Sep
08
2021
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Real-time database platform SingleStore raises $80M more, now at a $940M valuation

Organizations are swimming in data these days, and so solutions to help manage and use that data in more efficient ways will continue to see a lot of attention and business. In the latest development, SingleStore — which provides a platform to enterprises to help them integrate, monitor and query their data as a single entity, regardless of whether that data is stored in multiple repositories — is announcing another $80 million in funding, money that it will be using to continue investing in its platform, hiring more talent and overall business expansion. Sources close to the company tell us that the company’s valuation has grown to $940 million.

The round, a Series F, is being led by Insight Partners, with new investor Hewlett Packard Enterprise, and previous backers Khosla Ventures, Dell Technologies Capital, Rev IV, Glynn Capital and GV (formerly Google Ventures) also participating. The startup has to date raised $264 million, including most recently an $80 million Series E last December, just on the heels of rebranding from MemSQL.

The fact that there are three major strategic investors in this Series F — HPE, Dell and Google — may say something about the traction that SingleStore is seeing, but so too do its numbers: 300%+ increase in new customer acquisition for its cloud service and 150%+ year-over-year growth in cloud.

Raj Verma, SingleStore’s CEO, said in an interview that its cloud revenues have grown by 150% year over year and now account for some 40% of all revenues (up from 10% a year ago). New customer numbers, meanwhile, have grown by over 300%.

“The flywheel is now turning around,” Verma said. “We didn’t need this money. We’ve barely touched our Series E. But I think there has been a general sentiment among our board and management that we are now ready for the prime time. We think SingleStore is one of the best-kept secrets in the database market. Now we want to aggressively be an option for people looking for a platform for intensive data applications or if they want to consolidate databases to one from three, five or seven repositories. We are where the world is going: real-time insights.”

With database management and the need for more efficient and cost-effective tools to manage that becoming an ever-growing priority — one that definitely got a fillip in the last 18 months with COVID-19 pushing people into more remote working environments. That means SingleStore is not without competitors, with others in the same space, including Amazon, Microsoft, Snowflake, PostgreSQL, MySQL, Redis and more. Others like Firebolt are tackling the challenges of handing large, disparate data repositories from another angle. (Some of these, I should point out, are also partners: SingleStore works with data stored on AWS, Microsoft Azure, Google Cloud Platform and Red Hat, and Verma describes those who do compute work as “not database companies; they are using their database capabilities for consumption for cloud compute.”)

But the company has carved a place for itself with enterprises and has thousands now on its books, including GE, IEX Cloud, Go Guardian, Palo Alto Networks, EOG Resources and SiriusXM + Pandora.

“SingleStore’s first-of-a-kind cloud database is unmatched in speed, scale, and simplicity by anything in the market,” said Lonne Jaffe, managing director at Insight Partners, in a statement. “SingleStore’s differentiated technology allows customers to unify real-time transactions and analytics in a single database.” Vinod Khosla from Khosla Ventures added that “SingleStore is able to reduce data sprawl, run anywhere, and run faster with a single database, replacing legacy databases with the modern cloud.”

May
18
2021
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Google Cloud launches Vertex AI, a new managed machine learning platform

At Google I/O today Google Cloud announced Vertex AI, a new managed machine learning platform that is meant to make it easier for developers to deploy and maintain their AI models. It’s a bit of an odd announcement at I/O, which tends to focus on mobile and web developers and doesn’t traditionally feature a lot of Google Cloud news, but the fact that Google decided to announce Vertex today goes to show how important it thinks this new service is for a wide range of developers.

The launch of Vertex is the result of quite a bit of introspection by the Google Cloud team. “Machine learning in the enterprise is in crisis, in my view,” Craig Wiley, the director of product management for Google Cloud’s AI Platform, told me. “As someone who has worked in that space for a number of years, if you look at the Harvard Business Review or analyst reviews, or what have you — every single one of them comes out saying that the vast majority of companies are either investing or are interested in investing in machine learning and are not getting value from it. That has to change. It has to change.”

Image Credits: Google

Wiley, who was also the general manager of AWS’s SageMaker AI service from 2016 to 2018 before coming to Google in 2019, noted that Google and others who were able to make machine learning work for themselves saw how it can have a transformational impact, but he also noted that the way the big clouds started offering these services was by launching dozens of services, “many of which were dead ends,” according to him (including some of Google’s own). “Ultimately, our goal with Vertex is to reduce the time to ROI for these enterprises, to make sure that they can not just build a model but get real value from the models they’re building.”

Vertex then is meant to be a very flexible platform that allows developers and data scientist across skill levels to quickly train models. Google says it takes about 80% fewer lines of code to train a model versus some of its competitors, for example, and then help them manage the entire lifecycle of these models.

Image Credits: Google

The service is also integrated with Vizier, Google’s AI optimizer that can automatically tune hyperparameters in machine learning models. This greatly reduces the time it takes to tune a model and allows engineers to run more experiments and do so faster.

Vertex also offers a “Feature Store” that helps its users serve, share and reuse the machine learning features and Vertex Experiments to help them accelerate the deployment of their models into producing with faster model selection.

Deployment is backed by a continuous monitoring service and Vertex Pipelines, a rebrand of Google Cloud’s AI Platform Pipelines that helps teams manage the workflows involved in preparing and analyzing data for the models, train them, evaluate them and deploy them to production.

To give a wide variety of developers the right entry points, the service provides three interfaces: a drag-and-drop tool, notebooks for advanced users and — and this may be a bit of a surprise — BigQuery ML, Google’s tool for using standard SQL queries to create and execute machine learning models in its BigQuery data warehouse.

We had two guiding lights while building Vertex AI: get data scientists and engineers out of the orchestration weeds, and create an industry-wide shift that would make everyone get serious about moving AI out of pilot purgatory and into full-scale production,” said Andrew Moore, vice president and general manager of Cloud AI and Industry Solutions at Google Cloud. “We are very proud of what we came up with in this platform, as it enables serious deployments for a new generation of AI that will empower data scientists and engineers to do fulfilling and creative work.”

Apr
22
2021
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Google’s Anthos multicloud platform gets improved logging, Windows container support and more

Google today announced a sizable update to its Anthos multicloud platform that lets you build, deploy and manage containerized applications anywhere, including on Amazon’s AWS and (in preview) on Microsoft Azure.

Version 1.7 includes new features like improved metrics and logging for Anthos on AWS, a new Connect gateway to interact with any cluster right from Google Cloud and a preview of Google’s managed control plane for Anthos Service Mesh. Other new features include Windows container support for environments that use VMware’s vSphere platform and new tools for developers to make it easier for them to deploy their applications to any Anthos cluster.

Today’s update comes almost exactly two years after Google CEO Sundar Pichai originally announced Anthos at its Cloud Next event in 2019 (before that, Google called this project the “Google Cloud Services Platform,” which launched three years ago). Hybrid and multicloud, it’s fair to say, takes a key role in the Google Cloud roadmap — and maybe more so for Google than for any of its competitors. Recently, Google brought on industry veteran Jeff Reed to become the VP of Product Management in charge of Anthos.

Reed told me that he believes that there are a lot of factors right now that are putting Anthos in a good position. “The wind is at our back. We bet on Kubernetes, bet on containers — those were good decisions,” he said. Increasingly, customers are also now scaling out their use of Kubernetes and have to figure out how to best scale out their clusters and deploy them in different environments — and to do so, they need a consistent platform across these environments. He also noted that when it comes to bringing on new Anthos customers, it’s really those factors that determine whether a company will look into Anthos or not.

He acknowledged that there are other players in this market, but he argues that Google Cloud’s take on this is also quite different. “I think we’re pretty unique in the sense that we’re from the cloud, cloud-native is our core approach,” he said. “A lot of what we talk about in [Anthos] 1.7 is about how we leverage the power of the cloud and use what we call “an anchor in the cloud” to make your life much easier. We’re more like a cloud vendor there, but because we support on-prem, we see some of those other folks.” Those other folks being IBM/Red Hat’s OpenShift and VMware’s Tanzu, for example. 

The addition of support for Windows containers in vSphere environments also points to the fact that a lot of Anthos customers are classical enterprises that are trying to modernize their infrastructure, yet still rely on a lot of legacy applications that they are now trying to bring to the cloud.

Looking ahead, one thing we’ll likely see is more integrations with a wider range of Google Cloud products into Anthos. And indeed, as Reed noted, inside of Google Cloud, more teams are now building their products on top of Anthos themselves. In turn, that then makes it easier to bring those services to an Anthos-managed environment anywhere. One of the first of these internal services that run on top of Anthos is Apigee. “Your Apigee deployment essentially has Anthos underneath the covers. So Apigee gets all the benefits of a container environment, scalability and all those pieces — and we’ve made it really simple for that whole environment to run kind of as a stack,” he said.

I guess we can expect to hear more about this in the near future — or at Google Cloud Next 2021.

Mar
22
2021
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Google Cloud hires Intel veteran to head its custom chip efforts

There has been a growing industry trend in recent years for large-scale companies to build their own chips. As part of that, Google announced today that it has hired long-time Intel executive Uri Frank as vice president to run its custom chip division.

“The future of cloud infrastructure is bright, and it’s changing fast. As we continue to work to meet computing demands from around the world, today we are thrilled to welcome Uri Frank as our VP of Engineering for server chip design,” Amin Vahdat, Google Fellow and VP of systems infrastructure wrote in a blog post announcing the hire.

With Frank, Google gets an experienced chip industry executive, who spent more than two decades at Intel rising from engineering roles to corporate vice president at the Design Engineering Group, his final role before leaving the company earlier this month.

Frank will lead the custom chip division in Israel as part of Google. As he said in his announcement on LinkedIn, this was a big step to join a company with a long history of building custom silicon.

“Google has designed and built some of the world’s largest and most efficient computing systems. For a long time, custom chips have been an important part of this strategy. I look forward to growing a team here in Israel while accelerating Google Cloud’s innovations in compute infrastructure,” Frank wrote.

Google’s history of building its own chips dates back to 2015 when it launched the first TensorFlow chips. It moved into video processing chips in 2018 and added OpenTitan , an open-source chip with a security angle in 2019.

Frank’s job will be to continue to build on this previous experience to work with customers and partners to build new custom chip architectures. The company wants to move away from buying motherboard components from different vendors to building its own “system on a chip” or SoC, which it says will be drastically more efficient.

“Instead of integrating components on a motherboard where they are separated by inches of wires, we are turning to “Systems on Chip” (SoC) designs where multiple functions sit on the same chip, or on multiple chips inside one package. In other words, the SoC is the new motherboard,” Vahdat wrote.

While Google was early to the “Build Your Own Chip” movement, we’ve seen other large scale companies like Amazon, Facebook, Apple and Microsoft begin building their own custom chips in recent years to meet each company’s unique needs and give more precise control over the relationship between the hardware and software.

It will be Frank’s job to lead Google’s custom chip unit and help bring it to the next level.

Feb
04
2021
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Google Cloud launches Apigee X, the next generation of its API management platform

Google today announced the launch of Apigee X, the next major release of the Apgiee API management platform it acquired back in 2016.

“If you look at what’s happening — especially after the pandemic started in March last year — the volume of digital activities has gone up in every kind of industry, all kinds of use cases are coming up. And one of the things we see is the need for a really high-performance, reliable, global digital transformation platform,” Amit Zavery, Google Cloud’s head of platform, told me.

He noted that the number of API calls has gone up 47 percent from last year and that the platform now handles about 2.2 trillion API calls per year.

At the core of the updates are deeper integrations with Google Cloud’s AI, security and networking tools. In practice, this means Apigee users can now deploy their APIs across 24 Google Cloud regions, for example, and use Google’s caching services in more than 100 edge locations.

Image Credits: Google

In addition, Apigee X now integrates with Google’s Cloud Armor firewall and its Cloud Identity Access Management platform. This also means that Apigee users won’t have to use third-party tools for their firewall and identity management needs.

“We do a lot of AI/ML-based anomaly detection and operations management,” Zavery explained. “We can predict any kind of malicious intent or any other things which might happen to those API calls or your traffic by embedding a lot of those insights into our API platform. I think [that] is a big improvement, as well as new features, especially in operations management, security management, vulnerability management and making those a core capability so that as a business, you don’t have to worry about all these things. It comes with the core capabilities and that is really where the front doors of digital front-ends can shine and customers can focus on that.”

The platform now also makes better use of Google’s AI capabilities to help users identify anomalies or predict traffic for peak seasons. The idea here is to help customers automate a lot of the standards automation tasks and, of course, improve security at the same time.

As Zavery stressed, API management is now about more than just managing traffic between applications. But more than just helping customers manage their digital transformation projects, the Apigee team is now thinking about what it calls ‘digital excellence.’ “That’s how we’re thinking of the journey for customers moving from not just ‘hey, I can have a front end,’ but what about all the excellent things you want to do and how we can do that,” Zavery said.

“During these uncertain times, organizations worldwide are doubling-down on their API strategies to operate anywhere, automate processes, and deliver new digital experiences quickly and securely,” said James Fairweather, Chief Innovation Officer at Pitney Bowes. “By powering APIs with new capabilities like reCAPTCHA Enterprise, Cloud Armor (WAF), and Cloud CDN, Apigee X makes it easy for enterprises like us to scale digital initiatives, and deliver innovative experiences to our customers, employees and partners.”

Dec
22
2020
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With a $50B run rate in reach, can anyone stop AWS?

AWS, Amazon’s flourishing cloud arm, has been growing at a rapid clip for more than a decade. An early public cloud infrastructure vendor, it has taken advantage of first-to-market status to become the most successful player in the space. In fact, one could argue that many of today’s startups wouldn’t have gotten off the ground without the formation of cloud companies like AWS giving them easy access to infrastructure without having to build it themselves.

In Amazon’s most-recent earnings report, AWS generated revenues of $11.6 billion, good for a run rate of more than $46 billion. That makes the next AWS milestone a run rate of $50 billion, something that could be in reach in less than two quarters if it continues its pace of revenue growth.

The good news for competing companies is that in spite of the market size and relative maturity, there is still plenty of room to grow.

While the cloud division’s growth is slowing in percentage terms as it comes firmly up against the law of large numbers in which AWS has to grow every quarter compared to an ever-larger revenue base. The result of this dynamic is that while AWS’ year-over-year growth rate is slowing over time — from 35% in Q3 2019 to 29% in Q3 2020 — the pace at which it is adding $10 billion chunks of annual revenue run rate is accelerating.

At the AWS re:Invent customer conference this year, AWS CEO Andy Jassy talked about the pace of change over the years, saying that it took the following number of months to grow its run rate by $10 billion increments:

123 months ($0-$10 billion) 23 months ($10 billion-$20 billion) 13 months ($20 billion-$30 billion) 12 months ($30 billion to $40 billion)

Image Credits: TechCrunch (data from AWS)

Extrapolating from the above trend, it should take AWS fewer than 12 months to scale from a run rate of $40 billion to $50 billion. Stating the obvious, Jassy said “the rate of growth in AWS continues to accelerate.” He also took the time to point out that AWS is now the fifth-largest enterprise IT company in the world, ahead of enterprise stalwarts like SAP and Oracle.

What’s amazing is that AWS achieved its scale so fast, not even existing until 2006. That growth rate makes us ask a question: Can anyone hope to stop AWS’ momentum?

The short answer is that it doesn’t appear likely.

Cloud market landscape

A good place to start is surveying the cloud infrastructure competitive landscape to see if there are any cloud companies that could catch the market leader. According to Synergy Research, AWS remains firmly in front, and it doesn’t look like any competitor could catch AWS anytime soon unless some market dynamic caused a drastic change.

Synergy Research Cloud marketshare leaders. Amazon is first, Microsoft is second and Google is third.

Image Credits: Synergy Research

With around a third of the market, AWS is the clear front-runner. Its closest and fiercest rival Microsoft has around 20%. To put that into perspective a bit, last quarter AWS had $11.6 billion in revenue compared to Microsoft’s $5.2 billion Azure result. While Microsoft’s equivalent cloud number is growing faster at 47%, like AWS, that number has begun to drop steadily while it gains market share and higher revenue and it falls victim to that same law of large numbers.

Sep
08
2020
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Google Cloud launches its Business Application Platform based on Apigee and AppSheet

Unlike some of its competitors, Google Cloud has recently started emphasizing how its large lineup of different services can be combined to solve common business problems. Instead of trying to sell individual services, Google is focusing on solutions and the latest effort here is what it calls its Business Application Platform, which combines the API management capabilities of Apigee with the no-code application development platform of AppSheet, which Google acquired earlier this year.

As part of this process, Google is also launching a number of new features for both services today. The company is launching the beta of a new API Gateway, built on top of the open-source Envoy project, for example. This is a fully managed service that is meant to make it easier for developers to secure and manage their API across Google’s cloud computing services and serverless offerings like Cloud Functions and Cloud Run. The new gateway, which has been in alpha for a while now, offers all the standard features you’d expect, including authentication, key validation and rate limiting.

As for its low-code service AppSheet, the Google Cloud team is now making it easier to bring in data from third-party applications thanks to the general availability to Apigee as a data source for the service. AppSheet already supported standard sources like MySQL, Salesforce and G Suite, but this new feature adds a lot of flexibility to the service.

With more data comes more complexity, so AppSheet is also launching new tools for automating processes inside the service today, thanks to the early access launch of AppSheet Automation. Like the rest of AppSheet, the promise here is that developers won’t have to write any code. Instead, AppSheet Automation provides a visual interface, that, according to Google, “provides contextual suggestions based on natural language inputs.” 

“We are confident the new category of business application platforms will help empower both technical and line of business developers with the core ability to create and extend applications, build and automate workflows, and connect and modernize applications,” Google notes in today’s announcement. And indeed, this looks like a smart way to combine the no-code environment of AppSheet with the power of Apigee .

Aug
17
2020
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Canalys: Google is top cloud infrastructure provider for online retailers

While Google Cloud Platform has shown some momentum in the last year, it remains a distant third behind Amazon and Microsoft in the cloud infrastructure market. But Google got some good news from Canalys today when the firm reported that GCP is the No. 1 cloud platform provider for retailers.

Canalys didn’t provide specific numbers, but it did set overall market positions in the retail sector, with Microsoft coming in second, Amazon third, followed by Alibaba and IBM in fourth and fifth respectively.

Canalys cloud infrastructure retail segment market share numbers

Image Credits: Canalys

It’s probably not a coincidence that Google went after retail. Many retailers don’t want to put their cloud presence onto AWS, as Amazon.com competes directly with these retailers. Brent Leary, founder and principal analyst at CRM Essentials, says that as such, the news doesn’t really surprise him.

“Retailers have to compete with Amazon, and I’m guessing the last thing they want to do is use AWS and help Amazon fund all their new initiatives and experiments that in some cases will be used against them,” Leary told TechCrunch. Further, he said that many retailers would also prefer to keep their customer data off of Amazon’s services.

Canalys Senior Director Alex Smith says that this Amazon effect combined with the pandemic and other technological factors has been working in Google’s favor, at least in the retail sector. “Now more than ever, retailers need a digital strategy to win in an omnichannel world, especially with Amazon’s online dominance. Digital is applied everywhere from customer experience to cost optimization, and the overall technological capability of a retailer is what will define its success,” he said.

COVID-19 has forced many retailers to close stores for extended periods of time, and when you combine that with people being more reluctant to go inside stores when they do open, retailers have had to take a crash course in e-commerce if they didn’t have a significant online presence already.

Canalys points out that Google has lured customers with its advertising and search capabilities beyond just pure infrastructure offerings, taking advantage of its other strengths to grow the market segment.

Recognizing this, Google has been making a big retail push, including a big partnership with Salesforce and specific products announced at Google Cloud Next last year. As we wrote at the time of the retail offering:

The company offers eCommerce Hosting, designed specifically for online retailers, and it is offering a special premium program, so retailers get “white glove treatment with technical architecture reviews and peak season operations support…” according to the company. In other words, it wants to help these companies avoid disastrous, money-losing results when a site goes down due to demand.

What’s more, Canalys reports that Google Cloud has also been hiring aggressively and forming partnerships with big systems integrators to help grow the retail business. Retail customers include Home Depot, Kohl’s, Costco and Best Buy.

Jul
31
2020
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Even as cloud infrastructure growth slows, revenue rises over $30B for quarter

The cloud market is coming into its own during the pandemic as the novel coronavirus forced many companies to accelerate plans to move to the cloud, even while the market was beginning to mature on its own.

This week, the big three cloud infrastructure vendors — Amazon, Microsoft and Google — all reported their earnings, and while the numbers showed that growth was beginning to slow down, revenue continued to increase at an impressive rate, surpassing $30 billion for a quarter for the first time, according to Synergy Research Group numbers.

May
20
2020
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Google Cloud earns defense contract win for Anthos multi-cloud management tool

Google dropped out of the Pentagon’s JEDI cloud contract battle fairly early in the game, citing it was in conflict with its “AI principals.” However, today the company announced a new seven-figure contract with DoD’s Defense Innovation Unit (DIU), a big win for the cloud unit and CEO Thomas Kurian.

While the company would not get specific about the number, the new contract involves using Anthos, the tool the company announced last year to secure DIU’s multi-cloud environment. In spite of the JEDI contract involving a single vendor, the DoD has always used solutions from all three major cloud vendors — Amazon, Microsoft and Google — and this solution will provide a way to monitor security across all three environments, according to the company.

“Multi-cloud is the future. The majority of commercial businesses run multi-cloud environments securely and seamlessly, and this is now coming to the federal government as well,” Mike Daniels, VP of Global Public Sector at Google Cloud told TechCrunch.

The idea is to manage security across three environments with help from cloud security vendor Netskope, which is also part of the deal. “The multi-cloud solution will be built on Anthos, allowing DIU to run web services and applications across Google Cloud, Amazon Web Services, and Microsoft Azure — while being centrally managed from the Google Cloud Console,” the company wrote in a statement.

Daniels says that while this is a deal with DIU, he could see it expanding to other parts of DoD. “This is a contract with the DIU, but our expectation is that the DoD will look at the project as a model for how to implement their own security posture.”

Google Cloud Platform remains way back in the cloud infrastructure pack, in third place with around 8% market share. For context, AWS has around 33% market share and Microsoft has around 18%.

While JEDI, a $10 billion, winner-take-all prize remains mired in controversy and an on-going battle between The Pentagon, Amazon and Microsoft, this deal shows that the defense department is looking at advanced technology like Anthos to help it manage a multi-cloud world regardless of what happens with JEDI.

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