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Is overseeing cloud operations the new career path to CEO?

When Amazon announced last week that founder and CEO Jeff Bezos planned to step back from overseeing operations and shift into an executive chairman role, it also revealed that AWS CEO Andy Jassy, head of the company’s profitable cloud division, would replace him.

As Bessemer partner Byron Deeter pointed out on Twitter, Jassy’s promotion was similar to Satya Nadella’s ascent at Microsoft: in 2014, he moved from executive VP in charge of Azure to the chief exec’s office. Similarly, Arvind Krishna, who was promoted to replace Ginni Rometti as IBM CEO last year, also was formerly head of the company’s cloud business.

Could Nadella’s successful rise serve as a blueprint for Amazon as it makes a similar transition? While there are major differences in the missions of these companies, it’s inevitable that we will compare these two executives based on their former jobs. It’s true that they have an awful lot in common, but there are some stark differences, too.

Replacing a legend

For starters, Jassy is taking over for someone who founded one of the world’s biggest corporations. Nadella replaced Steve Ballmer, who had taken over for the company’s face, Bill Gates. Holger Mueller, an analyst at Constellation Research, says this notable difference could have a huge impact for Jassy with his founder boss still looking over his shoulder.

“There’s a lot of similarity in the two situations, but Satya was a little removed from the founder Gates. Bezos will always hover and be there, whereas Gates (and Ballmer) had retired for good. [ … ] It was clear [they] would not be coming back. [ … ] For Jassy, the owner could [conceivably] come back anytime,” Mueller said.

But Andrew Bartels, an analyst at Forrester Research, says it’s not a coincidence that both leaders were plucked from the cloud divisions of their respective companies, even if it was seven years apart.

“In both cases, these hyperscale business units of Microsoft and Amazon were the fastest-growing and best-performing units of the companies. [ … ] In both cases, cloud infrastructure was seen as a platform on top of which and around which other cloud offerings could be developed,” Bartels said. The companies both believe that the leaders of these two growth engines were best suited to lead the company into the future.

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What Andy Jassy’s promotion to Amazon CEO could mean for AWS

Blockbuster news struck late this afternoon when Amazon announced that Jeff Bezos would be stepping back as CEO of Amazon, the company he built from a business in his garage to worldwide behemoth. As he takes on the role of executive chairman, his replacement will be none other than AWS CEO Andy Jassy.

With Jassy moving into his new role at the company, the immediate question is who replaces him to run AWS. Let the games begin. Among the names being tossed about in the rumor mill are Peter DeSantis, vice president of global infrastructure at AWS and Matt Garman, who is vice president of sales and marketing. Both are members of Bezos’ elite executive team known as the S-team and either would make sense as Jassy’s successor. Nobody knows for sure though, and it could be any number of people inside the organization, or even someone from outside. Amazon was not ready to comment on a successor yet with the hand-off still months away.

Holger Mueller, a senior analyst at Constellation Research, says that Jassy is being rewarded for doing a stellar job raising AWS from a tiny side business to one on a $50 billion run rate. “On the finance side it makes sense to appoint an executive who intimately knows Amazon’s most profitable business, that operates in more competitive markets. [Appointing Jassy] ensures that the new Amazon CEO does not break the ‘golden goose’,” Mueller told me.

Alex Smith, VP of channels, who covers the cloud infrastructure market at analyst firm Canalys, says the writing has been on the wall that a transition was in the works. “This move has been coming for some time. Jassy is the second most public-facing figure at Amazon and has lead one of its most successful business units. Bezos can go out on a high and focus on his many other ventures,” Smith said.

Smith adds that this move should enhance AWS’s place in the organization. “I think this is more of an AWS gain, in terms of its increasing strategic importance to Amazon going forward, rather than loss in terms of losing Andy as direct lead. I expect he’ll remain close to that organization.”

Ed Anderson, a Gartner analyst also sees Jassy as the obvious choice to take over for Bezos. “Amazon is a company driven by technology innovation, something Andy has been doing at AWS for many years now. Also, it’s worth noting that Andy Jassy has an impressive track record of building and running a very large business. Under Andy’s leadership, AWS has grown to be one of the biggest technology companies in the world and one of the most impactful in defining what the future of computing will be,” Anderson said.

In the company earnings report released today, AWS came in at $12.74 billion for the quarter up 28% YoY from $9.6 billion a year ago. That puts the company on an elite $50 billion run rate. No other cloud infrastructure vendor, even the mighty Microsoft, is even close in this category. Microsoft stands at around 20% marketshare compared to AWS’s approximately 33% market share.

It’s unclear what impact the executive shuffle will have on the company at large or AWS in particular. In some ways it feels like when Larry Ellison stepped down as CEO of Oracle in 2014 to take on the exact same executive chairman role. While Safra Catz and Mark Hurd took over at co-CEOs in that situation, Ellison has remained intimately involved with the company he helped found. It’s reasonable to assume that Bezos will do the same.

With Jassy, the company is getting a man who has risen through the ranks since joining the company in 1997 after getting an undergraduate degree and an MBA from Harvard. In 2002 he became VP/technical assistant, working directly under Bezos. It was in this role that he began to see the need for a set of common web services for Amazon developers to use. This idea grew into AWS and Jassy became a VP at the fledgling division working his way up until he was appointed CEO in 2016.

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Subscription-based pricing is dead: Smart SaaS companies are shifting to usage-based models

Software buying has evolved. The days of executives choosing software for their employees based on IT compatibility or KPIs are gone. Employees now tell their boss what to buy. This is why we’re seeing more and more SaaS companies — Datadog, Twilio, AWS, Snowflake and Stripe, to name a few — find success with a usage-based pricing model.

The usage-based model allows a customer to start at a low cost, while still preserving the ability to monetize a customer over time.

The usage-based model allows a customer to start at a low cost, minimizing friction to getting started while still preserving the ability to monetize a customer over time because the price is directly tied with the value a customer receives. Not limiting the number of users who can access the software, customers are able to find new use cases — which leads to more long-term success and higher lifetime value.

While we aren’t going 100% usage-based overnight, looking at some of the megatrends in software —  automation, AI and APIs — the value of a product normally doesn’t scale with more logins. Usage-based pricing will be the key to successful monetization in the future. Here are four top tips to help companies scale to $100+ million ARR with this model.

1. Land-and-expand is real

Usage-based pricing is in all layers of the tech stack. Though it was pioneered in the infrastructure layer (think: AWS and Azure), it’s becoming increasingly popular for API-based products and application software — across infrastructure, middleware and applications.

API-based products and appliacation software – across infrastructure, middleware and applications.

Image Credits: Kyle Povar / OpenView

Some fear that investors will hate usage-based pricing because customers aren’t locked into a subscription. But, investors actually see it as a sign that customers are seeing value from a product and there’s no shelf-ware.

In fact, investors are increasingly rewarding usage-based companies in the market. Usage-based companies are trading at a 50% revenue multiple premium over their peers.

Investors especially love how the usage-based pricing model pairs with the land-and-expand business model. And of the IPOs over the last three years, seven of the nine that had the best net dollar retention all have a usage-based model. Snowflake in particular is off the charts with a 158% net dollar retention.

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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.

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AWS announces SageMaker Clarify to help reduce bias in machine learning models

As companies rely increasingly on machine learning models to run their businesses, it’s imperative to include anti-bias measures to ensure these models are not making false or misleading assumptions. Today at AWS re:Invent, AWS introduced Amazon SageMaker Clarify to help reduce bias in machine learning models.

“We are launching Amazon SageMaker Clarify. And what that does is it allows you to have insight into your data and models throughout your machine learning lifecycle,” Bratin Saha, Amazon VP and general manager of machine learning told TechCrunch.

He says that it is designed to analyze the data for bias before you start data prep, so you can find these kinds of problems before you even start building your model.

“Once I have my training data set, I can [look at things like if I have] an equal number of various classes, like do I have equal numbers of males and females or do I have equal numbers of other kinds of classes, and we have a set of several metrics that you can use for the statistical analysis so you get real insight into easier data set balance,” Saha explained.

After you build your model, you can run SageMaker Clarify again to look for similar factors that might have crept into your model as you built it. “So you start off by doing statistical bias analysis on your data, and then post training you can again do analysis on the model,” he said.

There are multiple types of bias that can enter a model due to the background of the data scientists building the model, the nature of the data and how they data scientists interpret that data through the model they built. While this can be problematic in general it can also lead to racial stereotypes being extended to algorithms. As an example, facial recognition systems have proven quite accurate at identifying white faces, but much less so when it comes to recognizing people of color.

It may be difficult to identify these kinds of biases with software as it often has to do with team makeup and other factors outside the purview of a software analysis tool, but Saha says they are trying to make that software approach as comprehensive as possible.

“If you look at SageMaker Clarify it gives you data bias analysis, it gives you model bias analysis, it gives you model explainability it gives you per inference explainability it gives you a global explainability,” Saha said.

Saha says that Amazon is aware of the bias problem and that is why it created this tool to help, but he recognizes that this tool alone won’t eliminate all of the bias issues that can crop up in machine learning models, and they offer other ways to help too.

“We are also working with our customers in various ways. So we have documentation, best practices, and we point our customers to how to be able to architect their systems and work with the system so they get the desired results,” he said.

SageMaker Clarify is available starting to day in multiple regions.

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Amazon S3 Storage Lens gives IT visibility into complex S3 usage

As your S3 storage requirements grow, it gets harder to understand exactly what you have, and this is especially true when it crosses multiple regions. This could have broad implications for administrators, who are forced to build their own solutions to get that missing visibility. AWS changed that this week when it announced a new product called Amazon S3 Storage Lens, a way to understand highly complex S3 storage environments.

The tool provides analytics that help you understand what’s happening across your S3 object storage installations, and to take action when needed. As the company describes the new service in a blog post, “This is the first cloud storage analytics solution to give you organization-wide visibility into object storage, with point-in-time metrics and trend lines as well as actionable recommendations,” the company wrote in the post.

Amazon S3 Storage Lens Console

Image Credits: Amazon

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The idea is to present a set of 29 metrics in a dashboard that help you “discover anomalies, identify cost efficiencies and apply data protection best practices,” according to the company. IT administrators can get a view of their storage landscape and can drill down into specific instances when necessary, such as if there is a problem that requires attention. The product comes out of the box with a default dashboard, but admins can also create their own customized dashboards, and even export S3 Lens data to other Amazon tools.

For companies with complex storage requirements, as in thousands or even tens of thousands of S3 storage instances, who have had to kludge together ways to understand what’s happening across the systems, this gives them a single view across it all.

S3 Storage Lens is now available in all AWS regions, according to the company.

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How Roblox completely transformed its tech stack

Picture yourself in the role of CIO at Roblox in 2017.

At that point, the gaming platform and publishing system that launched in 2005 was growing fast, but its underlying technology was aging, consisting of a single data center in Chicago and a bunch of third-party partners, including AWS, all running bare metal (nonvirtualized) servers. At a time when users have precious little patience for outages, your uptime was just two nines, or less than 99% (five nines is considered optimal).

Unbelievably, Roblox was popular in spite of this, but the company’s leadership knew it couldn’t continue with performance like that, especially as it was rapidly gaining in popularity. The company needed to call in the technology cavalry, which is essentially what it did when it hired Dan Williams in 2017.

Williams has a history of solving these kinds of intractable infrastructure issues, with a background that includes a gig at Facebook between 2007 and 2011, where he worked on the technology to help the young social network scale to millions of users. Later, he worked at Dropbox, where he helped build a new internal network, leading the company’s move away from AWS, a major undertaking involving moving more than 500 petabytes of data.

When Roblox approached him in mid-2017, he jumped at the chance to take on another major infrastructure challenge. While they are still in the midst of the transition to a new modern tech stack today, we sat down with Williams to learn how he put the company on the road to a cloud-native, microservices-focused system with its own network of worldwide edge data centers.

Scoping the problem

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Amazon inks cloud deal with Airtel in India

Amazon has found a new partner to expand the reach of its cloud services business — AWS — in India, the world’s second largest internet market.

On Wednesday, the e-commerce giant announced it has partnered with Bharti Airtel, the third-largest telecom operator in India with more than 300 million subscribers, to sell a wide-range of AWS offerings under Airtel Cloud brand to small, medium, and large-sized businesses in the country.

The deal could help AWS, which leads the cloud market in India, further expand its dominance in the country. The move follows a similar deal Reliance Jio — India’s largest telecom operator and which has raised more than $20 billion in recent months from Google, Facebook and a roster of other high-profile investors — struck with Microsoft last year to sell cloud services to small businesses. The two announced a 10-year partnership to “serve millions of customers.”

Airtel, which serves over 2,500 large enterprises and more than a million emerging businesses, itself signed a similar cloud deal with Google in January this year. That partnership is still in place, Airtel said.

“AWS brings over 175 services to the table. We pretty much support any workload on the cloud. We have the largest and the most vibrant community of customers,” said Puneet Chandok, President of AWS in India and South Asia, on a call with reporters Wednesday noon.

The two companies, which signed a similar agreement in 2015, will also collaborate on building new services and help existing customers migrate to Airtel Cloud, they said.

Today’s deal illustrates Airtel’s push to build businesses beyond its telecom venture, said Harmeen Mehta, Global CIO and Head of Cloud and Security Business at Airtel, on the call. Last month, Airtel partnered with Verizon — TechCrunch’s parent company — to sell BlueJeans video conferencing service to business customers in India.

Deals with carriers were very common a decade ago in India as tech giants rushed to amass users in the country. Replicating a similar strategy now illustrates the phase of the cloud adoption in the nation.

Nearly half a billion people in India came online last decade. And slowly, small businesses and merchants are also beginning to use digital tools, storage services, and accept online payments.

India has emerged as one of the emerging leading grounds for cloud services. The public cloud services market of the country is estimated to reach $7.1 billion by 2024, according to research firm IDC.

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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.

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Docker partners with AWS to improve container workflows

Docker and AWS today announced a new collaboration that introduces a deep integration between Docker’s Compose and Desktop developer tools and AWS’s Elastic Container Service (ECS) and ECS on AWS Fargate. Previously, the two companies note, the workflow to take Compose files and run them on ECS was often challenging for developers. Now, the two companies simplified this process to make switching between running containers locally and on ECS far easier.

docker/AWS architecture overview“With a large number of containers being built using Docker, we’re very excited to work with Docker to simplify the developer’s experience of building and deploying containerized applications to AWS,” said Deepak Singh, the VP for compute services at AWS. “Now customers can easily deploy their containerized applications from their local Docker environment straight to Amazon ECS. This accelerated path to modern application development and deployment allows customers to focus more effort on the unique value of their applications, and less time on figuring out how to deploy to the cloud.”

In a bit of a surprise move, Docker last year sold off its enterprise business to Mirantis to solely focus on cloud-native developer experiences.

“In November, we separated the enterprise business, which was very much focused on operations, CXOs and a direct sales model, and we sold that business to Mirantis,” Docker CEO Scott Johnston told TechCrunch’s Ron Miller earlier this year. “At that point, we decided to focus the remaining business back on developers, which was really Docker’s purpose back in 2013 and 2014.”

Today’s move is an example of this new focus, given that the workflow issues this partnership addresses had been around for quite a while already.

It’s worth noting that Docker also recently engaged in a strategic partnership with Microsoft to integrate the Docker developer experience with Azure’s Container Instances.

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