across every country, but it's also gonna be done across every surface area. It's the reason why you hear us talking about things like TikTok, for example, or Spotify, Roku, because we think that the future of retail is gonna happen everywhere. If we wanna be the central retail operating system for the best brands and the best retailers, that's how we have to show up. I would say that when it comes to things like Shopify Markets, the idea really is to make it really easy for anyone to access a global consumer base and it's not just for the larger brands. When it comes to things like ERP, for example, there's two things there. The first thing is, yes, some of our homegrown success stories, some of those merchants that started at their mom's kitchen table, they've grown from, you know, cradle to scale. They are now going public. You saw FIGS go public, and you see companies like Allbirds doing incredibly well or Oatly. We wanna make sure that there is no ceiling on what you can do on Shopify, that you can start with us, but you can grow really, really large and never have to leave the platform. On that same note, what you're also seeing is more established brands are also coming to Shopify. I mentioned some of those brands earlier in my prepared remarks. When you see these more established brands that are migrating from existing, you know, a company like Dockers, for example, or Kenneth Cole or Spanx or L'Occitane, they wanna make sure that they can do everything they need to do with Shopify and not have to look elsewhere. These ERP integrations simply allow larger brands to more easily migrate onto Shopify, and that's happening now at an amazing pace. All these things are meant to make it easier for small business to get bigger, but it's also meant that larger businesses continue to future-proof their business and do it all with Shopify. Great. Thank you, Ken. Next question, please. Our next question comes from Siti Panigrahi of Mizuho. Please go ahead. Thanks for taking my question. I want to ask about the social commerce growth this quarter, and also you talked about the social networks as a good channel for your merchants to onboard their buyers. Since we heard recently these challenges from privacy so, Apple ATT changes, that's been making it difficult for social platform for targeted ads, and your merchants rely on those platform and third-party data for customer acquisition. How should we think about the impact on your merchant traffics due to these challenges, and what could you do to help your merchants circumvent this challenge? Thanks, Siti. I think it's quite clear at this point that Shopify really we believe the future of commerce is gonna be everywhere, and the demand for more services to conduct commerce will continue to grow. As entrepreneurs grow and succeed, they will need multiple channels. We are seeing more commerce happen through Shopify on social channels. That includes Facebook channels, Pinterest, TikTok, Snap as well. Actually, the GMV contribution from social channels grew year over year. GMV attributed to social channels grew at several times out of online channels. More shops were successful making sales through those channels in Q3 this year versus Q3 of last year. Part of the reason also we're introducing things like TikTok Shopping is that it's not just a new channel, but it allows this organic product discovery right into the shopping, right into the videos and also creates these new shopping tabs. You will see Shopify show up in more of these surfaces where commerce can be conducted. In terms of on the ad side of things, look, near term, these changes, they may reduce the efficacy of ads. We think that these changes will further incentivize merchants to try other ways to connect with their buyers, on top of ads, of course, getting increasingly expensive. You know, I think Google's earnings on Tuesday made it very clear that there are still very effective ways for merchants to find buyers. Longer term, we expect that merchants are actually gonna benefit from further embedding commerce itself into other surfaces and from things like retargeting tools, like Shop, for example, that give more control to the buyer. That's why we continue to announce new partnerships. We actually think that by connecting more merchants on our platform with more buyers directly through these channels, they're not necessarily going to be affected by these changes in the long run. Thanks, Siti. Next question, please. Our next question comes from Deepak Mathivanan of Wolfe Research. Please go ahead. Great. Thanks for taking the question, guys. Just one quick one. Any color you can provide on fulfillment, what is the primary reason to keep it gated? Is your $1 billion investment goal over several years still the plan for fulfillment? Thank you. Yeah. There's been no change in direction on Shopify Fulfillment Network. We continue to build fast, reliable, simple to use fulfillment. We're still in the product market fit phase, as we said we would be this year, heads down building the software and optimizing the network. We've made no changes to the assumption on spend while we iterate and learn, and we've always said that we would update you if those numbers materially changed. We're happy with our progress, and we're not gating based on demand. The demand is there. We're gating on building, iterating, and keeping our quality standards high and making sure that we can delight our merchants with our fulfillment offering with the right product market fit at this particular time. We continue to make progress and we're really excited about the Black Friday Cyber Monday preparation that's underway. Thanks, Deepak. Next question, please. Our next question comes from Samad Samana of Jefferies. Please go ahead. Hi, good morning, and thanks for taking my question. You know, during the quarter, the company announced Shopify Markets. I think that sounds like an exciting new way to tackle cross-border, which I think the company noted it was about $20 billion of GMV last year. How should we think about the path to monetization for Shopify Markets, and how does it differ from your partnership with Global-e? The path to monetization for Markets is a per order transaction type fee for the calculation of duties and taxes. It's all on our website. You can go see those fees. There's one fee if you're on Shopify Payments and a slightly higher fee if you're not. Keep in mind that in the typical transaction for Shopify Markets, there's also an FX transaction fee that would go along with that as well as a payment fee. All of that is gross with an offsetting cost to serve that shows up in gross profit net. Also, Samad, just to add to that, you know, the idea here, I mentioned this earlier, but this idea of making global like being global by default available on Shopify, the idea is, again, we want more of our merchants to access the global consumer base. Things like local currencies and payment methods, things like local languages, things like local domains with automatic SEO optimizations, duties, import taxes on behalf of the buyer, all these things are really important if you wanna be default global when you sign up for Shopify and launch your store. All of this, I think, also complements the Global-e offering for merchants as well. What you're seeing here again is this theme where we believe that commerce is gonna happen everywhere, in every country, across every border, but also on every surface online and offline. That's the reason why we continue to make these things much easier. Sorry to pile on all three of us on one question, but like it's a really good example here, like a lot, of course, the markets is monetized in the bundle of a subscription fee. Like this is a wonderful example of where our company's alignment, the goals of Shopify and the goals of all our merchants are super aligned, of course. The best way to monetize anything on Shopify is to help all of our merchants to be more successful and for opportunity, especially for smaller businesses earlier in their more formative times to learn how to service the rest of the planet and how to make strategic decisions about which strategy you're doing in which territories, and being able to take advantages of certain bursts of interest in markets that you might not have imagined would be markets for your product. All these things are going to be now happening earlier, we hope, and therefore become more part of a firmament of the business strategy. We are going to make that simpler and therefore they are more successful. That's when we also of course participate because of merchant services. That's a wonderful illustration of a core concept of a company. Great. Thank you, Samad. Next question please. Our next question comes from Colin Sebastian of Baird. Please go ahead. Thanks. Good morning, everybody. I wanted to ask about Shop Pay and the digital wallet space, your ambitions for the product. On one hand, we're seeing three to four digital wallet options at checkout on many Shopify sites, so there's clearly a lot of competition there. I know we're also gonna see Shop Pay off of the Shopify platform as well, which opens up TAM. Maybe if you could sort out a bit the competitive landscape, the differentiation, and then plans to drive usage of Shop Pay both on and off platform. Thank you. Hey, Colin. Just to kind of level set. By the end of September, Shop Pay had facilitated more than $35 billion in cumulative GMV since its launch around, which happened in 2017. Really, this is a primary tool for our merchants to increase conversion. It's now available in the U.S., of course, but also to merchants on Facebook and Instagram, whether they're on Shopify or not. We are seeing early traction with the number of buyers checking out with Shop Pay on Facebook and Instagram growing, and orders continue to ramp up on these services again for both Shopify and non-Shopify merchants. The idea is, we think that Shop Pay is just a wonderful way for consumers to check out. If anyone on this call has used it, you know that there really is no better way to do it. It's fast, it's convenient, it's incredibly safe. By expanding Shop Pay's footprint beyond just Shopify services to places like Google, which we made available later this year, and of course, on Facebook and Instagram, we think that more merchants can have more sales. It's not only faster, but again, the conversion rate we know is also higher. So I think you will continue to see Shop Pay available in more places. It's also one of the reasons that I think a lot more people are beginning to realize that Shopify is the company behind their favorite brands. You know, we have been the brand behind the brand for a very long time, and we play really well in that space. Now when more merchants are seeing Shop Pay available across the internet, across their favorite buying experiences, and they sort of begin to associate those brands with Shopify, it's becoming quite clear that Shopify is powering consumers' favorite brands. That's sort of the where we're going with that, and I think you'll continue to see Shop Pay available in more places. Thanks, Colin. Next question, please. Our next question comes from Daniel Chan of TD Securities. Please go ahead. Hi, good morning. You mentioned that the share of GMV from offline expanded. Can you provide a little color on how much of that you think was a result of changing spending trends that you commented on, and how much of that was from higher POS sales? Thanks. We did say that GMV from offline continued to expand. Offline did particularly well in the third quarter as economies reopened and more in-person spending occurred. I wanna just add, it did increase in our GMV mix quarter-over-quarter and year-over-year quite substantially off of much higher aggregate levels, and that was due in part to what we saw overall in consumer spending as economies reopened. You know, we're just super delighted with that. Also, Harley mentioned all of the things that we've been doing in entering new countries, Australia, U.K., Germany, New Zealand. We saw more uptake in more locations. All these things played into just a spectacular quarter for offline GMV, and in particular, our POS performance. Just to sort of give a little more color on point of sale, because I do think Q3 was our best quarter for the retail business. Retail GMV had an all-time high. You know, we are bringing Shopify's very efficient go-to-market model to the POS industry. We're not leaning on established networks of partners, but rather we're doing this in a really efficient way. We're beginning to see momentum with things like you know, Shopify Retail for Plus merchants. We're starting to see retail growing its impact on the Shopify business generally. Again, retail GMV is the second largest contributor to overall GMV behind the online store. We also saw point of sale with Shopify Payments continue to expand globally. Amy mentioned some of those locations. Point of Sale Pro is available now across more devices like Android devices. We're beginning to see, you know, much larger physical retail businesses, like Golf Magazine used us at the Ryder Cup, for example, or Hickory Farms using us across 70 retail locations. I think our point of sale product has gotten really, really good. I think it's best in class. I think the way we're taking it to market now is being done in a very efficient way relative to pretty much every other cloud point of sale system. I think you'll continue to see a lot of growth in that point of sale retail area of our business. Thank you, Dan. Next question, please. Our next question comes from Mark Zgutowicz of Rosenblatt Securities. Please go ahead. Thank you. I was just hoping you might be able to flesh out the GMV headwinds that you witnessed in 3Q versus expectations as we look to 4Q. You know, perhaps said differently, Amy, you quantified essentially commerce mix of retail coming down in 3Q. I was just wondering if you could you know, quantify how much or whether you'd expect a you know, the same or greater decline in 4Q as you quantified for 3Q. Thanks. Yeah. As I said in my opening remarks, I think one of the things you have to take into consideration is that Q1 and Q2 benefited from pretty significant U.S. stimulus, and it dissipated by the time we got to Q3. Obviously, Q4 will be similar without those tailwinds behind it. Let me just kinda step back and reiterate what I said about what happened in the quarter. We really did mirror what happened in overall consumer spend, and in particular what happened with retail, especially in those countries that reopened, like the U.S. and U.K., and I'll talk mostly about the U.S. What we saw is consumer spend on services and physical retail, as I just said, also expand pretty much throughout the quarter. As vaccine rates increased in June and July, people just moved about more often, and they spent on services, recreation, entertainment. They were back shopping in stores. As a result, in July, we saw overall retail actually dip, and that was because e-commerce dipped as folks were moving about. Our GMV as a result dipped in July with that e-commerce overall dip. We saw a rebound in August for e-commerce and our GMV, which is attributed to people going back to physical workspaces and kids returning to in-person learning. We saw another uptick from August to September, and our GMV followed that trend. I wanna just point out a couple of other points of evidence here. In terms of consumer verticals, apparel and accessories, which is our mainstay, actually performed better than our average GMV growth. That's consistent with people refreshing their wardrobes to go back to in-person school and workplaces. It really did follow what we saw in consumer spending. Also, to add to that, in countries that didn't reopen, like New Zealand and Australia, their GMV actually grew faster than our average GMV because they never saw that e-commerce dip. They continued in lockdowns, and e-commerce remained strong. Actually, our POS retail GMV did well in those countries as well, further consistent that that was the main driver of our GMV in Q3. As we head into Q4, we expect our GMV to continue to grow, driven by e-commerce. It has reset, but it is growing at a more normalized pace now, and we expect it'll continue its share gains of penetration of overall retail. We expect more in-person shopping because restrictions are lower now than they were this time last year, and we expect our global merchant base continue to grow and be the underpinning of our GMV growth. Great. Thank you, Mark. Next question, please. Our next question comes from Tim Chiodo of Credit Suisse. Please go ahead. Great. Thank you. Good morning. Appreciate you taking the question. I wanted to dig into the pricing on Shop Pay Installments, so the take rate charge to the merchant. Really not the absolute level, but if you could just share how the pricing is presented to the merchants when they're opting in. Is it dynamically done? Is it based on size of the merchant, the vertical, the average order value? Are larger merchants maybe negotiating this sum? How does that work mechanically? Our partner, Affirm, on Shop Pay Installments actually manages that aspect of it, and it's based on a percentage of the sale that's charged to the merchant that's consistent with the industry. As we've always said, we have a take rate on that, given that Affirm manages that transaction on our behalf. It's accounted for net, versus payments, is gross. If you look at net to Shopify, it would be slightly higher than like a payments margin, typically. Great. Thank you, Tim. Next question, please. Our next question comes from Josh Beck of KeyBanc Capital Markets. Please go ahead. Thank you for taking the question. You know, I wanted to follow up on an earlier question about the ERP integrations. Obviously, you're working with the NetSuite, Microsoft, et cetera, of the world. I'm curious, does it significantly alter your go-to-market as you think about those more established brands that might require a bit more resources, integration maybe with other products, et cetera, as you onboard them? Just curious if there's any changes with respect to the go-to-market. Josh, it really just makes this offering really unlock this seamless workflow and allows them to have greater control for these sort of high volume merchants. The idea really is for them to help transform the data into actionable results as they scale on our platform. This was possible before. Now it's a lot easier. What we're trying to do is reduce the amount of reasons that a big retailer, you know, again, century-old florist like FTD, I mean, they basically created the flower delivery industry. We wanna make sure there are no reason for them not to use us. What we're trying to do is we want to invite them into our version of what is enterprise e-commerce. We're not necessarily going to do everything for every major, you know, large retailer, but we think that our version is something that is very appealing to them at this stage. One of the things that we think we could do to make it easier is integrating with Microsoft and Oracle and some of these major ERP systems that they're already using. I think one of the reasons that I mention at the beginning of these calls every quarter, some of these CPG brands from Nestlé and General Mills is because when they launch more brands with us, you know, for example, LÄRABAR was launched this past quarter on Shopify Plus, we wanna make sure there is no reason why they shouldn't use us given our view of what we think enterprise e-commerce should be. That's the reason why we do these ERP integrations in general. I think at a higher level around Shopify Plus, I mean, Shopify Plus is an incredible offering, not just from a product perspective, but from the perspective of how long it gets them to market. It allows them to obviously have incredible flexibility, total lower total cost of ownership. As you know, things like new channels, whether it's social media or it's things like like Spotify, are available, they wanna access them, and they know that if they use Shopify, they are future-proofing their retail business. We're just trying to reduce the barrier to entry for these larger brands to use Shopify, and I think we're doing a good job of that. Great. Thank you, Josh. Next question, please. Our next question comes from Paul Treiber of RBC Capital Markets. Please go ahead. Oh, thanks very much, and good morning. There's just been some recent discussion in the media around potential industry consolidation along the theme of super apps. I was just hoping to get your thoughts on, you know, what you think of the rise in super apps and what you view as Shopify's competitive position against super apps? Yeah, I mean, that's a trend. We've seen super apps, especially in the East, which is incredibly e-commerce active. This is like, I think we'll see more of that in the West, too, and I think we're observing a bunch of people launch their platforms. The economics end up being a little bit different than what we've seen in the East. From our perspective, like Shopify has, like we sort of set ourselves a strategy that we want, To make it so that entrepreneurs can build businesses, engage in retail behind ideally every icon on any ordinary person's home phone screen. We are working with the people who are building the super apps. I mean, it turns out, you know, obviously the monetization of almost all these systems are advertising, which usually leads to retail products. That's the most the tightest feedback loop, and the most transactional environment for monetization. There's a lot of conversations that they're in. You see us launch things all the time and I mean, we really do love the open web. It is an incredible opportunity space. It's a permissionless part of internet. It's given rise to every one of the large companies of today. We hope that people will keep the browsers and the open web in their home screens in the future. Shopify's killer app is the online store, which is the one you access through your Safari or Chrome icon, of course. Shopify's future is not dependent on this because I think we have a very good thing going on, good relationships. Of course, we can act as a single integration point for millions of the best retailers in the world for the people who are bringing the super apps to market. We expect the app integrations to move quicker. Like, an app is popular at one point, and then five years later it might be a completely different one. Like, obviously, as we've seen this in social networks already a while ago, like we never built a MySpace channel, but we would've been building channels back then. That would no longer be as important as it might have been during those times. This is the way we are approaching this. From our perspective, the demand and supply is clear, like the demand from the builders of these apps is they would like commerce and high-quality commerce, trusted commerce, and good merchants with great products on the platforms. We are very happy to work with them and provide that integration. Thank you, Paul. All right. We have probably time for just one last question. Ariel, can you take our last question, please? Our final question comes from Mark Mahaney of Evercore ISI. Please go ahead. Our final question comes from Darren Aftahi of ROTH Capital Partners. Please go ahead. Hey, guys. Thanks for your question. Just can you talk about the retention dynamics of the surge in merchant's you guys saw in the second and third quarter of last year and kinda how that compares to historical levels? Thanks. Yeah. Actually, retention rates have remained very strong. We're pleased with retention rates as we've moved through 2021. I also wanna just emphasize that it's something that Harley said in his opening remarks with respect to Plus to keep in mind. We're still seeing levels of standard merchants upgrading to Plus that are higher than pre-COVID levels. Those 700,000 merchants, standard merchants that joined last year, many are thriving on the platform and upgrading to Plus at very high levels. We're delighted to see that and wanna continue to emphasize to look at this holistically, both standard and Plus merchants together, and that we're there for the entire merchant journey. Great. All right. Well, I think that's it for our conference call today. Thanks to everybody for dialing in. This concludes today's conference call. You may disconnect your lines. Thank you for participating and have a pleasant day.