MongoDB, Inc. (NASDAQ: MDB) Q3 2022 earnings call dated Dec. 06, 2021
Corporate Participants:
Brian Denyeau — Investor Relations, ICR
Dev Ittycheria — President & Chief Executive Officer
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Analysts:
Sanjit Singh — Morgan Stanley — Analyst
Raimo Lenschow — Barclays Capital — Analyst
Brad Reback — Stifel — Analyst
Brent Bracelin — Piper Sandler — Analyst
DJ Hynes — Canaccord Genuity — Analyst
Kash Rangan — Goldman Sachs — Analyst
Karl Keirstead — UBS — Analyst
Patrick Walravens — JMP Securities — Analyst
Fred Havemeyer — Macquarie — Analyst
Jason Ader — William Blair — Analyst
Ittai Kidron — Oppenheimer — Analyst
Phil Winslow — Credit Suisse — Analyst
Tyler Radke — Citi — Analyst
Jack Andrews — Needham — Analyst
Presentation:
Operator
Good day, and welcome to the MongoDB’s Third Quarter Fiscal Year 2022 Earnings Call. [Operator Instructions] Please note, this event is being recorded.
I would now like to turn the conference over to Brian Denyeau from ICR. Please go ahead.
Brian Denyeau — Investor Relations, ICR
Thank you, Aly. Good afternoon and thank you for joining us today to review MongoDB’s third quarter of fiscal 2022 financial results, which we announced in our press release issued after the close of the market today. Joining the call today are Dev Ittycheria, President and CEO of MongoDB; and Michael Gordon, MongoDB’s COO and CFO.
During this call, we will make forward-looking statements, including statements related to our market and the future growth opportunities, the benefits of our product platform, our competitive landscape, customer behaviors, our financial guidance and our planned investments. These statements are subject to a variety of risks and uncertainties, including those related to the ongoing COVID-19 pandemic and its impacts on our business, results of operations, clients and the macroeconomic environment that could cause actual results to differ materially from our expectations. For a discussion of material risks and uncertainties that could affect our actual results, please refer to the risks described in our SEC filings, including our most recent quarterly report on Form 10-Q. Any forward-looking statements made on this call reflect our views only as of today and we undertake no obligation to update them.
Additionally, we will discuss non-GAAP financial measures on this conference call. Please refer to the tables in our earnings release on the Investor Relations portion of our website for a reconciliation of these measures to the most directly comparable GAAP financial measure.
With that, I’d like to turn the call over to Dev.
Dev Ittycheria — President & Chief Executive Officer
Thank you, Brian. And thank you to everyone for joining us today. I will start by reviewing our third quarter results before giving you a company update.
Looking quickly at our third quarter financial results, we generated revenue of $227 million, a 50% year-over-year increase and above the high end of our guidance. Atlas revenue grew 84% year-over-year, representing 58% of revenue and is now over $0.5 billion revenue run rate. We had another strong quarter of customer growth, ending the quarter with over 31,000 customers. Our third quarter results demonstrate that customers are increasingly choosing MongoDB to build modern apps that run their businesses.
We had another strong quarter of customer additions, led by our self-service channel. Both our field sales and inside sales teams again performed well. A key driver of our results is the healthy expansion of our customers as many of them are meaningfully increasing their adoption of MongoDB. As you’ll hear from Michael, some of our largest customers made increased multi-year commitments to MongoDB in Q3.
Our performance is clear evidence that MongoDB is emerging as an enterprise standard in a growing number of accounts. Our excellent Q3 performance is the result of continuously strong go-to-market execution, as well as a confluence of two factors: secular trends that reinforce our technical advantages and our growing credibility and influence with customers.
Let me start with the secular trends that play to our strengths. First, the ability to move fast and innovate quickly, whether it’s pivoting to a digital-first strategy, quickly seizing new market opportunities or respond to new threats has never been more important. MongoDB’s document model maps data to the way developers think and code, removing friction from the development process to enable developers to move incredibly fast.
Second, while there has been a proliferation of single-purpose databases that address specific needs, the result is that most customers find the challenges of learning, managing and supporting a myriad of technologies and resulting data silos to be overwhelming. Consequently, there’s a growing demand for a modern general purpose database platform that supports a broad range of workloads to dramatically reduce the cost and complexity of a company’s data infrastructure. MongoDB’s application data platform is designed to address this specific need.
Third, the performance and scale expectations of modern applications continue to grow. MongoDB’s distributed architecture supports unlimited horizontal scaling, allowing organizations to linearly scale costs as applications grow and to easily address data sovereignty regulations or to ensure responsive and predictable performance, whether uses are local or across the world. Today we have customers who have workloads doing over 1 million transactions per second, with data sizes of hundreds of terabytes. Legacy platforms struggle to address these demanding performance and scale requirements.
Fourth, the accuracy, availability and security of data are paramount importance. MongoDB allows developers to easily build resilient, mission-critical applications with native replication, fast and automatic failover and re-triable operations. MongoDB also offers sophisticated security controls for access, auditing and end-to-end encryption while the data is in use or at rest.
And fifth, customers want choice on where and how they deploy their applications. Developers can build and run MongoDB applications in a datacenter in any cloud and at the edge. However, technical advantages are not enough unless there are customer proof points to validate these technical claims.
As a disruptor of a massive market with a long-standing infringe [Phonetic] technology, we had to build our credibility one workload at a time. We usually land in an account by identifying a pain point that simply cannot be addressed by legacy technology. We then leverage the success of the first workload to expand across divisional and geographic boundaries. Eventually we up-level the conversation to the C-suite and become a standard for future app development.
While still early days, we believe a key driver of our success this year has been the growing trend of customers choosing MongoDB as an enterprise standard, which is having a positive impact on our ability to increase our penetration of these accounts over time. With more than 31,000 customers, which is up 10 times since our IPO four years ago, we have all types of customers using MongoDB to do a wide variety of amazing things to run and transform their businesses. We have had tremendous success in acquiring customers from large Global 2000 organizations to cutting-edge start-ups across all major industries in most geographies. This creates a compelling social proof effect. When you are able to reference customers in particular industries and geographies who are aggressively adopting MongoDB, other customers in those same industries or geos are more interested in engaging with us.
While we feel confident about our position in the marketplace, we are not standing still. We recently moved to a quarterly product release schedule starting with MongoDB 5.1 to bring new features and capabilities more quickly to market. Highlights of MongoDB 5.1 include time series enhancements such as support for sharding, improved capabilities for joint and graft reversals to do more sophisticated real-time analytics and enhancements to our Client-Side Field Level Encryption security feature to work with any KMIP-compliant Key Management System.
In addition, we announced a preview of our ability to provide hundred times faster facets and counts in Atlas Search. Facet search allows users to filter and quickly navigate search results by categories. Fast facets and counts are essential in a search-first applications such as product catalogs and content search. MongoDB combines the core database and search database into one unified developer and operational experience, differentiating it from all other standalone application search offerings in the market.
Last but not least, we also announced Atlas Data API, which allows developers to easily access the MongoDB data via standard REST-like interface. It exposes MongoDB’s rich query integration capabilities via a fully-managed, scalable and a resilient API, which allows customers to quickly build microservices on Atlas and easily integrate with a wide array of tech stacks.
We made these product announcements at our.local developer conference in London, which is our first in-person event since the start of COVID-19. We also just returned from AWS re:Invent, where we announced the expansion of our relation with AWS, including the launch of a pay-as-you-go MongoDB Atlas on the AWS Marketplace. Customers who are used to buying services from the AWS Marketplace can find a simple and integrated way to subscribe to MongoDB Atlas, starting even with a free trial and use Atlas without the need for an upfront commitment. This makes it even easier to start using Atlas.
Now I’d like to spend a few minutes reviewing some customer wins and interesting use cases from the quarter. Coinbase, which is dedicated to increasing economic freedom in the world by building more accessible, transparent and equitable financial system is the trusted choice of more than 73 [Phonetic] million individuals, businesses and institutions to interact with the crypto economy. The company is moving more workloads to MongoDB Atlas so they can build new products and services quickly and meet the scale and availability requirements of the unprecedented growth in the cryptocurrency markets. The adoption of Atlas Data Lake give their engineers a simple and powerful way to create resilient data pipelines that enable downstream analytics on the large volumes of data generated by the platform.
Global technology and communications leader, Verizon, is working with MongoDB to bring data closer to the edge as part of its multi-access edge computing and 5G data architecture. This is going to enable the next generation of low-latency applications such as machine learning, intelligent edge, robotics, AR/VR, autonomous vehicle, telemedicine and more.
Cue Health is a healthcare technology company that makes it easy for individuals to access health information and places diagnostic information at the center of care. Their revolutionary new device, the Cue Health Monitoring System paired with their COVID-19 test is the first at-home molecular COVID-19 test available over the counter without a prescription and it is used by the NBA, Johnson & Johnson and the Mayo Clinic. The company chose MongoDB Atlas Search and Realm Sync to power their mobile application, mobile database and synchronization, enabling consumers to receive data from their Cue Health devices on their smartphones and securely stored in the cloud.
Telecom Italia Mobile or TIM, the communications industry leader in Italy and Brazil develops fixed, mobile and cloud infrastructure, datacenters, service offerings and products for communications and entertainment. A company at the forefront of digital technologies, TIM selected MongoDB Atlas for Fly Together, its core digital service delivery platform to accelerate the transition to Google Cloud and enable flexible delivery of digital services through a microservices architecture. MongoDB has been a partner and maximizing the customer experience across all of its digital channels.
In summary, we had another excellent quarter. Our strong performance is the result of the seeds we planted years ago, such as launching Atlas, releasing multi document ACID transactions and expanding our go-to-market channels to complement our enterprise sales organization. Our continued success further fuels our aspirations. We not only expect to benefit from the seeds already planted, but we will continue to plant new seeds that drive long-term growth. Customers are embracing the vision of our application data platform that simplifies their data architecture, while accelerating the pace of innovation. We believe the seeds we’re planting today will yield strong results in the years to come.
Before I turn it over to Michael, I would officially like to welcome our new CMO, Peder Ulander to MongoDB. A developer at its core, Peder joined us from AWS where he led Developer and Enterprise Marketing. He brings deep experience in the cloud, open source, engaging with developers and has a track record of helping brands from start-ups to tech leaders, take advantage of major market transitions.
With that, here’s Michael.
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Thanks, Dev. As mentioned, we delivered another strong performance in the third quarter, both financially and operationally. I’ll begin with a detailed review of our third quarter results and then finish with our outlook for the fourth quarter and full fiscal year 2022.
First, I’ll start with the third quarter results. Total revenue in the quarter was $226.9 million, up 50% year-over-year. Subscription revenue was $217.9 million, up 51% year-over-year and professional services revenue was $9 million, up 35% year-over-year. It was a very strong quarter across the board and we exceeded our expectations for both Atlas and Enterprise Advanced.
Overall, Atlas’ strong performance continues to be the largest contributor to our growth. Atlas grew 84% in the quarter compared to the previous year and now represents 58% of total revenue compared to 47% in the third quarter of fiscal 2021 and and 56% last quarter. In any given quarter, the sequential growth of Atlas is driven primarily by the expansion of the existing applications on our platform. As you can see in our strong Q3 results, that expansion was towards the higher end of the historical range this quarter. Enterprise Advanced also exceeded our expectations this quarter, driven by stronger-than-anticipated new business demand.
During the third quarter, we again grew our customer base by over 2,000 customers sequentially, bringing our total customer count to over 31,000, which is up from over 22,600 in the year-ago period. Of our total customer count, over 3,900 are direct sales customers, which compares to over 2,800 in the year-ago period. As a reminder, our direct customer count growth is driven by customers who are net new to our platform, as well as self-service customers with whom we have now established a direct sales relationship. The growth in our total customer count is being driven in large part by Atlas, which had over 29,500 customers at the end of the quarter compared to over 21,100 customers in the year-ago period. It is important to keep in mind that the growth in our Atlas customer count reflects new customers to MongoDB in addition to existing Enterprise Advanced customers adding incremental Atlas workloads.
We had another quarter with our net AR expansion rate above 120%. We ended the quarter with 1,201 customers with at least $100,000 in ARR and annualized MRR, which is up from 898 in the year-ago period. The continued strong growth in customers with $100,000 or more in ARR is an indication of the success of our land-and-expand go-to-market strategy, and the fact that we are increasingly becoming a strategic partner for our customers.
Moving down the income statement, I’ll be discussing our results on a non-GAAP basis, unless otherwise noted. Gross profit in the third quarter was $163.9 million, representing a gross margin of 72%, which is consistent with last quarter, and consistent with 72% in the year-ago period. In the near term, we continue to expect some modest reduction in overall company gross margin as Atlas continues to grow as a percentage of our revenues.
Our operating loss was $3.5 million or negative 2% operating margin for the third quarter compared to a negative 11% margin in the year ago period. Our outperformance versus our operating loss guidance was clearly driven by our revenue outperformance, but also by the timing of certain expenses. Due to the ongoing COVID-19 pandemic, we are experiencing less of a rebound in travel, events and workplace expenses that we had previously assumed. At the beginning of fiscal ’22, we had shared with you our expectation that these categories would contribute an incremental $20 million to $25 million in expenses for the year compared to fiscal 2021, with most of it occurring in the second half.
Given the sustained impact from the pandemic, our revised expectation is that these incremental expenses will only amount to $9 million to $12 million for the current year. We see this as a one-time benefit as we do expect our activities to return much more closely to pre-COVID levels in fiscal year ’23. In addition, our marketing spend was lower than expected in Q3 as our new CMO, Peder Ulander, put certain programs on hold while he evaluated their effectiveness. This process is now complete and we expect our marketing spend to revert to normal levels in Q4.
Net loss in the third quarter was $7.2 million or $0.11 per share based on 66.4 million weighted average shares outstanding. This compares to a loss of $18.2 million or $0.31 per share on 59.4 million weighted average shares outstanding in the year-ago period.
Turning to the balance sheet and cash flow. We ended the quarter with $1.8 billion in cash, cash equivalents, short-term investments, and restricted cash. I would also like to point your attention to a meaningful sequential increase in our deferred revenue. As Dev mentioned in his remarks, we are increasingly becoming an enterprise standard and a strategic partner to our largest customers. And correspondingly, these customers have high confidence in continued growth of MongoDB. In order to optimize the best commercial terms, these companies — these customers typically make multi-year commitments to MongoDB. In Q3, we had a number of our largest Atlas customers renew their Q4 and Q1 contracts early. Because these are Atlas customers and Atlas revenue is recognized upon consumption, the multi-year nature of these Atlas commitments did not affect revenue in the period. However, there was an impact on deferred revenue, given these contracts are build annually in advance. While early renewals occur regularly in our business, the dollar magnitude in Q3 was significantly above what we had experienced in the past.
Operating cash flow in the third quarter was negative $5.8 million. After taking into consideration approximately $3.4 million in capital expenditures and principal repayments of finance lease liabilities, free cash flow was negative $9.2 million in the quarter. This compares to negative free cash flow of $14.9 million in the third quarter of fiscal 2021.
I’d now like to turn to our outlook for the fourth quarter and full year fiscal 2022. For the fourth quarter, we expect revenue to be in the range of $239 million to $242 million. We expect non-GAAP loss from operations to be $13 million to $11 million, and non-GAAP net loss per share to be in the range of $0.24 to $0.21 based on 67 million weighted average shares outstanding.
For the full year of fiscal 2022, we now expect revenues to be in the range of $846.3 million to $849.3 million. For the full fiscal year 2022, we expect non-GAAP loss from operations to be $36.4 million to $34.4 million, and non-GAAP net loss per share to be in the range of $0.74 to $0.71 based on 64.6 million weighted average shares outstanding.
To summarize, MongoDB delivered excellent third quarter results. We’re seeing strong customer additions, as well as excellent expansion within our existing customers. Customers have increased confidence in our application data platform and are in turn increasing their commitments to MongoDB. Our performance gives us increased confidence to continued investing to capture the large market opportunity ahead of us and we’re seeing attractive returns on those investments.
With that, we’d like to open it up to questions. Operator?
Questions and Answers:
Operator
[Operator Instructions] Our first question today comes from Sanjit Singh with Morgan Stanley.
Sanjit Singh — Morgan Stanley — Analyst
Thank you for taking the questions and congrats on a very strong quarter and great results across the board, including Atlas. If I take a step back, Dev, and I look at where we are with Atlas in terms of the mix, sort of 58% of revenue, it’s almost two-third of your subscription revenue. When we look at the motion around migration, so Enterprise customers had been expanding for Atlas for quite some time now, are you starting to see more of the outright migrations on Enterprise Advanced to Atlas or is that still on the come? And when customers do, do that, is there a revenue uplift associated when customers move from Enterprise Advanced to Atlas?
Dev Ittycheria — President & Chief Executive Officer
Thanks, Sanjit. Yeah, to your question on migrations, still it’s a very small set of customers who’ve actually migrated from Enterprise Advanced to Atlas. The bulk of our growth of Atlas is net new workloads. And in terms of a price increase, in general, it tends to be flattish, maybe there is a slight price premium, but does not make some significant price delta. Again, we — I would say, the growth of Atlas is really driven by, there’s a massive cloud transformation happening in the enterprise, and best-of-breed vendors are winning and clearly customers are very comfortable moving mission-critical workloads, not only to the cloud, but also to MongoDB and that’s what I think you’re seeing here.
Sanjit Singh — Morgan Stanley — Analyst
Makes total sense. And in your script, I thought the call out on Coinbase being a customer was pretty interesting that they’re obviously tied to the sort of new financial revolution that’s going on and when we think of massive scale, but also financial transactional integrity. I was wondering, like, what the sort of specific set of use cases Atlas is playing with that customer. Is that more around sort of customer interactivity or is that more on kind of on the transactional level?
Dev Ittycheria — President & Chief Executive Officer
Yeah, I think there’s limits to what I can say, but it’s definitely at the transactional level along with some adjacent applications and what I would tell you is they have some pretty unique requirements when it comes to performance and scale. And as you can imagine, in their market, they have a lot of periods where they have some intense trading days and then — so they need to scale up capacity very, very quickly to deal with those surges in trading volume and so on, so forth. So they basically realized the only platform out there that could really address their need was MongoDB.
Sanjit Singh — Morgan Stanley — Analyst
Great. Feather in the cap win there, and very impressive. I’ll cede the floor. Thank you. Congrats again on a great quarter.
Dev Ittycheria — President & Chief Executive Officer
Thanks, Sanjit.
Operator
Our next question comes from Raimo Lenschow with Barclays.
Raimo Lenschow — Barclays Capital — Analyst
Hey. Congrats from me as well. Two quick ones. Dev, what we saw this quarter in terms of what we haven’t seen for quite a while is that on the EA side, you talked about new customers starting to come back and doing more deals, etc. Dev, can you talk a little bit about what you’re seeing there in terms of what people are doing on that side? Is that kind of more regulated industries that can’t go to Atlas yet or is it like post-pandemic investments again? And then I had one follow-up for Michael on the deferred side.
Dev Ittycheria — President & Chief Executive Officer
Yeah, we have a lot of EA customers who are just expanding their usage of MongoDB in the Enterprise. Some of it is driven by cultural reasons where basically they’re just comfortable running workloads in their own datacenter and want to continue to do that. The benefit for them obviously is that when they do decide to move to the cloud, they don’t have to rewrite one line of code. And then clearly, there are some customers who are constrained by the industry they operate in, and they can’t move to the cloud as quickly as they’d like to, and that’s where EA comes in.
Raimo Lenschow — Barclays Capital — Analyst
Yeah, yeah. Okay, but you do see it’s coming back now after the pandemic as well. Okay. And then, Michael, on the deferred side, like the — and obviously like there is no kind of P&L benefit on people renewing earlier. Like, what’s driving those, kind of, big early renewals? Did you do anything in terms of terms — payment terms are something you encouraged it, or is that like your financial year was just different? Because it seems unusual without you kind of pushing for it.
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Yeah, I think this is an example of really customer demand and responding to the customer needs. I think what we’ve tried to make clear over the last couple of years is that we’re trying to make it increasingly easier to adopt and use MongoDB and we’ve tried to strip away some of the incentives that our sales folks have for people to do things naturally. So it’s much more customer-centric and this is really a result of them looking at their own demand profiles internally, aggregating demand and thinking and being confident that they’ll be able to sort of expand more and therefore looking for sort of best possible commercial terms and so they’re coming to us and saying, hey, we’d like to commit even more based on what we see internally.
Raimo Lenschow — Barclays Capital — Analyst
Perfect. Congratulations, really good news.
Dev Ittycheria — President & Chief Executive Officer
Thanks, Raimo.
Operator
Our next question comes from Brad Reback with Stifel.
Brad Reback — Stifel — Analyst
Great, thanks a lot. Dev, you had mentioned the hiring of Peder as CMO and Michael, you talked about some delayed marketing spend as a result. Can you give us a high level sense of what maybe some of the changes the marketing go-to-market will be going forward?
Dev Ittycheria — President & Chief Executive Officer
Yeah, I think what Peder wanted to do and he came from a — almost like, he came out of central casting, given his background in open source, in the cloud and also knowing how to engage with developers. He really wanted to do a comprehensive review of the marketing programs that were underway. And what he has done — I won’t say there is some major swings in kind of strategy, but it’s basically making some optimizations around doubling down in some areas and pulling back on some other. So I don’t think you’ll see any drastic changes. He is also building tighter relationships with the sales organization. And so he and Cedric Pech, our CRO, are working very closely together and making sure the marketing team is aligned with the sales efforts around going up-market, as well as going down-market. So that’s essentially what’s happening. And we’re thrilled to have Peder on the team.
Brad Reback — Stifel — Analyst
Great. And Michael, maybe one quick follow-up for you. Last quarter, you had talked about some specific 2Q to 3Q seasonal trends within Atlas. Anything we should think about as it relates to 3Q to 4Q seasonal trends as we head into the end of the year? Thanks.
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Yeah, I think there are a couple of different ways to think about that. I think with Atlas, as we mentioned, Q1 is seasonally softer and so we try to help put in context some of the strength that we saw in Q2. Certainly, the results in Q3 were very strong and compare very favorably when you sort of adjust for that seasonality. I think the only other thing I’d call out that’s probably important in terms of Q4 seasonality is two things. One, we had a very strong year-ago year in Q4, particularly in Atlas. And then on a more macro basis, Q4 tends to be disproportionately Enterprise Advanced-centric. A lot of the renewal base, as it relates to workloads, tends to, like I said, disproportionately skew towards Enterprise Advanced in Q4. And so that’s I think another factor to keep in mind as well.
Brad Reback — Stifel — Analyst
That’s great, thanks very much, guys.
Dev Ittycheria — President & Chief Executive Officer
Thanks, Brad.
Operator
Our next question comes from Brent Bracelin with Piper Sandler.
Brent Bracelin — Piper Sandler — Analyst
Good afternoon. Firstly [Phonetic], the questions to you, it’s incredible to see the return of 50%-plus growth for the first time in two years. On the drivers of the growth here and acceleration, it looks like, not only did you have strong Atlas new customer growth, but the Atlas usage, in particular, was very strong, even actually stronger than last quarter. So walk me through, kind of, what are you seeing across the broader set of customers, what’s driving higher Atlas usage on a per customer basis. And one quick follow-up on renewals.
Dev Ittycheria — President & Chief Executive Officer
Yeah, sure, Brent, thank you. A few different things. So I think you have to think about the mix overall and just as a reminder for folks, we don’t run the business on a product basis. We run the business on a channel basis, just so people, kind of, can remember that. But if you think about the overall growth, I think about it in terms of new business and then expansions of existing behaviors. So it continued to be another strong new business quarter within Atlas workloads and then new business doesn’t tend to have as big an impact immediately, whereas under Enterprise Advanced, you’ve got the term license component recognized under 606. And then as it relates to expansion, we’ve seen very consistent, like, good strong cohort behavior across the expansion. I mentioned in the prepared remarks, specifically for Atlas, during this quarter, that what we saw was sort of higher than — sort of at the higher end of what we typically see for the cohort behavior and that drove some of the Atlas outperformance.
You can also tell, if you look at our numbers — and Brent, I don’t know if this is what you’re getting at, but you can tell, if you look at the numbers, where you can calculate from our disclosure, the average revenue per direct sales customer and that is up a little bit year-over-year and up sequentially. And I think that’s generally pretty impressive, given the fact that there is a bit of a tailwind, given that a lot of the customers that we’ve added overall are in the mid-market, who tend to spend below the average level and then also, some of those customers that are new to the direct sales channel are self-service customers who we’ve moved to be in the — we’ve now established a direct sales relationship with them. They will grow more quickly as a result of that, but that revenue is not all, like, net new and obviously those folks start at a lower basis. And so I think sort of despite some mix headwinds, if you want to think about it, those results have continued to impress us.
Brent Bracelin — Piper Sandler — Analyst
Absolutely. And then just quickly on the renewals, short-term deferred up $49 million sequentially. You talked about some of that being tied to early renewals. Can you just maybe remind us why someone would be motivated to renew early? Would it be strictly tied to some of the rebound you saw in EA, and there were more EA-heavy renewals or are there benefits for an Atlas customer if they’re starting to consume more today? Is there a financial advantage for them to kind of early renew just to on-board more use cases? Just trying to understand, because that’s a little unusual, why customers would want to spend more now in early renewal, just trying to drill a little bit deeper into that. Thanks.
Dev Ittycheria — President & Chief Executive Officer
Sure. Yeah, I know, and that’s part of the reason why we wanted to call it out because it was atypical. Obviously, we’ve said for some time now that deferred revenue and the calculated billings calculation that a number of folks do is not a particularly insightful or instructive measure for our business and that certainly continues to be the case, but just given the behavior in Q2, we wanted to call that out. These were Atlas customers and therefore really, as we discussed, it doesn’t affect the revenue. The revenue on Atlas is really all consumption-based. And so what this is reflecting is the increasing strategic or mission-critical nature of Atlas in those accounts. And so those folks are looking at their run rate. They’re seeing their run rate increase and while they may get whatever benefits are of the initial commercial deal that they struck, given that they’re at meaningfully higher run rates, they want to make sure that they are getting sort of the best commercial terms out of the relationship, and as a result, are entering into committed paying advanced contracts for larger amounts to try to make sure they’re optimizing their spend levels with us.
And so that’s why we want to call it out, but again unlike kind of typical, kind of the calculated billings number, my sort of hypothesis or assumption is that part of the reason people like that is they view that as sort of an indicator of future revenue and where the business going. I think given that Atlas is consumption-based and these folks, they’re already — were at run rates often that exceeded their commitment, so it’s not necessarily as helpful in that way that people are traditionally used to seeing it, but nevertheless, I think it’s a great sign around the strategic nature of Atlas and their conviction to, kind of, continue to invest and expand usage of the platform.
Brent Bracelin — Piper Sandler — Analyst
Very clear, helpful color. Thank you.
Operator
Our next question comes from DJ Hynes with Canaccord.
DJ Hynes — Canaccord Genuity — Analyst
Hey, thanks, guys. I’ll echo the congrats. Awesome set of numbers here. Two questions, I’ll start with you, Michael, just kind of building off the thread that Brent started last question around expansion. I know you guys don’t get granular with disclosure around net revenue retention metrics and north of 120% is great, but is it fair to think that you’re seeing that metric tick higher? I mean, I think it makes sense, given net adds have been strong, but they’ve been pretty consistent for the last five, six quarters, but the growth has been accelerating. Is that one of the drivers?
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Yeah, I would say the net AR expansion rate has been strong at that north of 120% level. And I think when we look at the underlying cohort dynamics, they have generally been consistently strong. I think the success has really been a mix. I think it’s adding new customers, as well as expanding within existing customers. And you have to remember a lot of times, particularly with Atlas, which is where the bulk of the new customers are coming, those new customers aren’t necessarily coming right away and are coming — spending at their full levels right away. And so you get a little bit blurred — it becomes a little bit sort of artificial distinction between what is a new customer land and what is a — what part is the expansion rate, because when you think about if you’re starting off relatively small and I only look at what are you spending on day one, everything else is expansion. So yes, of course, you could say that, but you wouldn’t have that opportunity to expand if you hadn’t added them and so to us, I think it’s two-pronged. I think it’s both acquiring new customers, continuing to lay that foundation for that sort of expansion of the multilayer cake or however you want to think about it. And so we’ve got to keep adding those new customers, but then expanding within them. So hopefully that helps.
DJ Hynes — Canaccord Genuity — Analyst
Yeah. Yeah, no, makes sense. And then, Dev, I want to ask you a competitive question that’s really not related at all to the quarter. But my sense is that Redis is out talking to public investors a bit more. So maybe you could just spend a minute touching on competitive differentiation there. I don’t know if that’s key value versus document or maybe use cases where they make more sense than you and vice versa. Any compare and contrast I think would be helpful at this point.
Dev Ittycheria — President & Chief Executive Officer
Yes, sure. So Redis is predominantly used as a front-end cash and so that was a use case that actually a lot of people also used MongoDB for in the early days. We have a much broader set of capabilities. As a document model, we support so many different types of workloads between key value. We even support relational with joins, time series, graph reversals, etc. So we offer a broad set of capabilities. We also support multi-document ACID transactions, so to the Coinbase example, and lots of financial services customers are using us for mission-critical workloads. The breadth and capabilities of our platform are far wider and superior.
And I think what I talked about a little bit in the prepared remarks was that we hear loudly from customers that they just can’t continue to use a net new technology for every net new use case, that the challenges of learning, supporting and managing all these different data technologies, having all these different data silos, how do you synchronize that data, how do you secure that data, how do you back up that data, how do you query that data becomes even more challenging. And so they’re gravitating to more of a modern platform where they can run most of those workloads on one platform. It really simplifies the operational issues that really makes the life of a developer that much more easy. And so that’s why we’re winning. We don’t really compete with Redis per se. It’s very rare that we go into a battle with Redis, because it becomes quite easy to differentiate our capabilities against them. But this is a big market so there is no doubt that they’re probably getting some traction somewhere, but we really feel good about our competitive advantages.
DJ Hynes — Canaccord Genuity — Analyst
Yeah. Very helpful, thank you, guys.
Operator
Our next question comes from Kash Rangan with Goldman Sachs.
Kash Rangan — Goldman Sachs — Analyst
Hey, Dev and team, congratulations on a fantastic quarter. Dev, I’m curious to get your perspective. As you look at Atlas, if you were to look at it three to four years from now, what kind of scale of applications do you see Atlas supporting, scope of application, scale of applications Atlas supporting that are currently — does not today? And what are the other technological breakthroughs that you are looking for in the query system to be able to accomplish clearly, three, four years from now, what MongoDB is capable of achieving? Thank you so much. Congrats again.
Dev Ittycheria — President & Chief Executive Officer
Yeah, thanks, Kash. So what I’d say is, one of the advantages MongoDB has had from day one is that it was built on a distributed system, right? So, by definition, we allow customers to really scale out their environment and deal with massive amounts of data and very high-performance requirements. And the reason they’re coming to us is because the existing relational technologies just can’t handle today’s scale. So to your point, as modern applications have even greater requirements to scale, the existing set of technologies will be even more handicapped. And so we’ve done some — a lot of sophisticated things around replication for data resiliency, sharding for scale out, doing things like workload isolation so that when you’re running sophisticated analytics, you don’t impact user performance, building in materialized views, so that you can predefine queries upfront and have those — that data ready versus trying to run those queries when you need it and then impacting CPU usage.
All these things, we’re doing and we’re just chipping away and adding more and more capability. So it’s hard for me to sit here and say what we will be doing five years from now, but we’re just pushing the envelope on performance and scale and because we’ve been built on a distributed architecture, we have a fundamental advantage over all the other technologies out there, and that allows us to really serve our customers well. And that’s why the most sophisticated and demanding customers like the Coinbase’s of the world and others are using MongoDB because no other platform can address their needs.
Kash Rangan — Goldman Sachs — Analyst
Wonderful. Thank you very much. Happy holidays.
Dev Ittycheria — President & Chief Executive Officer
Thanks, Kash.
Operator
Our next question comes from Karl Keirstead with UBS.
Karl Keirstead — UBS — Analyst
Well, thank you. I wanted to ask you about the EA business if we can go back to that. 20% growth was an acceleration from mid-teens over the last couple of quarters, and if it was not the EA business that was the beneficiary of these early renewals, what would you attribute the growth rate acceleration to? Michael, I know you mentioned generally new business demand, but maybe you could elaborate. Thank you.
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Yeah, certainly. Thanks Karl. I think this goes back to some of the things we’ve said for a while, which is that, while clearly we’re seeing a lot of adoption of Atlas, not every customer is ready to be in the cloud, and our goal is to give customers choice to meet them wherever they are on their cloud journey. Enterprise Advanced could be a great setup, as Dev had alluded to earlier, to eventually moving into the cloud when they are ready for it. But I think, more broadly, it just sort of speaks to the fact that the MongoDB value proposition resonates with customers. And so here we have customers who are not as cloud forward, continuing to add and expand to their MongoDB footprint and that drove the better than expected quarter that we saw from sort of that product line.
Karl Keirstead — UBS — Analyst
Got it. Okay, that’s helpful. And then Michael, just if you don’t mind, back on DR, does it feel like this early renewal, larger multi-year commitment phenomenon is sort of one-off-ish or does it feel like this is the start of a trend? And maybe to put it another way, would you encourage us to be somewhat tempered in our DR growth estimates for 4Q and 1Q, if in fact some deals or renewals were pulled forward? Thank you.
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Yeah, I think I’m going to say, sort of, yes to both, even though that might seem somewhat contradictory in the sense of like, yes, I think it’s a one-off. I think it is a directional trend over time as Atlas becomes more strategic within accounts, but I would, at least in the near term, certainly think of this as more one-off, which is part of the reason why we wanted to explicitly call it out so people didn’t sort of get unduly — take the numbers and sort of extrapolate or do whatever you all want to do with it.
Karl Keirstead — UBS — Analyst
Yeah, hence my question. That’s clear. Thanks, Michael.
Operator
Our next question comes from Patrick Walravens with JMP Securities.
Patrick Walravens — JMP Securities — Analyst
Great, thank you and let me add my congratulations. So, Dev, I’ve been listening carefully to some of the broader themes that you’ve been mentioning as we’ve been going through massive cloud transformation, the enterprise, the benefit of the distributed architecture. And the reason is I’ve been trying to figure out what it might be that MongoDB, Snowflake, Datadog and Confluent might all have in common, because you guys are all already at super high growth rates and all accelerated in Q3. If you have one or two thoughts on that, I would love to hear it.
Dev Ittycheria — President & Chief Executive Officer
Well, thanks for the question. What I would say is a couple of things. One, obviously we are going through a massive transformation of the enterprise where people are moving workloads to the cloud. They’ve taken some time to get there, but now they’re really moving aggressively to move not just tertiary second tier apps but mission-critical workloads to the cloud. But by that move, they’ve also been very thoughtful about what technologies are used, and not just taking the standard offering from any of the cloud vendors, but — or cloud providers, but really taking a best-of-breed approach. And so I think that’s what you’re seeing is the beneficiaries out there basically choosing the best technologies available in the marketplace and running the workloads there. And I think we are well-positioned.
And to your point about the themes or trends that I mentioned, their desire to increase the speed of development. Are people just going to want to move faster? Of course, they are. Are they going to want to buy standalone single-purpose databases? No, they need to have a general-purpose platform. Are performance and scale requirements going to grow over time? Of course, they are. Is security availability going to be important? Of course, they are. Will customers want choice? Of course, they will. So we feel all those trends are only going to be playing to our strengths. And that’s why I think you’re seeing customers increasingly choosing MongoDB to run their mission-critical applications in the cloud.
Patrick Walravens — JMP Securities — Analyst
Great, thank you.
Operator
And our next question comes from Fred Havemeyer with Macquarie.
Fred Havemeyer — Macquarie — Analyst
Hey. Thank you. So MongoDB, you recently announced pay-as-you-go for Atlas. Last quarter you announced Serverless for Atlas. Across the board, at MongoDB it’s really looking like you’re trying to align database consumption deployment and utilization and make that a much tighter loop that I’m thinking really has been historically. Also I got to say, I’d like to [Indecipherable] OnCorp ramping on MongoDB and I recall that earlier this year, you’ve also announced UiPath had adopted MongoDB. So you certainly have something going on with supporting low and no-code workloads. But back to the kind of question at hand here, how should we be thinking about Atlas growth drivers between, say, traditional enterprises adopting Atlas to purchase more agile development cycles versus, say, innovative start-ups rapidly growing on your platform and perhaps adopting it because it much more tightly aligns with their need for scaling?
Dev Ittycheria — President & Chief Executive Officer
Yeah. So thanks for your question. I just want to make one clarification, the pay-as-you-go that we announced on AWS is only new to the Marketplace at AWS. We’ve always had a — essentially an option where you could sign up via self-serve without any commitment and we also actually offer that option now. Our salespeople can offer that for customers to basically sign up with a zero dollar contract just to get started. So the pay-as-you-go is really just a feature available on the Amazon AWS Marketplace because obviously they transact a lot there, and we just want to make it even easier for customers on Marketplace to engage with Atlas, but it’s part of the general theme with just — as Michael mentioned, just making it more and more easy for customers to use Atlas.
In terms of signals that we’re looking for, obviously, we really like the fact that large, well-known brands, and I mentioned a couple of them in the prepared remarks, are using MongoDB. But I also pay attention to the signals of start-ups who are using MongoDB because to me when start-ups are betting on MongoDB, that’s a great sign for our future, because the question I’d ask you is, how many start-ups today are using Oracle? And I can’t think of many. And so, to me, we spend a lot of time not only looking at the start-ups using MongoDB, but what are some of the next-generation developers, what tech stacks are they using, what modern application frameworks are they using. And that’s where we feel really good, because MongoDB is clearly at the center of those ecosystems and that’s a good sign of health for our future.
Fred Havemeyer — Macquarie — Analyst
Yeah. Thank you, Dev. And I think that your rankings on Stack Overflow consistently reflected some of that too. So, a quick follow-up question for Michael. I think — can we get an update on how many of your over $100,000 ARR customers would qualify for that level of spend on Atlas alone? Are you seeing any customers out there that are approaching on Atlas, say, like north of $1 million in ARR?
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Yeah. So a couple of things. So we reported earlier this year that roughly over 60% of the $100,000 customers would have qualified just on their Atlas spend alone. There has been no material change to that number. So I think it continues to be a very strong percentage of Atlas. And so that’s not surprising, given the increased investment that we’re seeing customers make.
Fred Havemeyer — Macquarie — Analyst
Great, Thank you and congrats on the strong quarter.
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Thanks.
Dev Ittycheria — President & Chief Executive Officer
Thank you.
Operator
Our next question comes from Jason Ader with William Blair.
Jason Ader — William Blair — Analyst
Yeah, thanks. Hey, guys. I know you’ve kind of covered this ground somewhat, but I want to ask it in a slightly different way. So this is the biggest beat you’ve had maybe ever, and I’m just wondering if something changed in the market here in the second half, whether it’s the velocity of the enterprise transformation to cloud, or is it something more company-specific where you’ve just been able to kind of separate yourself from the competition more.
Michael Gordon — Chief Operating Officer & Chief Financial Officer
Yeah, I think the — thanks, Jason. I think a couple of things as we sort of tried to call out in the prepared remarks. I think it was just a really strong quarter across the board. We talked about Atlas and the success in Atlas and the stronger expansion than we typically see, which is great. And then it was also a really strong Enterprise Advanced quarter as people commented on in some of the questions and the follow-ups. And so I think there continue to be sort of multiple legs of the growth, we continue to add customers, we continue to find that the customers that we’re adding are behaving attractively and consistently with their kind of like-kind cohorts from before and so the changes that we’ve made in terms of making it easier to adopt MongoDB easier to get on the platform are working and are having the desired effects. And I think it’s just sort of the culmination of all those things going really well, resulting in a really strong quarter that certainly beat our expectations.
Jason Ader — William Blair — Analyst
So it’s kind of half — maybe half macro where things are moving faster to cloud and half just really good execution across your various product areas. Is that a fair way to think about it?
Michael Gordon — Chief Operating Officer & Chief Financial Officer
I think it’s hard to sort of parse it that way. I guess I just look back and say, we’re going after an incredibly large market. We are being increasingly effective at capitalizing on that market opportunity. You see that sort of showing up in the numbers. Dev talked about in the prepared remarks sort of the social proof impact and other things like that. And so I just think all that really added up to an exceptionally strong quarter.
Jason Ader — William Blair — Analyst
Thanks, guys.
Dev Ittycheria — President & Chief Executive Officer
Thank you.
Operator
Our next question comes from Ittai Kidron with Oppenheimer.
Ittai Kidron — Oppenheimer — Analyst
Thanks, great numbers. Dev, my question is to you on the competitive front. I saw at re:Invent last week at AWS in Vegas and I couldn’t be more surprised by the number of serverless announcements that AWS made with regards to pretty much every database platform that they have. At the same time, they’ve also been pushing the DocumentDB and highlighting its compatibility to you, I think version 4 at this point, and also the mantra of their whole event was the right tool for the right job. So it seems like they’re taking a little bit of a different approach to you. And clearly they’re being extremely successful. So I guess my question is two-fold. Number one, what do you make of all the serverless announcements? In what way do they make your life a little bit more difficult to you in that, that they significantly simplify adoption of any platform? And then second, your platform comment, could it just be that the market overall for everybody is very strong, that the market is in a — certainly shifting to platform, it’s just, every — all boats are getting lifted right here right now?
Dev Ittycheria — President & Chief Executive Officer
Yeah, well, I’ll make a one — Ittai it was good to see you at re:Invent. It was good to actually have a face-to-face conference. So a couple of things, one, I would say is on the serverless part, we announced serverless over the summer and we’ve been working on it for a while. DocumentDB still does not have a serverless offering, just to be clear. And the reason we announced serverless was that we wanted to make it even easier to use MongoDB, people would not have to do upfront capacity planning and pick a particular instance size, that the database would just scale elastically as their demands grow. The second thing I would say that is very different in terms of our strategy versus AWS’ strategy is, we don’t believe that customers want to use 15 or 18 different databases. I don’t know of any customer, and the team and I and our sales organization, we spent a lot of time with customers. No customer has said, I want to use that many different databases, because the challenges is very simple. The challenges of learning, managing, supporting all those different technologies, having data sitting in all those different silos, knowing how to query that data, back up that data, synchronize that data is an operational nightmare.
And so that’s why we believe our approach of offering a general-purpose platform to — for our customers to consolidate workloads is really resonating in the — with our customers. And obviously, you see it in our numbers. And I would say, Amazon, obviously has a big brand, they have a lot of reach and they can get — it’s a big markets, so clearly, they’re doing well. But we feel we’ve been partnering and competing with them and many others in the marketplace and we’re holding our own. In fact, we’re doing extremely well and we feel really good about our competitive position.
Ittai Kidron — Oppenheimer — Analyst
Very good. Thank you.
Dev Ittycheria — President & Chief Executive Officer
Thank you.
Operator
Our next question comes from Phil Winslow with Credit Suisse.
Phil Winslow — Credit Suisse — Analyst
Hey guys, congrats on a good quarter and thanks for taking my question. Yeah, I just wanted to focus on the go-to-market channels. Obviously, you’ve been highlighting the success you’re having in direct. So question there is, like, how are things trending in terms of new hiring there? How do you feel about your capacity and sort of plans for next year? But also one of the things that you highlighted was the self-service channel and some of the new non-direct channels that are seeing success. I was wondering if you could provide just more detail on those too. Thanks.
Dev Ittycheria — President & Chief Executive Officer
Yeah, sure. So, yes, as we talked about in many of the quarterly calls that we’re trying to grow our sales capacity as fast as operationally possible. Q3 was another great quarter for hiring and it’s basically — we ran the same playbook. We’re getting — we’re going to — we’re increasing segment in the market. As you know, we have a field sales organization, we have inside sales organization, but we’re now finding that this is like mid-market segment, comprised of really digital natives who are building their own applications and being very sophisticated in their use of technology, maybe have also raised a lot of capital. That’s a big target market for us. We’re probably on the march to kind of start looking at some vertical areas where there’s some commonality of use cases where we can really leverage that common learnings across, say, like financial services, manufacturing, retail, healthcare, etc. And so — and that’s all things in terms of just refining and optimizing our go-to-market.
And so — and on the self-serve side, again, it’s really helping drive our business. The combined self-serve, inside sales, field sales organization and our partner organization is creating a really virtuous flywheel effect, just to be clear. Even today, over half of the revenue in Atlas was sourced from self-serve. So the self-serve channel is a great way to acquire the customers and our sales organization then uses the customers we acquire and then grows them even faster. So the virtuous cycle is working really well.
Phil Winslow — Credit Suisse — Analyst
Awesome. Thanks, guys. Congrats again on an awesome quarter.
Dev Ittycheria — President & Chief Executive Officer
Thanks, Phil.
Operator
Our next question comes from Tyler Radke with Citi.
Tyler Radke — Citi — Analyst
Hey, thanks for taking my question. I wanted to ask you just how are you seeing these large cloud platform partners help you get into these larger deals? I know you talked about that a bit in the script, but I’m curious if you’re seeing those also help to accelerate the migration away from kind of an on-prem relational incumbent as well. Just talk to how those large cloud platform partnerships have kind of evolved from a relationship perspective. Thanks.
Dev Ittycheria — President & Chief Executive Officer
Yeah, sure, Tyler. And again, it was good to see you also at re:Invent last week. What I would say is that cloud partners have kind of realized that when the workload — when Atlas workloads move on the cloud, they’re the beneficiary of multiples of that revenue that’s spent with us on their platform between the consumption of the underlying storage and compute, as well as all the other ancillary services that customer may use. And so it’s truly — it sounds like a cliche, but it’s truly a win-win relationship. So we’ve seen our partners and obviously last week, we had some great relationships with senior-level people at AWS, because the relationship is really working and we’re seeing a lot of — we’re doing a lot of business together and we’re becoming a very, very meaningful partner for them.
And so — and I think it’s — we’ve obviously been working with them closely now ever since the launch of Atlas over the last five years, and we’ve learned a lot of lessons that it’s important not only to have product integrations, it was also important to have the sales organizations aligned to work well with each other and that took a little bit of time to work through because, naturally, there’s some competitive offerings and salespeople are not the most trusting types when they have to work with someone who may have a competitive offering. But when you incentivize them to work well together and it becomes clear that we had a far superior solution, the cloud rep from the particular cloud provider is more than happy to work with us because they’re going to get so much of the business that comes to them and that’s essentially what’s happening. We’re doing now deeper integrations and then as we talked about, we announced the pay-as-you-go announcement for the AWS Marketplace. So we’re just making it easier for customers to do business with us and the cloud provider together, which is good news for everyone.
Tyler Radke — Citi — Analyst
Great. And then just on hiring, you mentioned it was a strong quarter. Do you anticipate that you’re going to grow your kind of your direct sales force faster next year than you did this year?
Dev Ittycheria — President & Chief Executive Officer
Yeah, I don’t think we’re prepared to go into what we’ll do next year. I’ll just say that’ll be in the March quarter. But I would tell you this generally, we’ve been trying to grow our sales capacity as fast as operationally possible. Now we do have a high bar. So we’re not just going to hire sales people willy-nilly and we also want to make sure that we have the leadership capacity in place to develop and get the sales reps to execute in a consistent way quarter-in quarter-out. So we put a lot of thought in terms of how we think about capacity planning, where we add people, do we have the right leadership in place, etc., etc. And — but we’re trying to move as fast as possible.
Tyler Radke — Citi — Analyst
Thanks and good to see you last week.
Dev Ittycheria — President & Chief Executive Officer
Thanks, Tyler.
Operator
Our last question today comes from Jack Andrews with Needham.
Jack Andrews — Needham — Analyst
Good afternoon. Thanks for fitting me into the call. I just wanted to ask if there is a quick update you can provide on time series and just how we should be thinking about that attach opportunity within Atlas, and how that may drive that, maybe the rate and pace of consumption?
Dev Ittycheria — President & Chief Executive Officer
Yes, I think what we’re seeing is that time series as a use case is growing quite rapidly. And I think what it’s driven by is that you have these small inexpensive IoT sensors and fast and reliable wireless networks that just made it so much easy for — so much easier for organizations to generate and collect time series data. So, for example, Walmart will have 7 million unique data points in the stores. Electric cars now over — have over 1,000 sensors in the cars. So — and those sensors could be across the board, temperature sensors, smart watches, smart meters, blood glucose monitors, etc., etc. And so that’s a big, big opportunity that we see and MongoDB is well designed to service those workloads. We can ingest data very quickly and we can scale as the volume of data grows. And so that’s something that we’re very focused on. We’ve made some enhancements to now support time series. Before it was just on replica sets, now it’s on shard and clusters, and you’ll see us going after that opportunity quite aggressively. And again, the benefit of the customers again to have one platform where they can run time series workloads, they can run key value workloads, they can run transaction-intensive workloads, etc., all on one platform with one developer experience and so it just makes their life so much more easy.
Jack Andrews — Needham — Analyst
Thank you and congratulations.
Dev Ittycheria — President & Chief Executive Officer
Thank you.
Operator
This concludes our question-and-answer session. I’d like to turn the call back over to Dev Ittycheria for any closing comments.
Dev Ittycheria — President & Chief Executive Officer
Well, thank you for joining us today. As you know, we had an excellent quarter. And I think just to reiterate, our strong performance is really due to, again, our consistent go-to-market execution, as well as the confluence of the fact that the secular trends are really reinforcing our technical advantages and our growing credibility with customers, and our Q3 results really give us increased confidence to continue investing and planting seeds for future growth. With that, I’d like to wish everyone a very happy and healthy and safe holiday season and we look forward to talk to you soon. Take care.
Operator
[Operator Closing Remarks]