Pinterest, Inc. (PINS) Earnings Call Transcript & Summary
September 15, 2020
Earnings Call Speaker Segments
Lloyd Walmsley
analystGood morning, and welcome to the next session of the Deutsche Bank Technology Conference. My name is Lloyd Walmsley. I lead the Internet research effort here at Deutsche Bank. And we're excited here to have Pinterest with us next. Todd Morgenfeld, the CFO, as well as Jane Penner from the IR team will be on the line. Todd and Jane, thanks for being here.
Todd Morgenfeld
executiveYes. Thank you, Lloyd. Thanks for having us.
Jane Penner
executiveGlad to be here. Thanks a lot, Lloyd.
Lloyd Walmsley
analystGreat. So I wanted to just kick off with just -- COVID has driven a nice lift in engagement. So just wanted to get your sense of how sticky you think those users are going to be over the medium term?
Todd Morgenfeld
executiveYes. Lloyd, that's a great question, and COVID, for sure, had an impact on engagement here. But I want to open -- just to make sure we set the context for how we're going to cover questions today here. So first of all, thanks for having me. And really, whenever I speak at investor conferences, I want to remind people that our goal is just to further the general understanding of our business, our mission, our differentiation from peers, our core strategic objectives and how we're pursuing them. But what I can't do today is provide a material update to what we said on our most recent earnings call. So nothing I say here today should be interpreted as a reaffirmation or a material update to the information we communicated on that call and then our other Q2 earnings materials. So with that bit of housekeeping clear, I'll come back to your -- the COVID engagement question, which is a good one. Our Q2 monthly active user growth exceeded the typical seasonal trend, driven by the very unique circumstances around COVID-19. But it's important to note that COVID-related use cases were Pinterest use cases. So how do you make a freezer-friendly recipe? How do you entertain stir-crazy kids? Turn your garage into a home office, those are all things that demonstrate that Pinterest is a unique utility for people who are facing new challenges that were posed by the pandemic. When you think about the demographic trends in terms of the monthly active users, in the U.S., we saw a lot of strength from 2 areas. The first of which was resurrected users, people who had returned to Pinterest after a lapse of, in some cases, several years. And then secondly, and really encouraging trend in Gen Z. So people under the age of 25 grew twice as fast as those 25 and over. And that's not a new trend. So as we mentioned on the earnings call, our engagement, including our monthly active user growth generally began to moderate in May as some of the shelter-in-place restrictions began to be lifted. And despite all that, the COVID cohort continued to show strong engagement through June and July relative to other new cohorts we've seen in the past. So we're encouraged by the overall engagement we've seen from that COVID cohort, but we're also keenly aware that these users became a monthly active users during unprecedented conditions. So it's really not clear quite how sustainable that engagement will be, and we'll monitor it carefully. But if you think back in the beginning of the year, beyond COVID, the longer-term opportunity for us and engagement is to help people use Pinterest for more things in their life. That's what we talked about when we described use case diversification as one of our core strategic pillars. So we're investing in that today by building better machine learning capabilities, improving our recommendation engine and building new features like the Today tab, which is curated content to bring people back to Pinterest more regularly and introduce them to trending information that may be consistent or actually not consistent with what they would typically come to Pinterest to see, but should introduce them to more areas of finding utility on the platform. And the reason that's important is that for those people who use Pinterest for more things in their life, it's much less likely that they will churn. So monthly active users who come to the platform for like 3 to 4 use cases very rarely churn, and that's why it's really important to us. I don't know if that gets to your question. We've seen like a very unusual trend through this COVID cycle, but the early signs have been encouraging.
Lloyd Walmsley
analystSo you mentioned kind of this dichotomy between resurrected versus kind of brand-new MAUs. What mix should we think about going forward on the delta between the 2? And then what are the differences in engagement between those different types of users?
Todd Morgenfeld
executiveSo in Q2, our monthly active user growth was driven by a mix, as you note, of brand-new users and resurrected users. And as I mentioned, many of those resurrected users came back after being lapsed for several years. And I think that's one of the things that we've been talking about, and we demonstrated how that can happen during this COVID shelter-in-place period because we think we have a pretty differentiated opportunity to resurrect former users here versus other consumer apps and services. And when I say that, I mean, if you are someone who uninstall the game from your phone because you don't like it or you delete a social media app because you don't like the way it makes you feel about yourself, those users are very unlikely to be resurrected because they just didn't have a good experience. But on our platform, our users often churn from being monthly active users because they completed their task. For example, the bathroom renovation that they were planning on Pinterest is finished or the wedding is over. And these users are often -- what they tell us is they're often very willing to return to Pinterest if they discover that they need it for a new use case. And in Q2, COVID-related use cases became a catalyst for returning. That was a kind of a test case for something we've been talking about for a while. How do we get some of our lapsed users to return, and that's been convincing them that Pinterest is for more things in their lives, and this unique set of circumstances helped to drive some of that. On your point around new cohort engagement versus resurrected cohort engagement and how those things differ, both cohorts tend to use Pinterest for our endemic use cases, home, food, fashion and beauty. But in general, our newer cohorts tend to engage more with our newer functions and features or services like search compared to our older cohorts who tend to engage more with the home feed, which was the original product. So it's same use cases, slightly different application of the service and its features.
Lloyd Walmsley
analystOkay. Shifting to kind of the impact on advertising from COVID, was the -- how do you think about the negative impact of store closures versus kind of an acceleration in e-commerce and wondering if kind of you see retail continuing to recover and kind of CPG continuing to be robust?
Todd Morgenfeld
executiveYes. Obviously, the market was quite different during the shelter-in-place and COVID-19 period and continues to be different than a normal period. But as we mentioned on our Q2 call, during the last few weeks of June and into July, we did see a broad-based recovery in advertiser demand across objectives and verticals. And this recovery was driven by improving macro trends as the lockdown is lifted and economic activity resumed, but it was also significantly driven by advertisers who are embracing the Pinterest platform and the investments we've made in our ad stack. And so specifically on that point, the investments we've been making and have been now talking about for quite some time, around conversion-based ads and the automation of our tech stack, attracted small and medium advertisers, who are a very important part of our Q2 revenue growth. And more than ever, this group of advertisers are seeking sales and conversions from end market consumers, and we were able to deliver exactly that. To your question on CPG and retail, one of the things we highlighted earlier in the year is that historically, CPG and retail have been our largest contributors to retail. That's kind of where we started building our monetization efforts. And CPG was a source of relative strength during Q2 as demand for essential household products was robust through the lockdowns. On retail, on the Q2 call, we did mention that a recovery in retailers' ad spend had lagged CPG ad spend, but that we were starting to see some green shoots there in the month of July. If overall conditions improve and as advertisers adapt to this post-COVID environment, if I can even use the post-COVID, post initial COVID environment, it's reasonable to assume that there could be some further improvement in ad demand for retailers. And in Q2, just to complete the picture, we did see some relative weakness in non-endemic verticals that had been growing, but still a small mix for us in travel, automotive and restaurants. And another emerging vertical, technology have been far more resilient. So if you really want to dive into retail because that has been historically a big component for us. Back in the shelter-in-place period, the U.S. essential goods omnichannel retailers think big box stores initially paused their spend during April due to overwhelming consumer demand and supply chain concerns and then started to resume their ad spend as consumer demand normalized and supply chain stabilized in the months of May and June. And nonessential omnichannel retailers think off-line clothing stores, as an example, just had much slower recovery in Q2 because many stores remained closed or had reduced foot traffic and therefore, consumer demand. And another emerging area, and we talked about some of the mid-market resilience we've seen. But ad spend in pure-play e-commerce and direct-to-consumer retailers were far more resilient in Q2, but that's just a much smaller mix of our products.
Lloyd Walmsley
analystAnd I guess as we think about kind of this unique environment, how do you guys think about spend on customer acquisition? You've done some experimenting in the past on marketing. Is this something you guys are kind of might push to the background, given the strength you've been seeing, or is this something where you lean in and try new kind of marketing to engage users or attract users in this period?
Todd Morgenfeld
executiveIt's a really good question. We had talked about marketing leading into kind of the post-IPO period and then entering this year. And it's probably worth pausing on this just for a second because most of our historical growth in terms of users on this platform has come organically. So people discover Pinterest through word of mouth and from search engine optimization. So they go to Google and they search for something and then they get directed to Pinterest. Those are the 2 primary ways that people have come to us. There's still significant potential to attract new users and even resurrect former users on Pinterest organically as we make the platform more inspiring with content and more actionable with shopping, as we talked about a little bit earlier. We have used some performance marketing, user acquisition marketing to attract both users and advertisers in the past, and we'll continue to do that opportunistically as we see the right returns, and that's worked well for us. But I think you're going toward brand marketing or awareness marketing, and that is a newer initiative for us. We ran some local test campaigns in a couple of U.S. cities and in Germany in the fourth quarter of 2019. And we were encouraged by the positive impact it had on brand comprehension on both the user side and on the advertiser side. So we had entered this year expecting to run a national brand marketing campaign in 2020. But our plans included experiential, TV and out-of-home content, and that just didn't seem like it made sense in the COVID environment. So we postponed that project now pending developments in the pandemic. So that's still out there as an idea.
Lloyd Walmsley
analystOkay. So let's shift gears to shopping. It's something we've been very excited about. So maybe starting with what -- can you help us with your vision for the shopping product and then the monetization potential? Would you ever -- and kind of touch on like how you may or may not ever shift to kind of a paid inclusion model there? How do we think about that?
Todd Morgenfeld
executiveNo. It's, again, a really interesting thread in these times, and I'll come back with the broader picture kind of at the end of this answer. But what's abundantly clear is that our Pinners, our users, have been coming to the platform more than ever to discover and buy products. And so a couple of stats on that. The percentage of users who visited are shopping-only surfaces. So I think the most commercial intent, high intent shopping surfaces on the platform. They grew more than 50% in the first half of 2020. And product-only searches, so think again, toward a full funnel shopping experience down to product-only searches grew 8x in the same period. And so that surge in shopping engagement is the result of investments we've made over the last year to do 2 things. Grow our reliable product inventory and improve discoverability of products on the platform. And on the inventory side, what that means is that our catalog ingestion by getting shoppable content on the site, increased more than 350% sequentially in Q2 and grew 10x in the first half of 2020, largely driven by the Shopify integration, which became generally available in early May. And also by infrastructure improvements to our feed uploader, so we made it easier for merchants to get their catalogs on the platform. As a result of that, our merchant -- Verified Merchant Program merchants, our approved merchants grew 350% quarter-over-quarter in Q2 and showed very healthy retention at 99%. That's a good sign from a product inventory perspective. And then on the user side around discoverability, new features like our Shop tab and an improved ability to shop directly from boards have made it much easier for Pinners, our users, to discover the products in that expanding inventory. So we're connecting users and the commercial intent that people bring directly to high-quality shoppable products better than ever. On the monetization potential, which is a good question because how do you get paid for that over time, that high commercial intent, right now our shopping ad revenue is growing off a pretty small base and it's a pretty small contribution to our overall revenue. And when you think about what we're trying to solve for, right now, we're majoring in driving from a business model perspective, it's more about shopping ad revenue and getting our users. It's not really about driving just the shopping ad revenue, but more about our users being habituated to shop on the platform to creating a really compelling user experience where our Pinners can come, find new ideas and reliably buy them without trying to drive at the expense of that user experience, advertising revenue. And so right now, it's first user experience; second, advertising, shopping ads and we're evaluating other business models right now, but nothing really to speak of beyond shopping ads, which I think would be more of a driver going through next year and beyond. And that's really important because we don't -- one of the things that I found, especially in the last 6 months in this COVID period. This progress is all based on the fact that Pinterest offers a fundamentally different experience to consumers than other e-commerce websites. And so the e-commerce is great if you already know what you want to buy and you're trying to find just a smooth transaction. But on Pinterest, our consumers are browsing inspiring images to discover what they want to buy, to find the products related to those inspiring scenes and purchase from merchants that they trust. And in a world where it's harder and harder to discover new ideas in physical stores due to lockdown orders as well as the pre-existing pressure that we've all been witnessing on off-line retailers, Pinterest is quickly becoming a compelling digital analog. It's the place online where you can truly shop and not just transact. And I think that's -- your question about shopping overall, I think that's the place to start, is that there are very few places online to truly discover a new idea and have a full funnel shopping experience that culminates in a reliable transaction. And I think we've got one of those platforms.
Lloyd Walmsley
analystYes. It's a really interesting confluence of events here with you guys building the product you've built and now kind of the world moving or reacting to COVID. Maybe you can give us a sense how much -- for how much GMV do you guys think you're driving or some other way of thinking about growth in the shopping kind of at an aggregate level?
Todd Morgenfeld
executiveYes. I think building on this point about our users tending to be in market consumers that are discovering new projects or products and planning projects. The organic content we have on the platform is often on that path to purchase. And until recently, we've only been able to measure GMV associated with paid content. So it's kind of -- it's a super interesting question, but we've been unable to measure that full funnel GMV across both organic and paid content until very recently. But understanding the value of merchants' organic distribution is a powerful tool for upselling them advertising over time. And so it will be much easier as we're building more and more tools to show the complete value of both organic and paid content on the site. Say to a merchant, this item from your catalog is trending really well in Pinterest and based on our analytics, we think we can improve your sales if you promote it. We know that others have built businesses around shopping on that basis, and we hope to do something similar over time. So the basic message is we're really excited to offer a more holistic picture of the value created by a merchant's presence on the platform, but it's still very early days, and it's only available to those in the Verified Merchant Program, many of whom joined the platform through our integration with Shopify. So early days on that, but it will be a powerful way to capture that full funnel shopping experience on Pinterest.
Lloyd Walmsley
analystSo shifting to the Shopify partnership in a bit more detail. You mentioned this is part of the 350% sequential growth in catalog ingestion. But can you talk specifically to Shopify, how has adoption been from Shopify merchants? And then how do you all think about converting those people uploading catalogs into advertisers on the Pinterest platform?
Todd Morgenfeld
executiveYes. I'd break it into kind of 3 different categories. One is on the catalog adoption point, one is on conversion of those to merchants, to advertisers and then third, the benefits -- the algorithmic benefits from tag integration. We've seen -- on the first point, we've seen a really good ingestion of catalogs from the Shopify merchants, although it's still early, and we just announced this a couple of months ago in May as generally available. But a large percentage of Shopify merchants that have the Pinterest app upload their catalog and even more adopt the Pinterest tag. And so I think we mentioned, but I'll say it again, in Q2, we saw a catalog ingestion increased more than 350% sequentially and grew 10x in the first half. And I think that's important to show that, that objective around getting more discoverable products on the site has been really important to the user experience, and I think we'll have downstream benefits to the Shopify merchants as well. In terms of the conversion to advertisers, it's still early, but we are seeing Shopify merchants convert to advertisers, even though that's not a significant revenue driver for us in the near term. It's worth noting that while some become advertisers immediately, others may convert over time as they start to see the value of their organic distribution on Pinterest. And I'm hearing that from some of the merchants that I've spoken to that they're beginning to appreciate the value of that organic distribution and are contemplating ways of capitalizing on it with more promotion. And so that convergent insights tool that I was referencing a moment ago about seeing the value of both organic and paid GMV will be, hopefully, a powerful tool in upselling that advertising down the road. And on the benefits of tag installation, almost all of the Shopify merchants that have the Pinterest app have the Pinterest tag installed because that installation is really, really easy. It's simple, a couple of clicks, and you have it installed. And the value of that is that it helps the measurement -- helps the merchant measure the holistic value of being on Pinterest while improving our inventory of high-quality products. So it's good for them and it's good for us. And we see more reliable inventory on Pinterest as being crucial to delivering a really good user experience. As we referenced before, we were trying to make sure shopping for users is a really compelling experience, especially on our high-intent shopping-only surfaces, where our users are really down the funnel looking for things, specific products at a specific price after discovering new ideas on Pinterest. So I don't know if that frames the Shopify question well. If there's anything else that you'd like on that front?
Lloyd Walmsley
analystWell, let's shift gears to kind of the ad tech improvements you all have been making. You've been investing a lot. And I guess first, at a high level, where are you all in the path to kind of a fully developed ad stack?
Todd Morgenfeld
executiveYes. I think this has obviously been something we've been working on for some period of time. And I think it's -- if you take a step back at the highest level, our ad product team's priority in 2020 is simply to make it easier for mid-market and what we call managed small and medium businesses, those that we have a relationship with from a sales perspective, to spend and scale on the platform. And there are really 3 different components of that: tools, measurement and improved formats. On the tools front, we've been improving automation, which has been a big deal for us. Automated bidding, as an example, continues to gain traction, which is bringing a lot more success with small and medium businesses to the most performant ad products. And so as we mentioned on the Q2 call, we've got more than 80% or had more than 80% of our CPC revenue, our traffic-based revenue running through auto bid, which is up from only 50% just in early May. We then launched our auto bid product for conversion optimization, our oCPM product in early July, and got to the point of the earnings call where over half of our conversion-based revenue is coming from auto bid. And our conversion-based advertisers who use the tool are spending more on Pinterest than those who don't for a couple of reasons. It's far more efficient pricing, which allows them to better spend through existing budgets. And advertisers using auto bid tend to increase their budgets when they see that more efficient performance. And so the hope is that, that ends up being a driver for us over time. On the tools front, we talked about the catalog uploader again. So I'm not going to spend a lot more time there, but that's been an important API simplification effort to get more shoppable content on the site. Our work to -- on the tools front to improve tag adoption through partnerships with Shopify, Google Tag Manager and others have been important for us to drive more conversion visibility, and that's super important when the most performance, most disciplined marketing dollars are going toward conversion -- online conversions and sales objectives. And then we've talked a little bit, I get the question a lot about international. And we've been building business access, which is we're testing right now. It's an agency-based tool to make permissions across multiple accounts more effective, which I think will be a driver for us outside of the U.S. On the measurement front, we've been talking about a lot of work we've done to -- we touched on a little bit earlier on the value of both organic and paid GMV, our conversion insights tool. A common question for us is how do you value that earlier touch and the longer attribution windows that Pinterest drives? And Pinterest conversion analysis is a tool that provides a suite of reports and is a scalable way for our sales teams to guide not just our small and medium business accounts, but even large advertisers through the value of longer attribution windows on the platform and then better drive conversion reporting or custom reporting, so you can see the value of that across a couple of different ways. And so like there are a number of things we've done on the measurement front to help prove out the value of that full funnel experience. And on formats, we've continued to innovate there to build more success around the shopping experience on the platform. So hopefully, you're getting a sense of a lot of investment to enable small and medium businesses, most of whom are managed accounts, better navigate the platform and see the value of longer attribution windows and the full funnel kind of discovery through shopping experience from an advertising perspective, which has been a really important set of initiatives for us pre-COVID, but is only becoming even more important and more relevant through this COVID environment.
Lloyd Walmsley
analystSo the automated bidding sounds like it's been a really big successful product for you all. I guess, are there other things along the lines of dynamic creative optimization and/or automated placement that you're either -- that you've implemented or are working on that could also be interesting important developments on the ad tech front?
Todd Morgenfeld
executiveYes. So on the -- just for background for those who may -- I do want to make one correction. So when I said -- when I was referencing the percentage of conversion optimization revenue on auto bid, that is a recent stat, not as of the end of the month of July. So today, over half of our conversion optimization revenue is on auto bid. So I didn't want to mislead anybody there. So your question on dynamic creative optimization, just for background, that's where an advertiser uploads a lot of different ad creatives, and the platform dynamically figures out which creative or product to show which user and where to place the ad. And what I would say, Lloyd, is that creative is one of the most important levers for continuing to drive performance on Pinterest, and advertisers want to have ways to optimize for this at scale. We do believe that dynamic creative optimization will be valuable and scaling our performance over the longer term, especially with advertisers that have catalogs with multiple images per product. And so while we recognize that as a potential upside, it's really early for us. We're doing very early engineering work on it, but it's not a near term priority. And I wouldn't expect anything to be a material driver there in the near term.
Lloyd Walmsley
analystYou touched on attribution. Can you talk a little bit more about the challenges with attribution and how you can address this from the standpoint of technical infrastructure, things like tag deployment as well as just educating your customers more?
Todd Morgenfeld
executiveYes. I mean this is definitely an important point because advertisers have been trained over the course of the last several years to overvalue the last click despite knowing that early demand generation is what's really important. And so when we talk to CMOs, they're frustrated. They're bidding on their own keywords, and for being charged for retargeting that's not about generating new demand. And so they're really trying to find ways, net new ways of generating new demand. The experience that we have allows advertisers to touch consumers at the point when they're looking for new ideas. And while they're still deeply considering different products, not at the point where they've already made a decision, and so what we're doing right now is we're helping advertisers understand the value of those early touches with a few tools today with a lot more to come. And I touched on the conversion insights and conversion analysis tools as being important for us in selling the value of those longer attribution windows, which show the incrementality -- hopefully, the incrementality of being on Pinterest and that we're at the point where that net new demand is created rather than just a tax on last click or retargeting. And so the solutions that we've been building, driven by all the tools, measurement, enhancements that we've been making make it easier for us to see conversions taking place. So we've got the tag integrated, and now we've got these conversion analysis tools that allow us to see these conversion events happening and proves that the value of those conversion events is incremental through some of those longer attribution windows.
Lloyd Walmsley
analystSo Todd, on international, you all have expanded to a lot of new geographies over the last year or 2 and are now concentrating on that sales effort. Can you talk about the evolution of the international go-to-market strategy?
Todd Morgenfeld
executiveYes. So international is a very large opportunity for us. We're still early in building that out from a monetization perspective, despite having the majority of our users overseas and seeing significant user growth still overseas. There's still a lot of markets today where we're not serving ads or still early in development. So we're making progress. International revenue was about 15% of revenue in Q2 this year versus 9% in the year ago quarter and yet 75% roughly of our users are in international markets. So we're pretty early in monetizing there. At the moment, we're focused mostly on deepening our presence in Western Europe, and that means growing the sales team in key geographies, which we're investing in, building connections with advertisers and then replicating or deploying all of the ad tech tools, the insights and the formats that have been successful in the U.S. and other English-speaking countries into Western Europe. We're also working on, as I mentioned earlier, the investments in agency tools and support, which will be a bigger deal for us in Europe, where a higher percentage of ad spend runs through agencies relative to the U.S. And then over the longer term, there's, for sure, an opportunity for us to expand our business into places like Latin America and parts of Asia Pacific. And so lots of work to do, but a really nice long-term opportunity for our business and our advertisers that we think is compelling.
Lloyd Walmsley
analystTodd, before we continue on the international front, I did want to dig into this agency tools and support. I don't think I've heard a lot about that in the past. Can you elaborate a bit more on what exactly you guys are working on and maybe give us a sense for how much of your business today runs through agencies and how that could change with some of what you're building today?
Todd Morgenfeld
executiveYes. I don't want to overstate where we are there. I know we have a product that's an alpha right now to allow better permissions across multiple accounts. And I think it's designed -- that the comments were designed to be an indication that we are aware that agencies are a bigger mix of spend outside of the U.S. than they are in the U.S. And so for us to continue to expand internationally it will be important for us to better equip agencies with the right tools to be successful in Pinterest. And I would say it's still -- we're still an alpha on some of those tools. So it's early, but it will be important for us over time to make sure that we're addressing the complete market.
Lloyd Walmsley
analystYes, it sounds really interesting, so I guess...
Todd Morgenfeld
executiveIf you have -- we have an agency team today and some spend runs through agencies in the U.S. And so it's not totally nascent. But I just think that it's important for us over time to address the full international market to have a better presence with agencies. And the tool I referenced was really about how do you -- how does a single manager at an agency deal with permissions across multiple accounts. And we're working on that tool now.
Lloyd Walmsley
analystGot it. So as we think about some of the new geographies like South America, how do we think about the time line for ramping monetization in those new markets? And how do we think about the playbook of that ramp?
Todd Morgenfeld
executiveYes. So time line, we had planned early -- coming into the year, we had planned to pursue monetization in Latin America by the end of the year -- by the end of 2020. And I think COVID environment has shifted things, in particular, in some of those markets in a material way. And so we've shifted out our timing there by a few months relative to our initial expectations. So it's still, I think, an important monetization opportunity delayed by a few months. In terms of the playbook in ramping a new geography, even before we serve ads, we start with do we have a valuable user experience in those markets. That includes making sure things like content is culturally appropriate and in the right language, the food recipes and fashion styles are correct for the market and the sensitivities. The U.S. is different than France is different than Brazil. And so we have teams on the ground to make sure that we're appropriately focused on content and user growth ahead of launching in the ads. And then we need to build scale in terms of users. So we have content and the user experience working, then we need to make sure that it's scaled so that it's an attractive market for advertisers to address that we have the right signal, that we can improve relevance and recommendations, and that we have an attractive audience for those businesses to then target. And so then the final element is, how do we monetize? We, from a technology perspective, need to turn on the ability to serve ads. And then secondly, we need to build the sales team and the tools that connect with businesses. The sales expansion and the resourcing takes time, but we've been able to use the playbook we had learned from the U.S. and other English-speaking countries. I've mentioned Canada on earlier calls, too, where we've had very good success. And now increasingly, Europe as a guide for how we'll do that in new geographies. It's probably important to note that even when you turn on a market, it's not like you just -- it's not a binary switch where you open the floodgates. When we invested in our sales team in Canada in late 2018 and early 2019, it took a couple of quarters to start to see meaningful productivity gains there. And I think our -- if you look at Western Europe as an example now after making investments in the second half of 2019, it just takes a little bit of time to ramp that productivity. So that's -- hopefully, that gives a little bit of a sense of the playbook.
Lloyd Walmsley
analystWell, Todd, unfortunately, we're out of time, but thank you for joining us. It's been a great conversation and hope to have you in person maybe next year.
Todd Morgenfeld
executiveWell, thanks. Yes, these are -- a little weird to do on a phone, but we'd be delighted to join you in person when we can do that again. So thank you.
Lloyd Walmsley
analystAll right. Thank you. Operator, go ahead and finish the session off.
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