Thank you, Brett. It was a record quarter powered by our continued strength of our commercial cloud. Over a year into the pandemic, digital adoption curves aren't slowing down. They're accelerating, and it's just the beginning. Digital technology will be the foundation for resilience and growth over the next decade. We are innovating and building the cloud stack to accelerate the digital capability of every organization on the planet. I'll highlight our growing opportunity and momentum, starting with Azure. As the world's cogs become more digital, computing will become more ubiquitous and decentralized. We are building Azure to address organizations' needs in a multi-cloud, multi-edge world. We have more data center regions than any other provider, including new regions in China, Indonesia, Malaysia, as well as United States. Azure has always been hybrid by design, and we are accelerating our innovation to meet customers where they are.
Azure Arc extends the Azure control plane across on-premise, multi-cloud, and the edge. We're going further with Arc-enabled machine learning and Arc-enabled Kubernetes. Companies like Fujitsu and KPMG are using Arc to simplify hybrid management and run Azure data services anywhere. Our differentiation across the cloud and the edge is driving deeper and more strategic partnerships with leading companies in every industry, from Total and Repsol in energy to Kaiser Permanente in healthcare and Amadeus in travel. To data and analytics. Core to the competitiveness of every company going forward will be their ability to turn data into predictive and analytical power. The next-generation analytics service, Azure Synapse, accelerates time to insight by bringing together data integration, enterprise data warehousing, and big data analytics into one unified service. No other provider offers the limitless scale, price performance, and deep integrations of Synapse.
With Spark integration, for example, organizations can handle large-scale data processing workloads. With Azure Machine Learning, they can build advanced AI models. With Power BI, anyone in the organization can access insights. We are seeing adoption from thousands of customers, including AB InBev, Dentsu, and Swiss Re. Queries performed using Synapse have increased 105% over the last quarter alone. We are leading in hyperscale SQL and NoSQL databases to support the increasing volume, variety, and velocity of data. Customers continue to choose Azure for their relational database workloads, with SQL Server on Azure VMs use up 129% year-over-year. Cosmos DB is the database of choice for cloud-native app development at any scale. Transaction volume increased 170% year-over-year. Now on to developers.
As every organization looks to build its own digital capability, they will need to modernize existing apps, build new apps, and have a standard way of doing both. We offer the most popular tools to help developers rapidly grow from idea to code and code to cloud. Visual Studio has more than 25 million monthly active users, and GitHub is home to nearly 65 million developers. Over the past 12 months, the number of monthly active organizations using GitHub increased 70%. In fact, some of the most groundbreaking technological achievements of the past year, including critical COVID-19 vaccine trials, as well as the first powered flight on Mars, were only possible because of the contributions of the open source communities on GitHub. At the PaaS layer, we are innovating to help developers infuse AI into the solutions they build.
Large-scale AI models are becoming platforms. We've seen dramatic advances in research and development by OpenAI, whose models are trained and hosted exclusively on Azure. GPT-3 is generating 4.5 billion words per day on average, with hundreds of apps in production across a range of industries. With Azure Cognitive Services, organizations can build applications that see, hear, speak, search, understand, and accelerate decision-making. New capabilities enable developers to add semantic search to their apps and help companies like AT&T, Duolingo, and Progressive build custom neural voices for their products. We're going further with Azure Percept, a complete platform from silicon to service which simplifies the process of developing, training, and deploying AI at the edge. As the virtual and physical worlds converge, the metaverse comprised of digital twins, simulated environments, and mixed reality is emerging as a first-class platform.
We are leading in seeing traction across public and private sector. Bentley Systems is building a digital twin of the city of Dublin to reimagine urban planning using Azure Digital Twins as well as Azure IoT. PepsiCo is simulating its manufacturing processes to improve product consistency using our autonomous systems platform. From Airbus and Toyota to L'Oréal and Intel, customers in every industry are transcending space and addressing complex challenges using mixed reality. The U.S. Army, for example, will use HoloLens-based headset augmented with our cloud services. The new Microsoft Mesh builds on this momentum, allowing for holographic interactions with true presence in a natural way on any device. We're already seeing early adoption by Accenture, which is using Mesh to build immersive virtual office experiences. Power Platform is becoming the next generation business process automation and productivity suite for domain experts in all functions.
We have taken a unique approach to what is an expansive and high-growth TAM, bringing together robotic process automation, low-code/no-code tools, virtual agents, and business intelligence. Using Power Platform and any domain expert can automate a workflow, create an app, build a virtual agent, or analyze data, rapidly driving productivity gains across the organization through smart automation. Just like Office revolutionized productivity gains for knowledge workers, Power Platform will do the same for domain experts. All up, Power Platform is being used by nearly 16 million monthly active users, up 97% year-over-year. Revenue increased 84% year-over-year. Telstra, T-Mobile, Toyota North America, and Unilever have all built centers of excellence for Power Platform, with thousands of workers who are using those low-code/no-code tools to build apps and workflows for everything from COVID-19 screening to product quality control.
In robotic process automation, Coca-Cola saved months of development time by integrating Power Automate with legacy systems to automate shipment verification, payroll processing, and much more. In analytics, Daimler chose Power BI to surface insights across the organization while maintaining the highest levels of security. On to business applications. Dynamics 365 had a breakthrough quarter as companies turn to intelligent business applications to adapt and grow. Revenue increased 45% as we continue to take share from competition. We are adding capabilities across Dynamics 365 to address organizations' most pressing challenges. New integrations with Teams make it simple to meet, chat, call, and collaborate directly within Dynamics 365. New Dynamics 365 Intelligent Order Management helps companies support omni-channel fulfillment. We are seeing increased adoption of Dynamics 365 across every industry from ABN AMRO in financial services to BMW in automotive.
More broadly, across the Microsoft Cloud, we are leading with industry and cross-industry solutions and expanding our investments to help organizations use our complete tech stack, along with industry-specific customizations, to improve time to value, increase agility, and lower costs. This quarter, we introduced new industry clouds for financial services, manufacturing, and nonprofits, building on the momentum of existing clouds for healthcare and retail. Our pending acquisition of Nuance will bring our solutions directly into the physician-patient loop, which is central to healthcare delivery. Now on to LinkedIn. We once again saw record engagement as LinkedIn's 756 million members used the network to connect, learn, create content, and find jobs. Conversations increased 43%, content share was up 29%, and the hours on LinkedIn increased by 80%. We are helping creators use LinkedIn to expand their economic opportunity.
Thousands of expert instructors are monetizing their content on LinkedIn Learning, freelancers can now attract clients with dedicated pages. With the creator mode, members can build a following and engage communities. In a world facing a growing skills gap, we are helping employers create feedback loops between skills, learning, credentials, and jobs. 60% of the Fortune 500 use LinkedIn Learning to skill and upskill their employees. Nationwide Insurance, for example, is using LinkedIn Learning to provide personalized curriculum to 26,000 associates. New tools bring together courses with skills assessments, helping companies like BlackRock, Gap, and TaskRabbit source job candidates based on proven proficiencies. Businesses continue to turn to LinkedIn as the trusted way to reach professionals ready to do business. LinkedIn Marketing Solutions revenue was up more than 60% year-over-year.
Over the past 12 months, revenue has surpassed $3 billion and is growing nearly 3x faster than the B2B digital advertising market. Now on to Microsoft 365 and Teams. Hybrid work will require a new operating model. That's why we built Teams as the organizing layer for all the ways people work, learn, and collaborate. Teams now has over 145 million daily active users, almost double the number a year ago. In markets where employees have returned to the workplace, including Australia, China, New Zealand, South Korea, and Taiwan, we have seen usage continue to grow. The number of organizations with more than 1,000 users integrating their third-party and line-of-business applications with Teams has increased nearly 3x year-over-year. We're accelerating our innovation, adding more than 300 features over the past year, including more than 100 new capabilities so far in 2021.
New inclusive meeting experience for hybrid work, including custom gallery views, enable anyone to be seen, heard, and participate, whether they are at home, in a meeting room, at an office, or on a factory floor. Customers like GM and Sanofi are using Teams for unified communications, including for voice. Teams is extending beyond communications, creating an entirely new category of modern collaborative applications as organizations use Power Platform to build custom apps, bots, and workflows within Teams. American Airlines, for example, highlighted in their earnings call the cost savings it's driving by using a Power App within Teams to help their frontline workers manage critical gate operations. Teams is transforming not only internal collaboration, but companies, how they do business.
We added support for shared workspaces with people outside the organization, and we are seeing Teams used for everything, from virtual retail showrooms and personal shopping to interactive webinars. We introduced Microsoft Viva this quarter, creating a new market category for employee experience. Viva brings together knowledge, learning, communication, and insights in an integrated experience directly within Teams and Microsoft 365. Companies like Coca-Cola and Unilever will use Viva to help their employees thrive in the new era of hybrid work. All of Microsoft 365 users generated more than 38 billion collaboration minutes in a single day this quarter. Office 365 now has nearly 300 million paid seats, and organizations across the private and public sector, like the city of Helsinki, Bausch Health, Stryker, are increasingly choosing our premium offerings for advanced security, compliance, voice, and analytics.
People are turning to Windows PCs more than ever to stay connected, productive, and secure. Windows 10 now has more than 1.3 billion monthly active devices, and Microsoft 365 consumer surpassed 50 million subscribers for the first time. Now on to security. The threat landscape has never been more complex or challenging, and security has never been more critical to our customers. This is driving increased demand for our end-to-end capabilities across identity, security, compliance, and management, backed by cloud scale AI and human expertise encompassing all clouds and all platforms. What differentiates us and drives customer value is the interconnection between identity, endpoint, apps, cloud data, and infrastructure across our cloud-native XDR and SIEM, all informed by our operational security posture, which analyzes more than eight trillion signals each day.
Our approach enables organizations to adopt a zero-trust architecture while also reducing the complexity, cost, and risk created by stitching together point solutions. That's why more than 400,000 customers use our offerings, including many of the world's most established firms, like Boston Consulting Group, HCA Healthcare, Lowe's, and UBS. Signal is using Azure confidential computing to protect the data in use for its millions of customers. We are going further to help protect organizations. We are delivering on our ambition to eliminate passwords, introducing password-less sign-in to Azure AD. Our Azure AD paid customer base has more than doubled year-over-year to over 300,000. New capabilities in Microsoft 365 Defender help organizations better understand, prevent, and mitigate active threats. Defender has blocked 30 billion threats on email and nearly seven billion on endpoints over the past 12 months alone.
Our compliance manager now offers more than 300 out-of-the-box assessments for regulations such as GDPR. Now on to gaming. We're expanding our opportunity as we help both gamers and creators play, connect, and build across communities on any device. People are turning to Xbox more than ever to play and chat with friends, and we saw record engagement this quarter led by the strength on and off console. With Game Pass, we are redefining how games are distributed, played, and viewed. Just last week, we added cloud gaming via the browser, expanding our reach across PC and mobile. Content in, is the flywheel behind the service's growth, and upon the closing of our acquisition of ZeniMax Media this quarter, we made 20 of the world's most iconic and beloved games accessible via Game Pass, with more to come.
As games evolve into metaverse economies, we are building new tools to help anyone sell creations on our platform. Minecraft has nearly 140 million monthly active users, up 30% year-over-year, making it one of the leading platforms in the creator economy. Creators have generated over $350 million from more than one billion downloads of mods, add-ons, and other experiences in Minecraft. This is not counting and including activity outside of our marketplace. We are also seeing a vibrant marketplace emerge in Flight Simulator, with partners now able to sell content directly within the game. In closing, we're innovating across the entire tech stack as we differentiate and lead in areas that'll be critical to the success of every customer going forward. I'm optimistic about our opportunity ahead.
With that, I'll hand it over to Amy, who will cover our financial results in detail and share our outlook. I look forward to rejoining you for questions.
Thank you, Satya, and good afternoon, everyone. My comments today reflect the impact of the ZeniMax acquisition for approximately three weeks this quarter, as well as in our outlook. There is no impact from the Nuance acquisition that is expected to close by the end of the calendar year. Our third quarter revenue was $41.7 billion, up 19% and 16% in constant currency, and earnings per share was $1.95, an increase 39% and 34% in constant currency when adjusted for the tax benefit related to the recent Supreme Court of India decision on withholding taxes. Many trends across industries, customer segments, and geographical markets continued to improve, which coupled with strong execution by our sales and partner teams, drove another quarter of double-digit top and bottom line growth.
In our commercial business, accelerating digital transformation enabled by our unique Microsoft Cloud value drove healthy demand for our hybrid and cloud offerings. Strong Azure consumption, increased platform commitments, and higher usage of Teams Power Platform and our security offerings were key beneficiaries. Within our small and medium business customer segment, continued improvement in cloud purchasing trends more than offset transactional licensing weakness. In LinkedIn's Talent Solutions business, annual contracts and job postings improved with the job market. In our consumer business, Windows OEM and Microsoft 365 consumer subscriptions benefited from a much stronger than expected PC market, despite significant ongoing constraints in the supply chain. Improvement in the advertising market, again, benefited our search and LinkedIn businesses. In gaming, we continued to see record engagement and strong monetization across our platform, as well as demand that significantly exceeded supply for our Xbox Series X and S consoles.
Moving to our overall results. Commercial bookings growth was ahead of expectations, increasing 39% and 38% in constant currency on a growing expiration base and low prior year comparable. Growth was driven by consistent execution across our core annuity sales motions and an increase in number of larger, long-term Azure contracts. As a result, commercial remaining performance obligation increased 31% and 32% in constant currency to $117 billion, with a roughly equivalent split between the revenue that will be recognized within and the portion beyond the next 12 months. Our annuity mix increased two points year-over-year to 94%. Commercial cloud revenue, also better than expected, grew 33% and 29% in constant currency to $17.7 billion. Commercial cloud gross margin percentage expanded three points year-over-year to 70%, driven by the change in accounting estimate for the useful life server and network equipment assets.
Excluding this impact, commercial cloud gross margin percentage was up slightly, with improvement in Azure gross margin mostly offset by sales mix shift to Azure. With the weaker U.S. dollar, FX increased revenue growth by approximately three points, about a point more favorable than anticipated. FX increased COGS and operating expense growth by approximately two points, both in line with expectations. Gross margin dollars increased 19% and 16% in constant currency. Gross margin percentage was 69%, relatively unchanged year-over-year, with roughly one point of favorable impact from the change in accounting estimate noted earlier. Excluding this impact, company gross margin percentage was down, driven by strong revenue growth in cloud and gaming that resulted in sales mix shift. Operating expense increased 5% and 3% in constant currency, lower than anticipated, primarily driven by investments that shifted to future quarters.
Overall, company headcount grew again this quarter, up 12% year-over-year, reflecting our focused investments across key areas like cloud engineering, sales, and customer deployment. Year-over-year growth in operating expense includes roughly two points of impact from continued COVID-related savings. Operating income increased 31% and 27% in constant currency, and operating margins expanded four points year-over-year to 41%, including nearly two points of favorable impact from the change in accounting estimate and roughly one point of favorable impact from COVID-related savings. Now to our segment results. Revenue from productivity and business processes was $13.6 billion and grew 15% and 12% in constant currency, primarily driven by Office 365 and LinkedIn. Office commercial revenue grew 14% and 10% in constant currency.
Office 365 commercial revenue grew 22% and 19% in constant currency, again, driven by install base expansion across all workloads and customer segments, as well as higher ARPU. Demand for our high-value security, compliance, and voice drove strong momentum at E5 again this quarter. Paid Office 365 commercial seats grew 15% year-over-year to nearly 300 million, with acceleration to the cloud in our small and medium business segment and a recovery and growth in our first line worker offerings. The accelerated cloud adoption negatively impacted Office commercial licensing, which declined 25% and 27% in constant currency, a bit below expectations. In Office Consumer, revenue grew 5% and 2% in constant currency, slightly below expectations, primarily due to transactional weakness in Japan. Microsoft 365 consumer subscriptions grew to 50.2 million, up 27% year-over-year.
Dynamics revenue grew 26% and 22% in constant currency, better than expected, driven by Dynamics 365 revenue growth accelerating to 45% and 40% in constant currency, with particular strength in Power Apps and our finance and operations offering. LinkedIn revenue increased 25% and 23% in constant currency, ahead of expectations. Our marketing solutions business accelerated again this quarter to 64% revenue growth. Segment gross margin dollars increased 15% and 12% in constant currency, and gross margin percentage was relatively unchanged year-over-year, with nearly two points of favorable impact from the change in accounting estimate. Operating expense increased 4% and 2% in constant currency, and operating income increased 26% and 20% in constant currency, including four points due to the change in accounting estimate. Next, the Intelligent Cloud segment. Revenue was $15.1 billion, ahead of expectations, increasing 23% and 20% in constant currency.
Server products and cloud services revenue increased 26% and 23% in constant currency, ahead of expectations. Azure revenue grew 50% and 46% in constant currency, better than anticipated, driven by continued strength in our consumption-based business. In our per user business, growth in our Enterprise Mobility + Security install base accelerated again this quarter, up 30% to over 174 million seats. On a strong prior year comparable that benefited from the end of support for Windows Server 2008, our on-premises server business increased 3% and was relatively unchanged in constant currency, with strong annuity performance driven by continued customer preference for our hybrid and premium offerings. Enterprise services revenue grew 10% and 8% in constant currency with better than expected performance in Microsoft Consulting Services. Segment gross margin dollars increased 27% and 24% in constant currency.
Gross margin percentage increased two points year-over-year with roughly two points of favorable impact from the change in accounting estimate. Operating expense increased 12% and 10% in constant currency, and operating income grew 41% and 36% in constant currency with roughly seven points of favorable impact from the change in accounting estimate. To more personal computing. Revenue was $13 billion, increasing 19% and 16% in constant currency, with better than expected performance in gaming, Windows OEM, and search. In Windows, the stronger PC market resulted in overall OEM revenue growth of 10%, driven by continued customer demand. OEM non-Pro revenue grew 44%, and OEM Pro revenue declined 2% on a prior year comparable that included the end of support for Windows 7.
Windows commercial products and cloud services grew 10% and 7% in constant currency with a lower than expected mix of in-quarter recognition from multi-year agreements. In Surface, revenue grew 12% and 7% in constant currency, lower than expected, primarily due to execution challenges in the commercial segment. Search revenue ex TAC increased 17% and 14% in constant currency, benefiting from the improved advertising market noted earlier. In gaming, revenue increased 50% and 48% in constant currency. Xbox hardware revenue grew 232% and 223% in constant currency, driven by our new consoles. Xbox content and services revenue, which now includes ZeniMax, grew 34% and 32% in constant currency with better than expected performance of first party titles, particularly Minecraft. Segment gross margin dollars increased 14% and 11% in constant currency. Gross margin percentage decreased two points year-over-year, driven by sales mix shift to gaming.
Operating expense decreased 3% and 4% in constant currency. Operating income grew 27% and 22% in constant currency. Back to total company results. Capital expenditures, including finance leases, were $6 billion, in line with expectations, driven by ongoing investment to support growing global demand from increased customer usage of our cloud services. Cash paid for PP&E was $5.1 billion. Cash flow from operations was $22.2 billion and increased 27% year-over-year, driven by strong cloud billings and collections. Free cash flow was $17.1 billion, up 24%. Other income and expense was $188 million, higher than anticipated, primarily driven by net gains on investments. As a reminder, we are required to recognize mark-to-market gains or losses on our equity portfolio. Our non-GAAP effective tax rate was approximately 14%. Finally, we returned $10 billion to shareholders through share repurchases and dividends. Let's move to the outlook.
As a reminder, in Q4, we begin to see growth rates that reflect the first full quarter impact of COVID-19 a year ago, both across revenue and operating expenses. Last year, across Windows OEM, gaming, and Surface, we saw surges in purchasing and usage that will negatively impact Q4 growth rates. In our search and LinkedIn businesses, Q4 growth rates will be positively impacted given the advertising and job markets of a year ago. In our transactional business, the slowdown in purchasing in Office and Server last year will benefit Q4 growth rates, particularly in our small and medium business segment. Next, in our largest quarter of the year, we expect the accelerating trends Satya discussed, our differentiated market position, and continued solid execution to result in another strong quarter. Growth in commercial bookings should again be healthy, impacted by a declining ex-FX base.
As always, an increasing mix of larger long-term Azure contracts, which are more unpredictable in their timing, can drive quarterly volatility in bookings. Commercial cloud gross margin percentage should increase roughly four points year-over-year with less than two points from the change in accounting estimate. As a reminder, the favorable impact continues to lessen over time. Excluding the accounting change, Q4 gross margin percentage will also benefit a bit from investments we made a year ago to support increased usage needs in remote work scenarios. Longer term, commercial cloud gross margin percentage will continue to be impacted by revenue mix shift to Azure, increased usage of our productivity and collab solutions, and ongoing strategic investments to support our customers' success. In capital expenditures, we expect a sequential increase on a dollar basis as we continue to invest to meet growing global demand for our cloud services. Now to FX.
Based on current rates, we expect FX to increase total company, Productivity and Business Processes, and Intelligent Cloud revenue growth by approximately three points, More Personal Computing revenue and total operating expense growth by approximately two points, and COGS growth by approximately one point. Next to the segment guidance. In Productivity and Business Processes, we expect revenue between $13.8 billion and $14.05 billion. In Office Commercial, revenue growth will again be driven by Office 365, with healthy seat growth and upsell opportunity to E5. In our on-premises business, we expect revenue to decline in the high teens, consistent with the ongoing customer shift to the cloud. In Office Consumer, we expect mid to high teens revenue growth, driven by continued momentum in Microsoft 365 consumer subscriptions against a low prior-year comparable impacted by the transactional purchasing weakness noted earlier.
In LinkedIn, we expect revenue growth in the mid-30% range, driven by continued strong engagement on the platform and improvements in the advertising and job markets. In Dynamics, continued momentum in Dynamics 365 will drive revenue growth similar to last quarter. For Intelligent Cloud, we expect revenue between $16.2 billion and $16.45 billion. In Azure, revenue will again be driven by strong growth in our consumption-based business, and our per-user business should continue to benefit from Microsoft 365 suite momentum. Though we expect some moderation in growth rates given the size of the install base. In our on-premises server business, we expect revenue growth in the mid-single digits, driven by continued demand for our hybrid and premium annuity offerings against a low prior-year comparable on the transactional purchasing noted earlier. In Enterprise Services, revenue growth should be roughly in line with last quarter.
In more personal computing, we expect revenue between $13.6 billion and $14 billion. In Windows, overall revenue should grow mid-single digits, driven by Windows commercial products and cloud services growth, and continued demand for PCs, partially offset by ongoing supply chain impacts and the comparable noted earlier. In Surface, on a strong prior-year comparable, we expect revenue to decline in the mid-teens as we work through the supply chain and executing challenges noted earlier. In Search ex TAC, we expect revenue growth in the mid-40s, driven by improvements in the advertising market. In gaming, we expect revenue growth in the mid to high single digits. Significant demand for the Xbox Series X and S will continue to be constrained by supply. On a strong prior-year comparable, we expect Xbox content and services revenue to decline in the mid to high single digits. Now back to company guidance.
We expect COGS of $13.7 billion-$13.9 billion. Operating expense of $13.1 billion-$13.2 billion. As a reminder, in operating expense in Q4, we will benefit from continued COVID-related savings, as well as the prior-year comparable, which included roughly four points of impact from a $450 million charge related to the realignment of our retail store strategy. In other income and expense, interest income and expense should offset each other. Finally, we expect our Q4 effective tax rate to be approximately 16%. Now I'd like to share some closing thoughts as we look to next fiscal year. Overall, we have performed well through three quarters of our fiscal year in a challenging environment. We fully expect a strong Q4 to lay the foundation for FY 2022. We will, of course, continue to focus on delivering strong revenue growth in the short term.
Even more importantly, this year has reinforced the critical importance of investing boldly to capture the significant list of opportunities ahead of us. Excellence in daily execution, coupled with a thoughtful vision for the future that creates value as well as opportunity for our customers globally, will lead to long-term revenue and profit growth. With that, Brett, let's go to Q&A.
Thanks, Amy. We'll now move to Q&A. Out of respect for others on the call, we request that participants please only ask one question. Operator, can you please repeat the instructions?
Absolutely. If you would like to ask a question, please press star one on your telephone keypad. The confirmation tone will indicate that your line is in the question queue. You may press star two if you would like to remove your question from the queue. For participants using speaker equipment, it may be necessary to pick up your handset before pressing the star key. Our first question comes from the line of Keith Weiss with Morgan Stanley. Please proceed with your question.
Excellent. Thank you guys for taking the question and great quarter. I guess this is a question both for Satya and Amy. We're seeing these really great commercial bookings results come through, 39% growth in the current quarter. Satya, you've been talking to us a lot about these more strategic deals and the acceleration to digital transformation. Can you give us a little bit of color of what comes in these more strategic deals? How does it change the dynamics of what types of solutions people are using from Microsoft, the scope of how deeply you're getting into these customers, and how much of the IT budget you're getting? Then maybe talk to us a little bit about the timeframe for which this comes into revenues.
What should our expectation be when you get one of these big strategic deals? How long does it take to really ramp up this customer onto the broader Microsoft platform?
Thank you, Keith, for the question. I think we feel very good both, I would say, of consumption and usage today as well as you mentioned, the bookings. Both of those at any given point in time is what we look at. The overall approach to the Microsoft Cloud, if you look at the breadth of what any customer may be doing with us, they may be doing hybrid cloud infrastructure with us. They may be for the first time, doing tier 1 workloads on the cloud with us, right? Whether it's in core financials or in retail or in healthcare. They could be deploying the centers of excellence around Power Platform. Power Platform sits at the intersection of pretty much Dynamics, Azure, and Teams, for example.
Of course, we're seeing the growth of Teams, and Teams, as I've always maintained, is not just about one thing. It's not about just meetings or it's not about just chat, but most importantly, it's a platform that drives, in fact, line of business and business application termination inside of a collaboration workflow. That's what we're seeing. The other thing I would say that we're now seeing is also that industry level differentiation of the all up Microsoft Cloud. Whether it's in retail, whether it's in healthcare or in financial services, we feel that we now can bring the power of the entire cloud together in a much more strategic way.
Maybe just to build on what Satya was saying, Keith, if you think about bookings or the remaining performance obligation, what I tend to think of is when you hear those words, I think often we pivot toward these Azure contracts we talk a lot about because they create some volatility, but really the foundation for these long-term strategic contracts is the Microsoft Cloud holistically. What you'll see is not just Office 365, but the suite of Microsoft 365. You'll see higher level editions of security or compliance workloads. You'll see Dynamics 365 as a pillar with Power Platform because they're spanning end-to-end industry solutions to combine it back to what Satya's saying. You see it add a good bookings number, which is fundamentally about, you know, do you renew what's up for renewal? Do you add workloads? Do you add users?
Does it have a component of an Azure commitment? All of those things together are what creates this change. If you look at remaining performance obligation, you see there a good bit of it that's gonna be recognized in the next 12 months and another equally balanced portion that's beyond that. It's not all long-term. This transition happens quickly. Usage builds. It's both per user, it's also per workload, and it's consumptive-based. It's really a more holistic view that I would have people take as opposed to thinking about an Azure contract as long dated.
Outstanding. Thank you, guys.
Thanks, Keith.
Operator, next question, please.
Thank you. The next question is from the line of Brent Thill with Jefferies. Please proceed with your question.
Thanks. Satya, on healthcare, if you could just frame your aspirations long term of where you'd like to be in this industry, and if you could just comment on, you know, where you still think the low and low-lowest hanging fruit is as it relates to the opportunity set specifically, you know, building on the Nuance acquisition?
Sure, Brent. Thanks for the question. You know, when I look at the industry cloud opportunities, we think of healthcare as a very critical opportunity for us and a huge and expansive addressable market. If you think about as a percentage of GDP, obviously healthcare is significant. Fundamentally, when I think about the provider market in particular, digital tech is going to play a huge role for every provider to do the things that they care the most about, which is improve the patient outcomes and reduce costs and reduce the burden on the physician. That's where the Nuance acquisition is a great fit for us. We've been partnered with them. It also enhances our part-platform approach, Brent. What we have always done is gone into an industry with a platform and an ecosystem approach.
For example, with Nuance, they've done a fantastic job of taking what's perhaps the most defining technology of our times, which is AI, and applying it to healthcare, which is the most important application space. They've done that again by really partnering deeply with EMR systems and the rest of the healthcare ecosystem ultimately to benefit the providers. We're really looking forward to that acquisition closing, and we're already, you know, partnered with them in our cloud. This allows us to take that and integrate more deeply with what we're doing with Teams and some of our AI capabilities even more deeply. We think we can add a significant amount of value both to our partners in the healthcare ecosystem as well as, most importantly, to the providers.
Thank you.
Thanks, Brent. Operator, next question, please.
Thank you. Our next question is from Mark Moerdler with Bernstein Research. Please proceed with your question.
Thank you very much. Again, congratulations on the quarter and how well the company is executing. I'd like to change gear a little bit and drill in a bit on the Dynamics 365 business. Frankly, were this part of any other company or even a standalone business, it would be such a center of enthusiasm by investors given how fast it's grown. Satya, when you said Dynamics 365 has taken share from competitors, are you talking about ERP or CRM, or is it?
Is it both, or is it something different? What are the key drivers of that strength and growth, and how sustainable do you believe that is? Thank you.
Thanks so much for the question, Mark. First of all, we're very, very excited about what's happening again with Dynamics 365. When you asked where is the share coming and where is the growth coming, it's coming from all those categories. The most interesting thing is, as somebody say, wants to deploy even an omni-channel solution, for example, in the world where what's physical and what is digital need to come together unlike anything before because the pandemic is bringing about such structural change, you need both that federated inventory management, distributed inventory management system I referenced in my remarks, and you need the Customer I nsights product that is probably one of the fastest growing modules, which is that 360-degree view on customers and customer engagement. Including the supply chain.
Bottom line is that every customer is looking to digitize and bring together the data silos. In fact, silos of CRM and ERP systems. That's probably one of the most interesting things we've observed is it's not about replacing even an existing ERP or an existing CRM, it's about buying Dynamics and helping them bridge even some of the disparate CRM and ERP systems they may have. We do see this as a huge opportunity as the world modernizes and puts in a complete next generation, more proactive versus reactive business systems. That's what Dynamics has been architected for. I feel like coming out of this pandemic and the architecture and all the hard work the team's done over the multiple years now, positions us very well.
Thank you. I much appreciate it.
Thanks, Mark. Operator, next question please.
Thank you. The next question is from Karl Keirstead with UBS. Please proceed with your question.
Thanks. Question for Amy on OpEx. Amy, the OpEx growth has been extraordinarily low the last several quarters. The growth rate looks like it's going to inch up a little bit in the June quarter, but you mentioned the investments are shifting to future quarters. You probably don't want to give too much on FY 2022, but I'm just wondering whether we should extrapolate that into thinking that OpEx growth in FY 2022 should get back to the pre-COVID levels of +10%. If you don't want to be that specific, maybe you could just help us outline some of the variables we should keep in mind as we model that line item, post-COVID recovery in FY 2022. Thank you.
Thanks, Karl. I do think in Q4, it's why I specifically called out the four points of impact from a year ago, because it does start to get to a more normalized rate in Q4. I say that because our head count growth, which I noted earlier, has been 12%. Overall you would expect OpEx growth to at least mirror your head count growth over any period of time, we've certainly benefited through the year from COVID-19-related savings. We'll continue to have that in Q4, as we get to 2022, I would expect to see a little less of that as people get back to the workplace at some level, resume some other normal levels of activity. I do think you're heading in the right direction on that.
Listen, I think that type of growth with the type of opportunity we're seeing, the number of TAM expansive opportunities really Satya went through in his comments, where we feel like we've got a unique position and opportunity to take share, I feel pretty confident in being able to certainly land that OpEx growth number.
Got it. Thank you, Amy.
Thanks, Karl.
I mean, I think that just to add to it, Amy, I think, I hope in all of your models you have new rows. At least when we think about it, from even just last year to this year, we are in many more new categories and in those categories with significant differentiation. When we think about OpEx, it's not about adding OpEx to the stuff that we had in the past, you know, there's leverage there. In fact, it's OpEx going into new TAMs.
Operator, next question please.
Absolutely. Our next question comes from the line of Kirk Materne with Evercore ISI. Please proceed with your question.
Yes. Thanks very much. Congrats on the quarter. Satya, I was wondering if you could just talk a little bit more about Viva. I realize it's early days on that, but just the kind of feedback you're getting on that product and how do you see that sort of fitting in? There seem to be some nice adjacencies with Dynamics, with Office 365. I was just kind of curious if you could, you know, give us a little bit of a hint on how it's going and sort of your excitement level about it over the next, you know, quarter, next couple years. Thanks.
Thank you so much for the question. It's a lot. It's very much a great example of what I was saying in terms of creating a new category, right? When I look back multiple years now, we started talking about Power Platform, and as I said, even in my script today, we now have a full suite of tools that essentially created this next generation business process automation and productivity suite in Power Platform that's at scale and growing at scale. Similarly, we think of the Experience Cloud as a distinct cloud opportunity for us. It brings together, even today, what have been disparate tools, whether it's the knowledge mining and management systems in an enterprise, connecting it to learning systems, and ultimately the employee experience and communication system.
And obviously it's a very, has massive adjacencies to what we are doing with Microsoft 365 and Office 365, in particular Teams. It also, to your point, connects up with line of business systems, HRM systems, and all of the other things we do in Dynamics, as well as other third-party SaaS applications. It's very early days, we'll take the same approach we have taken, whether it's in security, whether it's in Power Platform, whether it's in Dynamics, and many other places where you've seen us grow substantial new businesses essentially as part of Microsoft Cloud. We're very excited about what this opportunity represents.
Thank you.
Thanks, Kirk. Operator, next question, please.
Absolutely. Our next question comes from the line of Kash Rangan with Goldman Sachs. Please proceed with your question.
I thank you very much. Congratulations on the quarter. Satya, I know you've said that you expect tech as a percentage of GDP to track about 5% or roughly double over the next 10 years or so. How should we think about Microsoft's share in that context? Is it gonna be steady or do you see that expanding? If it is going to expand, what are the key products and markets that will drive your relative share growth as you, as you outperform tech and as tech outperforms GDP? Thank you so much.
Thanks, Kash for the question. I think that first of all, we are big believers in two things. One is we need to be competitive in each layer, the coming together of each layer into a cohesive, coherent architecture of the full stack or the Microsoft Cloud creates that differentiation, and that'll define what we think is going to be increasing share for us, as tech itself as a percentage of GDP doubles. If you look at it when it's, whether it's on the hybrid infrastructure or the multi-cloud, multi edge world, which I believe is going to be the world, 10 years from now, we are very well positioned. We have led in it, we currently lead in it, we plan to continue that.
When it comes to data, when I look at even what we've been able to do with Synapse even in the just last year and what that can do both at the cloud and in the edge. When it comes to AI, what we are doing with OpenAI and our Cognitive Services or what we are doing with Power Platform. Developer SaaS, one of the most exciting things again, that I believe is the next 10 years is going to be about developers, and the digital capability in every enterprise, and we are the leaders there, right? When you think about VS Code as well as GitHub, and then of course all of the things that we are doing with Microsoft 365 and Dynamics on the industry side.
Ultimately we don't take anything for granted, but that said, we're well-positioned for what is expansive TAM, and with competitive differentiation both in the individual layers of the stack as well as the cohesiveness of the stack itself.
Got it. Thank you so much. That sounds like a share gain story. Thank you so much. Appreciate it.
Thanks, Kash. Operator, next question, please.
Our next question comes from Gregg Moskowitz with Mizuho. Please proceed with your question.
Okay. Very much for taking the question. Satya, in your prepared remarks, you spoke about an increase in verticalization of Azure. Can we double-click on that a bit more? How much incremental opportunity do you see in industries like financials, like manufacturing, and are there other verticals that may make sense to more actively pursue over time as well?
Thank you for the question. We absolutely think that ultimately customers are looking to increase their time to value, lower cost and improve agility. Being able to customize these workflows, to come up, you know, with industry schemas because when you think about increased digitization and workflow automation, it does take that next level of schematization of what is perhaps today not digital inside an industry. Therefore what we do by stitching together, coming together of even Microsoft 365, Teams, Power Platform with certain workflows, with data inside of Azure, as well as Dynamics, that absolutely improves the ability for any customer in any one of these industries to improve their time to value.
Yes, it is going to both help us with adoption rates increase, the speed with which it increases, and it also differentiates us. We'll continue to look. One of the other things that we are doing is it's not just one industry at a time, it's also the cross-industry workflows. We absolutely believe that at the Microsoft that we already talk about not just any individual part of our cloud, we talk about only one thing, it's called the Microsoft Cloud, and now we're increasingly talking about Microsoft Cloud by industry and cross-industry.
Very helpful. Thank you.
Thanks, Gregg. Operator, we have time for one last question.
Our final question will come from the line of Raimo Lenschow with Barclays. Please proceed with your question.
Hey, thanks for squeezing me in. I wanted to do ask about security and what we see in terms of change of the industry and how Microsoft is kind of fit in there where obviously in the last quarter it was kind of a big topic. Can you talk a little bit about what you see in terms of customers realizing the broadened offering from Microsoft and how the cloud is playing a changing role there? Thank you.
No, thank you for the question. Obviously, security is a super important topic for every customer, every board, every executive team. The fundamental approach we have is how do we ensure that every customer has implemented a zero-trust architecture, right? That's the name of the game, which is how can Microsoft, through our participation in the security industry, accelerate essentially the cyber defense of the entire digital sector and beyond? To me, what we have done is taken a pretty unique approach of bringing identity, endpoint, application, infrastructure all together with XDR and SIEM, which is cloud native. That's pretty unique, because we really don't let the seams get in the way.
We make sure that any customer who is able to sort of deploy these systems together has both defense in depth, but also the aggregate data to be able to detect and respond to any intrusion because that's sort of the key posture. Then you couple that with our operational security posture when you're processing eight trillion events and using that to continuously help our customers is increasing, to your point, the cloud adoption rate. If you look at some of the challenges like the Hafnium, the cloud was not impacted. When we did sort of a lot of work to make sure that the patches were out, even for servers that were out of support for multiple years.
But at the same time, any business that had moved already to the cloud had none of those issues. Therefore, I think we are going to see increased cloud adoption. We're going to see increased usage of end-to-end security suites like what we offer, and most importantly, great hygiene and great operational security posture all the time with zero-trust architecture.
Thank you.
Thanks, Raimo. That wraps up the Q&A portion of today's earnings call. Thank you for joining us today, and we look forward to speaking with all of you soon.
Thank you all.
Thank you.
Ladies and gentlemen, this concludes today's conference. Thank you for your participation, and you may disconnect your lines at this time.