Snowflake Inc. (SNOW) Q2 2022 Earnings Call Transcript

Snowflake Inc. (NYSE: SNOW) Q2 2022 Earnings Call dated Aug. 25, 2021

Corporate Participants:

Jimmy L. Sexton — Head, Investor Relations

Frank Slootman — Chairman and Chief Executive Officer

Mike Scarpelli — Chief Financial Officer

Christian Kleinerman — Senior Vice President, Product

Analysts:

Mark Murphy — J.P. Morgan — Analyst

Gregg Moskowitz — Mizuho — Analyst

Kirk Materne — Evercore ISI — Analyst

Brent Bracelin — Piper Sandler — Analyst

Gray Powell — BTIG — Analyst

Patrick Colville — Deutsche Bank — Analyst

Sanjit Singh — Morgan Stanley — Analyst

Kamil Mielczarek — William Blair — Analyst

Raimo Lenschow — Barclays — Analyst

David Hynes — Canaccord Genuity — Analyst

Derrick Wood — Cowen — Analyst

Dan Church — Goldman Sachs — Analyst

Joe Goodwin — JMP Securities — Analyst

Presentation:

Operator

Good day, and thank you for standing by. Welcome to the Second Quarter Fiscal Year 2022 Snowflake Earnings Conference Call. [Operator Instructions]

Thank you. Now, I would like to hand the conference over to your first speaker today, Mr. Jimmy Sexton, Head of Investor Relations for Snowflake. Sir, please go ahead.

Jimmy L. Sexton — Head, Investor Relations

Good afternoon, and thank you for joining us on Snowflake’s Q2 fiscal 2022 earnings call. Joining me in Bozeman, Montana, are Frank Slootman, our Chairman and Chief Executive Officer; Mike Scarpelli, our Chief Financial Officer; and Christian Kleinerman, our Senior Vice President of Product, who will be joining us for the Q&A session. During today’s call, we will review our financial results for second quarter fiscal 2022 and discuss our guidance for the third quarter and full-year fiscal 2022.

During today’s call, we will make forward-looking statements, including statements related to the expected performance of our business, future financial results, strategy, products and features, long-term growth and overall future prospects. These statements are subject to risks and uncertainties, which could cause them to differ materially from actual results. Information concerning those risks is available in our earnings press release distributed after market close today and in our SEC filings, including our most recently filed Form 10-Q for the fiscal quarter ended April 30, 2021, and the Form 10-Q for the quarter ended July 31st, 2021, that we will file with the SEC. We caution you to not place undue reliance on forward-looking statements, and undertake no duty or obligation to update any forward-looking statements, as a result of new information, future events or changes in our expectations.

We’d also like to point out that on today’s call, we will report both GAAP and non-GAAP results. We use these non-GAAP financial measures internally for financial and operational decision-making purposes, and as a means to evaluate period-to-period comparisons. Non-GAAP financial measures are presented in addition to, and not as a substitute for, financial measures calculated in accordance with GAAP. To see the reconciliations of these non-GAAP financial measures, please refer to our earnings press release distributed earlier today, and our investor presentation, which are both posted on investors.snowflake.com. A replay of today’s call will also be posted on the website.

With that, I would now like to turn the call over to Frank.

Frank Slootman — Chairman and Chief Executive Officer

Thanks Jimmy. Good afternoon everybody. We saw continued momentum in Q2 with 103% year-on-year growth to $255 million in product revenues, reflecting strength in Snowflake consumption. Remaining performance obligations grew to $1.5 billion, indicating strength in sales. For the first half of fiscal ’22, total revenues were $501 million, up 107% year-on-year.

As the net revenue retention rate reached 169%, we also saw non-GAAP product gross margin and operating margin efficiency improve to 73.6% and negative 8%, respectively. Adjusted free cash flow was positive for the third quarter in a row. As we approach the $1 billion mark in annual revenues, we continue to add customers at a robust pace, adding 458 net new customers, up from 397 in Q2 of last year.

We are really focused on the largest organizations, our Fortune 500 count totaled 212, increasing by 18 in the quarter. We are addressing the largest enterprises globally, with a vertical industry approach. We see these investments yield strong results. In Q2, financial services customer product revenue grew more than 100% year-on-year, representing the largest contribution, while healthcare customer product revenue grew nearly 200%. We have engaged in targeted industry events for these verticals, and we’ll continue to go-to market with tailored business outcomes.

We are pleased with our geographical expansion outside of the United States, with product revenue from EMEA and Asia Pacific, outstripping the company’s growth as a whole, growing 185% and 170% year-on-year, respectively. One of our largest new customers signed in the quarter came from Asia Pacific.

During Q2, we had key enterprise wins, including AllianceBernstein, Constellation Brands and Lithia Motors. Following milestones we think are worthy of note; in Q2, we announced public preview availability in all [Indecipherable] regions of Snowpark, our new developer experience. Snowpark enables developers to work in their preferred programming language and formats, including Java and Scala. Snowpark is designed to make building complex data pipelines and applications easy, and allow developers to interact with Snowflake directly, without having to abstract data, maximizing governance.

The Snowpark Accelerated Program has over 50 partners enrolled, to bring their capabilities and innovations across data science, data engineering and security to Snowpark. In the future, Snowpark will add support for pipeline and expand to Azure and Google Cloud regions.

Python is the most widely used programming language for machine learning and data science generally. We also launched Powered by Snowflake in June, to help companies build, operate and grow applications in the data cloud. Powered by Snowflake is designed to accelerate delivery of differentiated applications on Snowflake, by supporting developers across all stages of the application journey in Snowflake’s Data Cloud. Today, there are over 80 Powered By partners, including founding members, BlackRock, Adobe, Lacework, Observe and OppLoans. Increasingly, application providers are enabling their apps to operate directly against their customer Snowflake accounts, meaning no data needs to be copied or replicated, simplifying data governance, while accelerating the network effect of the Data Cloud.

We also continue to deliver new capabilities to strengthen data governance for our customers. During the quarter, we made row access policies generally available. Data governance features are typically the broadest and fastest adopted feature across our customer base.

Snowflake’s increasing focus on vertical industries is leading to more deeper discussions with customers globally. Snowflake team is organized around the following core verticals. they are; financial services, healthcare and life sciences, retail and CPG, advertising, media and entertainment, technology, public sector, education and manufacturing. This vertical industry focus will continue to intensify and expand over time.

One example of our vertical approach is the advertising industry, which is facing new regulations and increasing pressure to strengthen consumer privacy. Advertisers want to compete in a market dominated by the walled gardens. The Snowflake Data Cloud is empowering large media companies, technology providers and marketers to collaborate with their data assets across the ecosystem. Snowflake’s data clean room solutions can enable companies to share and join data without copying, or moving their data assets. Snowflake’s Data Cloud powers these data cleanrooms with transparency and privacy controls for customers like Disney and NBCUniversal. Each customer is creating their own data network within the Snowflake Data Cloud for their advertising businesses.

Snowflake continues to deliver performance and optimization improvements throughout the platform, from improving storage efficiencies, lower ingestion latencies to faster query performance across different workloads. Performance improvements bring not only timelier insights, but improve the economics of our platform for our customers.

Finally, Data Cloud adoption is growing rapidly. The Data Cloud is the sum of all data networking relationships that are active at any point in time. We track these data relationships through what we call Edges. We added over 450 customers in the quarter, and continue to expand the number of customers with stable Edges. At the end of the quarter, 16% of our customers had stabile Edges in place with external Snowflake accounts, compared to 15% last quarter.

The total number of these stable edges grew more than 20% quarter-over-quarter. This growth is fueled by the content on our marketplace, which saw listings grow 32% quarter-over-quarter. The data clouds enables our customers to enrich their data, gain more effective analytical insight and do so faster and more cost effectively.

Strategically, Snowflake is emerging as a highly secure, compliant, global and efficient data network in the infrastructure across the major public cloud domains. The combination of world-class data workload execution with cloud application development, cross-cloud operations, data and data application marketplaces, as well as planned monetization, is what makes Snowflake stand out.

During the quarter, we hosted our Annual Snowflake Summit to share our Data Cloud strategy, platform optimizations, feature enhancements and vertical industry use cases. Over 60,000 folks registered for the three-day event. We had four industry executive sessions and more than 60 customer sessions. Snowflake was launched in preview with over 50 partners supporting the Snowpark Accelerated program and we announced OverlayAnalytics as the winner of the first Snowflake Startup Challenge.

In Q3, we will be hosting events, including the Snowflake Financial Services Data Summit across the Americas, Europe, and Asia Pacific, where we’ll be sharing more of how Snowflake is connecting the entire financial services ecosystem. Snowflake is a sponsor at Ad Week, where we will discuss our enhanced advertising media and entertainment offerings. And finally, Snowflake is holding our BUILD event for technical executives, including CTOs, VPs of Engineering, Data Scientists, Data Engineers and Application Developers.

In closing, our results demonstrate high-quality durable growth, coupled with improving efficiency and we’re looking forward to executing the second half of the year.

With that, I will now turn the call over to Mike.

Mike Scarpelli — Chief Financial Officer

Thank you, Frank. We saw continued strength across the board in Q2 with great sales execution and operational efficiencies, setting us up for a strong back half of the year. Our Q2 product revenues were $255 million, representing 103% year-over-year growth. Consumption outperformance was led by our financial services customers, with continued strength from our technology and healthcare verticals.

Our rapid growth is driven by our existing customer base. The expansion of our net revenue retention rate to 169% is indicative of the power of our product over time, as well as our sales team driving long-term business outcomes. Q2 was an impressive quarter of sales execution. Remaining performance obligations grew to $1.529 billion, with net new bookings led by the technology and financial services verticals.

We are still maturing the sales organization to sell multi-year contracts, and the timing of the largest multi-year deals will be lumpy. As a reminder, in Q2 last year, we sold our largest multi-year contract ever, a three-year $100 million deal. While the multi-year component of new booking sets up a difficult comparison, we saw a net — we saw new annualized contract value accelerate compared to the year ago period. This is why RPO and revenue must be evaluated together in a consumption-based business model. Of the $1.5 billion in RPO, we expect approximately 56% to be recognized as revenue in the next 12 months, representing approximately an $87 million increase quarter-over-quarter. We remain focused on penetrating the largest enterprises globally, as we believe these organizations provide the largest opportunity for account expansion.

In Q2, the number of customers with greater than $1 million in trailing 12-month product revenue increased to 116, up from 104 last quarter. The second quarter was a breakout quarter for us in terms of profitability and efficiency. On a non-GAAP basis, our product gross margin was 73.6%, up 140 basis points from last quarter. Increased price per credit related to higher price addition consumption, and higher-than-expected compute, as the percentage of revenue from improved storage compression mentioned last quarter drove the outperformance. We have confidence in our ability to show leverage over time, but we view this significant quarter-over-quarter increase as one-time in nature.

Operating margin was negative 8%, benefiting from revenue outperformance. Our adjusted free cash flow margin was 1%, positively impacted by strong linearity in bookings and operating margin outperformance. Going forward, we believe we will remain adjusted free cash flow positive. As a reminder, adjusted free cash flow excludes the impact of net cash paid or received on both employee and employer payroll taxes, related items on employee stock transactions. This quarter, we saw a $15 million impact from those items. We maintained a strong cash position with approximately $5.1 billion in cash, cash equivalents and short-term and long-term investments.

Now let’s turn to our guidance and outlook. For the third quarter of fiscal 2022, we expect product revenues between $280 million and $285 million, representing year-over-year growth between 89% and 92%.

Turning to margins. We expect, on a non-GAAP basis, negative 7% operating margin, and we expect 303 million weighted average shares outstanding. For the full-year fiscal 2022, we expect product revenues between $1.06 billion and $1.07 billion, representing year-over-year growth between 91% and 93%.

Turning to profitability for the full year; we expect, on a non-GAAP basis, 73% product gross margins, negative 9% operating margin and 7% adjusted free cash flow margin and we expect 300 million weighted average shares outstanding. Our outlook assumes that we will still add more than 1,200 net new employees during the fiscal year.

With respect to COVID, our forecast now assumes that we will most likely continue to work remotely for the foreseeable future, and we have paused most travel with a slight uptick of return to office expenses in the fourth quarter. While we anticipate an eventual return to the office, we do not have a specific timeline for that goal.

With that, operator, you can now open up the line for questions. As a reminder, Christian Kleinerman, our SVP of Product, will be joining us for Q&A.

Questions and Answers:

Operator

[Operator Instructions] Your first question comes from the line of Mark Murphy from J.P. Morgan. Your line is open.

Mark Murphy — J.P. Morgan — Analyst

Yes. Thank you very much. And congratulations on a solid first half of the year. Frank, how many of your Fortune 500 type customers are in discussions with you today, with some kind of a plan to build their own Data Cloud. For instance, in energy cloud or an insurance cloud or a retail cloud that uses Snowflake’s data-sharing model? And then I had a quick follow-up for Mike.

Frank Slootman — Chairman and Chief Executive Officer

I don’t have an exact authoritative number to report back to you. But I can tell you that I’m involved in those conversations on a daily basis. We lead with a value proposition literally in every conversation. We’re betting a 1,000 when we go down the data cloud path. So, we’re super excited by the way this is resonating with our future customers.

Now that said, the way our market has historically worked, people have had a workload attitude and mentality to the world in terms of moving to the cloud. So sometimes, the data cloud is viewed as something that is sort of phase two or phase three. People are first preoccupied with moving data to the cloud, then moving workloads to the cloud and then having — and then sort of pulling up and having a look at what’s next.

We’re working very hard to make sure that we look at the Data Cloud right from the beginning. And the real reason is, what you don’t want to do — and this is what we tell every single customer that we meet with, is to recreate the silos of the past in the cloud, because they’ll find what the exact same set of challenges that they have today. So the Data Cloud conversation has to happen upfront to prevent people from re-siloing their data and really selling themselves short on the potential of data sciences, machine learning and all the advanced analytics and capabilities that are coming down the pike.

Mark Murphy — J.P. Morgan — Analyst

I see, okay. Thank you, Frank. And then Mike, you spent a little time talking about the RPO. I wanted to ask you on the next 12 months portion of RPO, that we understand it’s an estimate of future consumption. Do you have any thoughts on how to model it this year? Because that kind of strips out the multi-year noise, just for instance, would we think about it growing in line with revenue growth or could it be slightly above, slightly below? Any framework for that?

Mike Scarpelli — Chief Financial Officer

I’m not really giving that. It’s been running in the low to mid-50s. And as I said, we expect 56% based on what we’re seeing today. That could change and it really changes based upon how many multi-year deals we do, because obviously, when the total RPO grows because of the multi-year, that percentage could come down. But what we’re seeing now, is 56% we’re estimating.

Mark Murphy — J.P. Morgan — Analyst

Thank you.

Operator

Our next question comes from the line of Gregg Moskowitz from Mizuho. Your line is open.

Gregg Moskowitz — Mizuho — Analyst

Okay. Thank you for taking the questions and congratulations on a good quarter. Frank, you called out strength in financial services and I’m just wondering, when you look at consumption patterns, is there anything that you notice that sort of stood out on a geo basis this quarter?

Frank Slootman — Chairman and Chief Executive Officer

On a geo basis, I think we’re sort of experiencing traditional patterns in enterprise software adoptions, U.S. leading, EMEA following and after that Asia-Pacific. We are actually really encouraged by the uptick in EMEA. We certainly have work to do coming into the company in terms of how we were approaching that marketplace. It’s coming around really well. Very pleased in what’s going on in Asia Pacific as well. I mean, we’re really big on making sure that all our products, all our regions, all our channels are showing up every single quarter and that’s really a key focus when you’re driving high growth the way we have been. So everybody is contributing and that’s — if there is a secret sauce, that’s part of it.

Gregg Moskowitz — Mizuho — Analyst

All right. That’s very helpful. And then just for Mike. So, you’ve now signed up more than 10% of the Fortune 500 over just the last 12 months. That’s incredibly difficult to do. And my question here is, given the nature of your model, would it be fair to say that a very small percentage of your Q2 revenue came from these 54 relatively new Fortune 500 customers?

Mike Scarpelli — Chief Financial Officer

I would say, less than 1% has come from new customers we landed in the quarter. And for the full year, less than 10% will be for customers we land in the year. As a reminder, when we land these customers, it takes nine to 12 months before they really start consuming at a rate. So what’s really driving the revenue this year, are all of the customers we landed — those large customers we landed last year.

And I want to stress too, it’s not just those large — we have a lot of small customers that drive a lot of revenue too. The point is those large customers, they have a lot of growth potential within them still today.

Gregg Moskowitz — Mizuho — Analyst

Absolutely. All right Mike. Thanks.

Operator

Your next question comes from the line of Kirk Materne from Evercore ISI. Your line is open.

Kirk Materne — Evercore ISI — Analyst

Yeah. Thanks very much. Mike, I actually want to follow up on that, on the last point you made in terms of the bigger customers taking nine months to 12 months to start consuming. How have you guys been working with sort of the ecosystem broadly to make sure that, that cadence stays on track as you add more and more of those large customers? Do you feel good that the kind of resources that are out in the market in terms of consultants, professional services, partners are out there to make sure that after you sort of land these customers, that they are on track to start consuming within sort of the approximate timeframe you laid out?

Mike Scarpelli — Chief Financial Officer

Yeah. So it’s done a couple of ways. It’s done through our professional service people, and we probably do, I think, less than 10% — out there. But we have a whole alliances program that’s focused on all the global GSIs and the regional partners. And I think the number of those partners, including GSIs, is up 3x from what it was last year. And you can see one of the things on our professional service line, a big chunk of that is training. And we are spending a lot of time training partners, so their people can get certified and doing a lot of training with the trainers, so they can add more resources that are Snowflake certified to do these migrations and implementations.

Kirk Materne — Evercore ISI — Analyst

And just a quick one for Frank. Frank, you guys have taken sort of a vertical approach to sales a little quicker than you did at the last company — your last company. Can you just talk about the opportunities within the federal government or governments in general, sort of a big quarter for the Federal that we’re all aware of? But I was just kind of curious on that vertical in particular, where you think you are and maybe where you could be in 12 months, 18 months from now? Thanks.

Frank Slootman — Chairman and Chief Executive Officer

Yeah. Actually great question because, ironically, this wasn’t true in the previous company that you referenced. Public sector is actually the slowest market for Snowflake to come along and Asia Pacific traditionally, especially Japan tend to be the slow adopters. They’re actually coming around much faster and public sector is actually slower. And one of the reasons is, cloud adoption in the federal government is really hard because of the standards that they have for companies like ours, and we can go on-prem. It’s something that we did do at ServiceNow, as you recall.

We are now getting close to approaching the requirements for broadly being able to contest federal business. We believe that federal business can become 15% of our total number. So there is an enormous opportunity pending for us there, where we have not really effectively addressed it up to this point. But we are super confident that we are going to. There is a lot of tremendous demand there, and it’s very much a procedural set of requirements that we have to grind through, and it’s not easy to do. So once it’s there, it will also really form quite a moat or a barrier, if you will, around that type of cloud business.

Kirk Materne — Evercore ISI — Analyst

Super. Thank you.

Operator

Thank you. Your next question comes from the line of Brent Bracelin from Piper Sandler. Your line is open.

Brent Bracelin — Piper Sandler — Analyst

Thank you, and good afternoon. First one for Frank or Christian here. We saw a noticeable uptick in the number of data lake migrations to Snowflake this quarter, clearly builds on the data warehouse migrations. But what’s resonating most with enterprises that are now standardizing on Snowflake for data lake use cases? Is there new feature functionality that you’ve added to enable that, and how big of an opportunity can that be, as you think about that going forward?

Christian Kleinerman — Senior Vice President, Product

Yes, certainly. Christian here. I think it’s the breadth of the platform that we are presenting to our customers, not only performance advantages relative to alternatives, but the economic benefits that our performance represents. We hear that consistently, and that has driven migration from a variety of platforms.

Brent Bracelin — Piper Sandler — Analyst

Helpful. And then, Mike, as we just think about the operating margin this year, it has narrowed materially faster than expected, encouraging to see the leverage in the model. But how much of an improvement would you attribute to just product gross margin improvement here, versus higher sales productivity that you expect in the second half clearly performing better, just trying to understand what’s driving that?

Mike Scarpelli — Chief Financial Officer

Yeah. Well, it’s the — the gross profit is driving part of that, the revenue outperformance and also improved gross margins. As we said, we improved 150 basis points. We’re really looking more to keep our sales productivity flat and improve that. Because if it’s growing too fast, it means we’re not adding reps at a fast enough pace out there. And it’s really, partly because of COVID with the return to office, we’re not traveling. We saw some uptick in and our hiring was more back-end loaded. And as most of you know, we tend to be very cost conscious when we spend money on anything. And I don’t think there’s a lot of waste in our numbers.

Brent Bracelin — Piper Sandler — Analyst

Got it. So a lot of that is just the flow-through on the product side, and then sounds like you are still hiring aggressively. Helpful color. Thank you.

Operator

Thank you. Your next question comes from the line of Gray Powell from BTIG. Your line is open.

Gray Powell — BTIG — Analyst

Great. Thanks for taking the question and congratulations on the strong results. So yeah, maybe a high-level question on my side. I guess, what do you see is the bigger driver of your business today? Is it the replacement of legacy data warehouse architectures, or is it more net new from modern companies like Instacart and Coinbase that start out and build businesses on top of Snowflake?

Frank Slootman — Chairman and Chief Executive Officer

Yeah, this is Frank. It’s actually an important question to ask, because we have very high net revenue retention rates and people are often wondering, where is that coming from, because that’s typically not seen. The reason is, a lot of what Snowflake does, is what we call enabling the demand. In other words, we’re not creating it, we’re allowing it to happen. So, there’s a lot of latent bottled-up, pent-up demand that has literally grown over literally decades, where people have — because of fixed capacity limits on storage, on computational or contractual limitations, they have not been able to do what the technology is now capable of doing.

So just unlocking that puzzle and allowing workloads to be provisioned, allow unlimited number of concurrent workloads, let jobs run every night as opposed to once a month, if you’re lucky. That is really the explosion, the enablement of demand that was already there, is really the big, big driver behind Snowflake. Now there are others. I mean, there’s brand-new use cases that are exploding in several of these verticals that are driving a lot of demand as well. This is a very dynamic marketplace. This is not — okay, we have an existing workload, we’re going to move it to the cloud and call it a day. That is not the nature of this business. This is a very fluid dynamic process, where people are doing brand-new innovative things. The great thing about the public cloud combined with Snowflake is that, technology is no longer standing in the way. What is only standing in the way now is your imagination and your budget. Those are not minor things, by the way, but that’s a hell a lot better than having fixed limitations that we historically have had to live with.

Gray Powell — BTIG — Analyst

Got it. Thank you very much. I will leave it there.

Operator

Thank you. Your next question comes from the line of Patrick Colville from Deutsche Bank. Your line is open.

Patrick Colville — Deutsche Bank — Analyst

Hey, thank you very much for taking my question. Can I just ask about this vertical strategy that you referenced at the beginning of the call, Frank. I mean, how much of the vertical strategy is product specificity versus kind of go-to-market and partnerships?

Frank Slootman — Chairman and Chief Executive Officer

It’s not product. We only have one product and the product is not vertical, as it’s a horizontal product. It’s an infrastructure platform. So this is really about used cases. It’s how you apply the technology to industry-specific challenges and problems. So you can, as you said, it very much has to do with, okay, what are specific institutions doing in specific industries with Snowflake, and how can other entities in that industry and sub-industry take advantage of those learnings? There’s a lot of talk going on inside these verticals between entities about, hey, what are the opportunities to apply these technologies to problems that we’re all living with? So that’s why verticalization is so important, because we can really accelerate our business, when these used cases and these opportunities are becoming more broadly shared.

Patrick Colville — Deutsche Bank — Analyst

Yeah. That’s helpful. And can I keep going on the product side, actually, and just talking about Snowpark. Again, you referenced that in your prepared remarks. I mean even though we’re still kind of early in that product cycle, just help me understand the indicators that you’re seeing that drive confidence in developers embrace Snowpark?

Christian Kleinerman — Senior Vice President, Product

Yes, Christian here. We look at a number of adoption metrics. All of them are following our most successful launches relative to other previews we’ve done. We have talked to the different customers that have been early adopters of the technology and the feedback is overwhelmingly positive. And as Frank mentioned in his remarks, we have over 50 partners, that have signed up to drive solutions in Snowpark and they also have overwhelmingly positive feedback, but they will also provide leverage to the adoption. So, we’re highly confident.

Patrick Colville — Deutsche Bank — Analyst

Thank you so much.

Operator

Thank you. Your next question comes from the line of Keith Weiss from Morgan Stanley. Your line is open.

Sanjit Singh — Morgan Stanley — Analyst

Hi, thank you for taking the question. This is Sanjit filling for Keith. I have a question for Christian. It sort of relates to Snowflake and maybe the application market, which is a $300 billion market today. As customers are sort of centralizing more and more of your data on to Snowflake, what are the potential opportunities in terms of applications, development of applications on top of Snowflake? Maybe it’s a next-generation CRM or a next-generation financial application, given that you’re centralizing that data, what do you think that Snowflake’s role could be when it comes to applications? Is that something more that partners would sort of build on top of or could we see Snowflake have some ambitions on the application side of that?

Christian Kleinerman — Senior Vice President, Product

Yes, Christian here. It’s a great question. And really something that is an important priority for us. We shared some of this vision at our Investor Day. One of the biggest challenges that application developers face today is the notion of data governance, where they need to get customers to trust them and share the data with them. What we are enabling is, bringing those applications to operate within the governance and security perimeter of Snowflake, and we see interest from applications across horizontals and verticals wanting to build on top of Snowflake and running closer to the data, without creating copies or silos.

Frank Slootman — Chairman and Chief Executive Officer

Yeah, one follow-up — this is Frank. One of the things that we talk about, when we talk about the Data Cloud, is that it is a completely comprehensive hemisphere for application developers, and I referenced this in the prepared remarks. But what that means is, we have a data cloud that has number one, live data. Number two, it has full-blown infrastructure, obviously, that can scale unlimited as a function of our public cloud relationships.

We have, through Snowpark, a complete application development infrastructure on top of that cloud. Then we have a marketplace that allows people to find, to discover, to explore, to try out applications. And then you layer monetization on top of that, you have basically an environment, where developers can build cloud applications that the world has never seen before, and we sometimes compare this to what happened on mobile development, which obviously was a huge world.

The mobile developers have to set up separate environments for the iPhone and for Android. Here, you literally have one place and you’ll be able to target multiple runtime platforms in terms of AWS and Azure, GCP and so on. So that’s really what the Data Cloud – when it’s fully built out, and all its capabilities, what it will be. And so I think your question about software developers is strategically very important to Snowflake.

Sanjit Singh — Morgan Stanley — Analyst

[Technical Issues]. As I follow-up going into sort of Mike’s commentary around the expansion opportunity within these larger customers, I know it’s early in terms of like the data marketplace, but is there any sort of examples that you can cite in terms of customers standing up new revenue-generating businesses, whether it’s data stores or data marketplace, monetizing that business and how that revenue that you’re getting compares to their annual Snowflake spend? Is that a multiple of 2, 5, 10? Any sort of indicator from some of these early cohorts that are monetizing, saving up new businesses on Snowflake?

Frank Slootman — Chairman and Chief Executive Officer

Yeah. I think we — this is Frank. We have seen some of our data partners certainly in the financial verticals having, in a very short period of time. Very substantial expansion of their business. We’re literally a channel for them to reach demand that they couldn’t, through traditional challenges. I can’t really bring any more sort of comparisons and metrics to it. It’s probably something that we’ll try to do at a future point in time. But there is no doubt that, as I said during the prepared remarks, we have tremendous growth in the data listings, that are coming on to the marketplace. And by the way, the reason that they’re coming, is because they’re viewing Snowflake increasingly as a place, where they can sell data. And the network effect starts to be induced, and more data begets more data, right, because it becomes a very rich environment after a while. So, we’re very positive with this quarter with the growth in listings, the growth in data and so on. And that’s really how we track our progress in terms of the Data Cloud and the data networking relationships that make up that Data Cloud.

Sanjit Singh — Morgan Stanley — Analyst

[Indecipherable].

Operator

Thank you. Your next question comes from the line of Kamil Mielczarek of William Blair. Your line is open.

Kamil Mielczarek — William Blair — Analyst

Hi everyone. Congrats on a strong quarter and thank you for taking my questions. I believe you mentioned in your prepared remarks, that tech and financial services were large drivers of RPO strength, and at your user conference, you called out media, entertainment as your largest vertical. So it’s great to see the broad growth. As you look across the six end markets that you structure your sales force around, are there any industries that particularly stand out as drivers of strength over the next one to two years, especially as the economy opens up? And where do you see the risks of deceleration, particularly as you think about your guidance?

Frank Slootman — Chairman and Chief Executive Officer

Well, this is Frank. You’re correct, both media, entertainment, that area is approximately the same order of magnitude, tech and financial services as well are both the drivers of our business. I really don’t see any deceleration risk. We’re just waiting for industries that were heavily affected by the pandemic to come online. Obviously, hospitality, aviation, all the places that have suffered disproportionately to start normalizing and will become, I guess, more daring in terms of their exploits with us. So I see that as upside.

But one of the great things about the type of business that we’re in, it’s very secular in the sense that it’s really not driven by too many macro factors. I mean, this is something that people are going to do, as some of them are just doing it faster than others.

Kamil Mielczarek — William Blair — Analyst

Yeah. Makes sense. And just as a quick follow-up, can you talk about any changes you’ve seen on the competitor front? Are you seeing any private companies more often and among your large public competitors? Are you seeing any impact from the changes they’re making to their platforms?

Frank Slootman — Chairman and Chief Executive Officer

Not really. The competitive environment has been speculated upon quite a bit in recent days and weeks. But from our perspective, things are the same. Now obviously, when you become a much bigger company as we have been, the intensity starts to pick up, because you’re just in more places and you’re contesting in more places and so on. But fundamentally, the dynamic is, as we have characterized it previously. So there’s really nothing terribly noteworthy in this area.

Kamil Mielczarek — William Blair — Analyst

That’s good to hear. Thanks Frank and congrats again.

Operator

Thank you. Your next question comes from the line of Raimo Lenschow from Barclays. Your line is open.

Raimo Lenschow — Barclays — Analyst

Thank you. I apologize for asking the question, but with a lot of the legacy players you have, okay, how is customer behavior changing now, as the pandemic is getting better? We have like recovery talks and stuff like that. The new growth has been so strong over the last few quarters or throughout the whole life. But do you see any change in customer behavior in terms of contract size, contract length and stuff like that coming through that, that we should think about — that we might want to think about? And then I had one follow-up.

Mike Scarpelli — Chief Financial Officer

I don’t see any real change in contract duration. Still, the majority of our customers start with a one-year contract. And then on the renewal, they do a multi-year contract. We did see our ACV pickup, but in terms of deal size, it has actually remained pretty consistent there. I will say there are some new customers we’re in discussions with, that are willing to do bigger deals, first year deal that are one-year deals with them. But I don’t think that’s going to change the ramp time to any of these customers. Historically, they just take nine months to 12 months to really ramp a large customer.

Raimo Lenschow — Barclays — Analyst

Yeah. Okay. Perfect. And then one follow-up more for Frank maybe. If you think about, initially, the discussion was like Snowflake as a [Indecipherable] competitor, but what we see now more and more, is like you as a data platform, more guys working with you. How do you see that mix evolving? How customers see you versus like some of the old traditional players in the future? It almost feels like you’re moving way beyond that, and it’s kind of the long discussion that we are having here. Thank you and congrats from me as well.

Frank Slootman — Chairman and Chief Executive Officer

Yes. It’s not entirely the wrong discussion to have. I mean, both these dynamics are playing out at the same time. There’s tons of discussion going on in terms of legacy replacements. I mean, you mentioned Teradata. And the reality of the Teradata world is, it’s not that easy to pick up that workload, and move it, it costs a lot of money. And I think Teradata has done a good job, making it bloody hard to move off their platform, kudos to them. But we’re still up 30% year-on-year in terms of Teradata replacements. So, that will play itself out over time. It’s going to happen. It’s just — is it going to go faster, is it going to go slow, it is going to happen. It’s not going to stay.

But you are also correct that those are traditional data warehousing workloads. And obviously, we’re the king of doing that sort of thing. But as I commented earlier, we’re busting out in all these verticals and all these new use cases that are going way beyond data warehousing. The data cloud is the evolution of the data warehouse. That is the way to think about it, right? It is an incredibly enhanced vision of what data warehousing was, right? So that’s where people want to go. They don’t want to replicate the data warehousing legacy in the cloud. That is a missed opportunity, and that’s why there’s so much new energy and new dynamics going on, because of what is now possible that wasn’t before.

Mike Scarpelli — Chief Financial Officer

I’ll also add, Raimo, too. It’s not just Teradata, there’s piles of Hadoop on-prem Cloudera that we are doing and we’re in discussions with many customers who still have multiple years left on those contracts, but they’re all in discussions to move to Snowflake — it could take number of years.

Raimo Lenschow — Barclays — Analyst

Okay, perfect. Yeah, okay. Thanks and congratulations.

Mike Scarpelli — Chief Financial Officer

Thanks.

Operator

Your next question comes from the line of DJ Hynes from Canaccord Genuity. Your line is open.

David Hynes — Canaccord Genuity — Analyst

Hey guys. Great set of numbers here. Mike, the net revenue expansion metrics stand out and continue to impress. I’m just curious, as the base ages, are there any consistent signals that this expansion starts to plateau or normalize either at a certain time period or spend threshold? I don’t know if there’s cohort data that you can share. I’m just trying to think about how this plays out longer term, as the business matures.

Mike Scarpelli — Chief Financial Officer

Obviously, longer term, it will come down, as our customer base becomes larger. I think we’ve only been selling product for, what, five years now, six years? And remember, this is going back two years looking at it. I don’t see any real slowdown in the near-term future. But definitely, over time, that number will come down.

David Hynes — Canaccord Genuity — Analyst

Okay. And then, Frank, one for you. As you continue to introduce new solutions, features, functionality, will they always be aimed at driving incremental consumption, or do you see Snowflake ever introducing additional non-consumption-based SKUs that could add different layers to the revenue model?

Frank Slootman — Chairman and Chief Executive Officer

Well, we obviously are very focused. We look at the world through a lens of consumption. That is true. That’s how we seek alignment. But one area that comes to mind that is not consumption-based, is through the monetization models that we are developing for data and data applications. So that will also drive consumption, but it will also have a transactional component, that will be a completely different business than consumption.

David Hynes — Canaccord Genuity — Analyst

Right, okay. Thank you guys. Congrats.

Operator

Your next question comes from the line of Derrick Wood from Cowen. Your line is open.

Derrick Wood — Cowen — Analyst

Great. Thanks for taking my questions. Frank, I wanted to start a couple of questions in verticals. Obviously, you guys highlighted financial services, and I’m just curious if you’re seeing a trend of new use cases that — is it Customer 360? Is it trading? Is it fraud detection, cybersecurity? Anything you’d highlight as trending upwards? And then on a different vertical with retail, are you having any early traction kind of moving beyond analytics into operational automation like inventory management, supplier management, things that you can automate from an operational standpoint?

Frank Slootman — Chairman and Chief Executive Officer

Well obviously, we have large customers like Instacart, who obviously have revolutionized retail. And obviously, they have very important relationships with the large retailers all over the place. The use of Snowflake there, affords them all kinds of new opportunities for insights and for optimization. So retail is hot. It’s really the combination of retail with the CPGs, the consumer packaged goods providers, the amount of data that is moving back and forth between these entities, and the insights that can now be derived and how much faster these insights are being derived.

So in retail, certainly, the type of business that has to come a long way in terms of sophistication, used to be, it is very difficult for them to have accurate inventory levels and really know where to restock and how to restock. And things like Instacart have really helped, because they run catalogs across all these stores. They know exactly what’s there, what’s not there, and that’s sort of the new value that’s brought, in terms of data to these verticals.

I can go on and on about one vertical after another in terms of what’s going on there. I mean, I remember having a conversation with a Chief Science Officer of a big pharma, and they were saying that they view the biggest impact in the world of life sciences, in terms of people’s longevity and quality of life, will come from data science and will not come from life science, which are really enormous statements to come out of life sciences companies, that they think that the enrichment of data is going to create insight in terms of the effectiveness of treatments and therapies and protocols and so on, that are going to have an enormous effect. So that’s why you see data becoming insanely important to all these different verticals, because of the impact that it’s going to happen, what these people do for a living.

Derrick Wood — Cowen — Analyst

Great. Thanks. And one for Mike, obviously impressive to see that 169% net revenue retention. You had said at least 160% this year. You’re kind of pushing that close to 170%. Should we still be thinking about at least 160%? And what do you see as the biggest drivers that could generate upside to your expectations?

Mike Scarpelli — Chief Financial Officer

I don’t think it’s going to go up. I think we’re going to continue to be above 160% for the balance of the year, what I said last quarter. And our large customers just continue to increase their consumption. When I look at the forecast for this quarter, our largest customers are continuing to consume at a very rapid pace.

Derrick Wood — Cowen — Analyst

That’s great. Congratulations. Thanks.

Operator

Your next question comes from the line of Dan Church from Goldman Sachs. Your line is open.

Dan Church — Goldman Sachs — Analyst

Hi, good evening. This is Dan Church on for Kash Rangan. Thanks for taking the question. Piggying back on that net expansion rate, obviously 169% really healthy. When you look at your large customers, how do you think about the runway that you have from a share of wallet perspective, and how big Snowflake can ultimately become in terms of a line item, and how sustainable that 160% number is? And then when you look at your $1 million customers, can you give us a sense of how much of that is Fortune 500 versus customers that may fall below that threshold?

Frank Slootman — Chairman and Chief Executive Officer

So let me go first, Mike and you can go second on the second part of the question. It is really hard to predict where the ship is going to hit the beach, because it is so dynamic, there is so much latent pent-up demand, there’s so much opportunity. So it’s really not that helpful, to look at historical spend and try to extrapolate that into the future and you see that in our net revenue retention rate. It is strictly the fact that it’s now possible, that we’re enabling that demand is why it’s happening, right. So can we foretell exactly what that’s going to be. No, we can’t. We’re just going to follow it to where it leads, and we’re going to enable it to the maximum extent. But I can’t put a stick in the ground and say, this is what it will be.

Mike Scarpelli — Chief Financial Officer

Yeah. On your question the Fortune 500, and I just want to remind people, Fortune 500 is very much a U.S. centric term, and the Fortune 500 account for roughly 25% of our $1 million plus customers. We have a number of Global 2000, we started looking at Global 2000. I think we now have 462 of the Global 2000, mostly reporting on that next year. But clearly, large customers are what are driving those — that $1 million is a lot than our Fortune 500s, that are large customers. And we think that will continue to be the case. Yes, the Fortune 500s have big wallets, and those will be some of our largest customers, and we think that will continue to be the case.

In terms of your net revenue retention, I’m not going to guide long term. It’s hard to do that. I’m just going to say — reiterate again what I said to Derrick, is we will stay above 160% for this year. And I do expect longer term as our customer base gets bigger and bigger and more mature, that number will come down. But I still think it will be well above 130%, 140% for a very long time.

Dan Church — Goldman Sachs — Analyst

That’s really helpful. Thank you. And then just a quick follow-up. I mean we talked about the storage compression improvements last quarter, and some of the impact on gross margins, as revenue mix shifts more towards compute, and then we layer on kind of the opportunity to have end data sharing to drive incremental compute per unit of storage. How you see that impacting gross margins over the next, let’s say 12 to 24 months?

Mike Scarpelli — Chief Financial Officer

Well, we saw it right now, and I’m not expecting a big increase in — as a reminder, we do new storage compression technology every two years. We just rolled that one out last quarter. Storage is running just under 10% of our total revenue, and so clearly, compute is what’s driving the margin now. And we think with data sharing, it will be a higher percentage of compute going forward. I don’t expect it to see much improvement on the storage side.

The biggest driver though on gross margin, is as we move into larger customers that are buying enterprise and business-critical, that is more software rich that drives the gross margin.

Dan Church — Goldman Sachs — Analyst

That’s really helpful. Thank you.

Operator

Your next question comes from the line of Pat Walravens from JMP Securities. Your line is open.

Joe Goodwin — JMP Securities — Analyst

This is Joe on for Pat. Great to see the strength in the Asia-Pacific region. So what point would it make sense to expansion to afford cloud in the region, like Alibaba cloud? I guess, what’s the thought process there? Any color would be great. Thank you.

Mike Scarpelli — Chief Financial Officer

Yeah, let me just say, first off, we have made a decision as a company that we need to move into China, that’s because China is now integral to the world economy, it’s not a separate market. And our largest customers are demanding and sustaining that would be there, and we’re literally in the middle of figuring out how to be there and we are reevaluating all those options. Whether we are in one flavor of the cloud or another, it depends a whole lot on what type of a dynamic growth we’re anticipating. We’ve learned a whole bunch from being with Amazon, being with Microsoft and being with Google, and we’re certainly going to take those learnings into that market as well. Christian do you have anything do you want to add to that.

Christian Kleinerman — Senior Vice President, Product

I would add that, we like meeting customers where they are, and they guide very much our deployment regional, as well as cloud deployments. As Frank said yes, we want to grow in China and he is working with our customers that we determine how we do that.

Joe Goodwin — JMP Securities — Analyst

Thank you.

Operator

[Operator Closing Remarks].