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Google Dataflow Named Leader in The 2021 Forrester Wave™: Streaming Analytics

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Google Dataflow shines with the highest scores in Forrester's 12 important criteria and bags the title of a Leader in the The Forrester Wave™, Streaming Analytics. Read further to understand Dataflow's strength in harnessing real-time data.

We are excited to announce that Google has been named a Leader in The Forrester Wave™: Streaming Analytics, Q2 2021 report. Thank you to our strong community of customers and partners for working with us to deliver a customer focused product. We believe Forrester’s recognition is an acknowledgement of our leadership across an integrated set of capabilities that rely on data to drive transformation. We were also honored to be named a leader in The Forrester Wave™: Cloud Data Warehouse, Q1 2021

Forrester gave Dataflow a score of 5 out of 5 across 12 different criteria and according to the report: “Google Cloud Dataflow has strengths in data sequencing, advanced analytics, performance, and high-availability. Google Dataflow’s sweet spot is for enterprises that have a preponderance of real-time data generated on Google Cloud Platform or wish to simplify all data processing by using a single platform that unifies both streaming and batch jobs.” 

Harnessing the power of real-time data

The speed with which businesses are able to respond to change is the difference between those that successfully navigate the future and those that get left behind. In order to accelerate their digital transformation, reimagine their business and leverage the power of real-time data,  today’s data leaders require a streaming analytics platform that provides both depth and breadth.  

Cloud Pub/Sub and Cloud Dataflow, based on more than a decade of experience in internet scale systems for Google’s own needs, provide customers with a reliable, scalable, performant platform. In addition, we’ve designed these products for ease of use to make streaming analytics accessible to more users, which is why customers such as Sky and others from across all industries use Dataflow to run streaming analytics workloads.

5 out of 5 across key streaming analytics criteria

While Forrester gave Dataflow a score of 5 out of 5 in 12 criteria, the product achieved the highest possible scores in areas that are top of mind for our customers.

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We continue to be focused on solving problems that matter to you. For example, just in the last month we announced Dataflow Prime and  Auto Sharding for BigQuery – two new auto tuning capabilities that bring efficiency and simplicity to your streaming pipelines. 

Dataflow achieves highest score possible in strategy 

With Google, organizations gain an industry leading product and a partner that has the vision and strategy to help you tackle new business challenges and provide delightful experiences to your customers.

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In summary, we are honored to be a Leader in The Forrester Wave™, Streaming Analytics, and look forward to continuing to innovate and partner with you on your digital transformation journey. 

Download the full report: The Forrester Wave™: Streaming Analytics, Q2 2021 and check out these smart analytics reference patterns. To learn more about Dataflow, visit our website and get to know the product by taking an interactive tutorial. You can also watch recordings from the Data Cloud Summit event (May 2021), where we provided an in-depth view of new product innovations in Dataflow and other data analytics products.

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Hybrid Work with Google Workspace: What Customers can Expect

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After the announcement of Google's vision of hybrid workplace in June, Google Workspace brings forth ways it can help customers' organizations transform experiences in the emerging hybrid world with tools and best-practices!

In June, we shared our vision for navigating the future of hybrid work with a single connected experience in Google Workspace. Now, as many of our customers begin to embark on their own hybrid journeys, I wanted to share how we’re helping them bridge the gaps in this new way of working.

A dedicated place for team collaboration: Spaces are now live

Spaces are the central place for team collaboration in Workspace and starting today, Spaces are live for all users. Spaces are unique in that they are tightly integrated with Google Workspace tools like Calendar, Drive, Docs, Sheets, Slides, Meet, and Tasks, providing a better way for people to engage in topic-based discussions, share knowledge and ideas, move projects forward and build communities and team culture.

We hear from our customers that they’re continuing to work across a broad range of locations and working hours, and that Spaces can be a central hub for collaboration, both in real time and asynchronously. Instead of starting an email chain or scheduling a video meeting, teams can come together directly in a Space to move projects and topics along, whether it’s a team of 10 for “2022 Roadmap Planning” or a team of 1,000 for the “Company-wide All-Hands.”

With Spaces, teams can share ideas, collaborate on documents, and manage tasks from a single place. Because all their work is preserved for future reference, team members can easily jump in and contribute at a time that works best for them, seeing a full history of the conversations, context, and content along the way. Using Spaces has already helped my own team, which is spread across time zones and varied in its working styles. It’s been helpful to rely on Spaces to retain and structure foundational knowledge, whether it’s for onboarding a new teammate or preserving context when someone moves to a new role.

We’re just getting started with Spaces and I’m excited to share a little more about where we’ll take it next. 

In the coming months, our users will see: 

  • Streamlined navigation: A flexible user interface helps users easily access their inbox, chats, Spaces and meetings—all from a single location—so they can stay on top of everything that’s important.
  • Discoverable Spaces: Spaces and their content can be made discoverable to all members of an organization, so other people can find and join the conversation. Administrators can also set discoverability as the default for their organization.
  • Enhanced search: Allows users to easily find content from within and across Spaces, or even discover new Spaces to join. “Search everything” in Spaces opens up powerful new collaboration possibilities and makes it easier to access the team’s collective knowledge base.
  • In-line topic threading: The ability to reply to any message within a Space fuels deeper discussions and collaboration across teams and organizations.
  • Robust security & admin features: Tools for content moderation, managing Spaces, and establishing the right rules for healthy communication across domains and companies.
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In-line topic threading in Spaces fuels deeper discussions

Making meetings more hybrid friendly

Spaces will play an important role in laying the groundwork for meetings and, in some cases, reduce the number of meetings a team needs to gain alignment. Having a dedicated space for asynchronous collaboration, with access to all the right content and context, will help teams be more deliberate about scheduling meetings. This is top of mind for us and many of our customers given the rise in meeting fatigue over the last 18 months. But when having a meeting genuinely feels worthwhile, the experience of transitioning into (and out of) it from different collaboration touchpoints should be seamless. 

Over the past few months, in collaboration with many customers and across teams within Google, we developed a handbook for navigating hybrid work that includes best-practice blueprints for the five most common hybrid meeting types. Because meetings are a foundational piece of hybrid work, our goal is to make them as productive, immersive and inclusive as possible. 

Scheduling meetings that work across the entire team

With hybrid work, many teams—my own included—have locations and working hours that can change daily. When many of us were together in the office, we might have tended to schedule meetings at a time that favored the “in-office majority,” but now it’s especially important to schedule meetings that scale across the entire distributed team. 

Now, beyond indicating their virtual or physical presence when accepting meeting invites, team members can set their location for each work day in Calendar. When combined, these capabilities allow meeting organizers and on-site support teams to plan for the right mix of in-person and virtual attendance. They can also provide greater visibility and help set expectations across hybrid teams.

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Working location in Google Calendar helps set expectations with co-workers

Making meetings more spontaneous

Remember when you’d casually bump into a colleague in the office hallway or a break room and start a conversation that sparked new ideas? That’s perhaps the thing I’m looking forward to most as more of my team plan their part-time return to the office. These casual encounters were always a great way to build relationships and learn about topics that might not come up in structured meetings. To help enable these spontaneous connections when teammates aren’t in the office together, we’re bringing Google Meet calling to Workspace.


Google Meet calling is a seamless experience of initiating a video or audio call between one or more participants, complementing more structured, scheduled video meetings. Our intention is to bring Meet calling to all the natural endpoints in Workspace where you’d initiate an ad-hoc call including chats, people cards, and Spaces, but this will come first to one-to-one chats within the Gmail mobile app. Soon I’ll be able to call members of my team directly from a one-to-one chat. This will ring their device running the Gmail mobile app and send a call chip to our chat on their laptop, so they can easily answer from any device. It’s not quite the same as a spontaneous hallway conversation, but it might be the next best thing in a hybrid setting.

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Google Meet calling from 1:1 chats in the Gmail mobile app easily connects co-workers

Ensuring collaboration equity in hybrid meetings

How do we ensure that hybrid meetings aren’t two meetings in one, divided between those in-person and those who are remote? Effective hybrid meetings need a unified experience so that the people sitting together in the same room can interact with their remote colleagues seamlessly, without it ever feeling like there are two parallel conversations.

We designed Companion mode in Google Meet to specifically meet this challenge and we’ll start rolling it out to customers in November. With Companion mode I can host or join a meeting from within a conference room using my laptop while leveraging the in-room audio and video—and it all happens without any awkward audio feedback. This functionality lets me share content or see presentations up close on my own device, access the meeting chat and whiteboard, initiate and vote on polls, or post a question in Q&A, just as I would from home. And to ensure that users have greater choice over how they participate in meetings, live-translated captions will be available in Meet and through Companion mode by the end of the year. We’re currently working on translating meetings in English to French, German, Spanish and Portuguese, with many more languages coming in the future.

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Companion mode let’s in-room attendees host, present and fully participate in meetings

Expanding choice and flexibility for meeting hardware

While Companion mode keeps people in the room seamlessly connected to their remote colleagues, meeting hardware plays a crucial role in making hybrid meetings feel more immersive and human, with the ability for everyone to be clearly seen and heard. To provide more flexibility and choice on this foundation of how we come together in a hybrid work world, we’re announcing an expanded Google Meet hardware portfolio and interoperability with other conference room solutions.

First, we’re announcing two new all-in-one video conferencing devices to complement our Series One Room Kits. The Series One Desk 27 is an all-in-one 27” device that’s perfect for small shared spaces or your desktop, either in the office or at home. Series One Board 65 is an all-in-one 65” 4K device that can be paired with an optional stand for ultimate configuration flexibility—turning any room or space into a video collaboration hub in minutes. 

Both devices feature collaboration capabilities with the Jamboard app built right in, and each can be used as an external display. While optimized for Google Meet, USB-C connection from your laptop gives you the flexibility to use the meeting app of your choice while leveraging the high-fidelity audio and high-definition video on Series One Desk 27 and Board 65. You can learn more about these devices developed in partnership with Avocor through our on-demand webinar starting at 9 AM PT today.
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We’re also proud to announce new third-party devices coming to the Google Meet hardware ecosystem. Google has certified the Logitech Rally Bar Mini and Rally Bar for Google Meet, which provide complete room solutions for small and mid-sized rooms. You can learn more about these Google Meet-certified products in Logitech’s September 21 webinar. Additionally, the Rayz Rally Pro is a new mobile device speaker dock by Appcessori that will automatically launch Google Meet for video meetings and provide an improved audio experience from your mobile device.

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New third-party devices certified for Google Meet

Certified Google Meet hardware ensures high-quality video and audio in meetings and is easy to deploy and manage. You can view our full Google Meet device portfolio and purchase directly from approved resellers by visiting the Google Meet Hardware website

While Google Meet customers enjoy a full-featured experience on Meet hardware, we realize they sometimes need to connect with people outside of their video calling network. To enable this, organizations can use Pexip for Google Meet to seamlessly join Meet meetings from the widest range of third-party video conferencing solutions. Today, we’re also announcing support for bidirectional interoperability with devices from Webex by Cisco and Google Meet hardware. Soon you’ll be able to launch a Google Meet meeting on Webex hardware and a Webex meeting on Google Meet hardware. Calling interoperability between Meet and Webex is supported on Series One Board 65, Series One Desk 27, and the rest of the Google Meet hardware portfolio, as well as Webex Room Series, Room Kit Series, Desk Series and Board Series. We expect general availability later this year. You can find more details here. We plan to give Meet users even broader calling interoperability with support for other conferencing services in the near future. 

Navigating hybrid work is a journey

We’re thrilled to bring these new Google Workspace experiences and devices to our customers, but we also realize that navigating hybrid work will be a journey of learning and adaptation for every organization. Two resources we recently developed can help along the way:

Bridging the gaps in the emerging hybrid work world will necessarily be a combination of technology, workplace culture, and reimagining the use of physical spaces. But developing a “hybrid-first” mindset starts with the tools people use every day to connect, create, and collaborate, and Google Workspace will continue to play a crucial role in that evolution.

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Case Study

How L&T Financial Services Processes 95% of Motorcycle Loans in Less Than Two Minutes

L&T Financial Services is one of the largest lenders in India. India’s demonetization policy in recent years has led to a shift from cash transactions to digital payments. In 2016, the government withdrew 500 and 1000 rupee notes from circulation and encouraged a heavily cash-based population to deposit their canceled notes in banks. Financial institutions needed to pivot to a new way of doing business to stay competitive. L&T Financial Services modernized its IT infrastructure to keep up with changes and capture digital opportunities.

“Working capital is crucial to stimulate growth in rural communities. Our role as a lender is to provide access to funds. We don’t want to burden borrowers with the complexities of getting a loan. Towards this end, digitization is an important step,” says Dinanath Dubhashi, Managing Director and CEO at L&T Financial Services. “Google Cloud helps us streamline service delivery and identify the right customers. By offering the fastest processing time in the industry, we want to be the go-to lender for all customers.”

L&T Financial Services considered multiple cloud providers before choosing Google Cloud. According to Dinanath, Google Cloud understands both the need for businesses to move fast and the need for IT to modernize at different speeds. “We weren’t forced to abandon existing IT systems and migrate lock, stock, and barrel to Google Cloud on day one.”

L&T Financial Services engaged Google Cloud Professional Services to guide its digital transformation journey. The smooth migration from proof of concept to full-scale deployment on Google Cloud took a matter of months.

“Collaboration: a small idea with big opportunities. G Suite helps us connect remote branches with the head office, easily access shared files to submit and track approvals, and conduct face-to-face discussions to accelerate approval processes.”

—Dinanath Dubhashi, MD and CEO, L&T Financial Services

Digitizing the workforce with G Suite

The move to the cloud at L&T Financial Services started in 2017 when the company introduced G Suite to its 14,500 employees. The legacy email system was cumbersome to use, especially for frontline staff who need email access while they are on the road. Using Gmail, employees can connect with customers and co-workers from anywhere, on any device. Employees save time by scheduling meetings with Calendar, collaborating on Docs, and conducting video calls using Hangouts Meet.

Converting data into credit insights using BigQuery

Taking data intelligence one step further, L&T Financial Services adopts a responsible lending approach by applying algorithm-based data analytics to improve credit standards. Beyond traditional data such as credit score and credit payment history, the company also considers macro-economic indicators for risk audits. For example, a farmer’s ability to pay off the loan of his new tractor depends on a successful planting and harvest. So L&T Financial Services feeds long-term data into BigQuery and runs queries to predict loan defaults based on rainfall and crop yield.

Blog

Google Workspace Bolsters Data Security by Adding Client-Side Encryption to Gmail and Calendar

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Google Workspace extends client-side encryption to Gmail and Calendar, enabling users to maintain data sovereignty and meet regulatory compliance requirements while enhancing privacy and security. Learn more...

Editor’s note: This post originally appeared on the Google Workspace blog.

We consistently hear from our customers that the privacy of their data is top of mind, which is why we’ve built state-of-the-art security and privacy-preserving technologies into our products — to keep customer data private and secure. We’ve put Google AI to work on behalf of our customers to automatically stop the majority of online threats before they emerge. Gmail, for example, automatically blocks more than 99.9% of spam, phishing, and malware. These defenses, together with our unique encryption capabilities like client-side encryption (CSE), help our customers such as Groupe Le Monde, PwC, and Verizon, meet their security, privacy, compliance, and digital sovereignty requirements.

Last year, we enabled CSE for Drive, Docs, Slides, Sheets, and Meet, and today we’re excited to share that CSE is generally available for Gmail and Calendar, enabling even more organizations to become arbiters of their own data and the sole party deciding who has access to it. We recognize sovereign controls are important to customers and have accelerated delivery of these encryption capabilities to support our customers in maintaining control over their data and meeting their regulatory compliance needs.

Guarantee complete control of your data for the most challenging regulations

The expansion of CSE capabilities across Google Workspace helps to significantly reduce the burden of compliance for enterprises and public sector organizations. It gives organizations higher confidence that any third party, including Google and foreign governments, cannot access their confidential data. Workspace already encrypts data at rest and in transit by using secure-by-design cryptographic libraries. Client-side encryption takes this encryption capability to the next level by ensuring that customers have sole control over their encryption keys — and thus complete control over all access to their data. Starting today, users can send and receive emails or create meeting events with internal colleagues and external parties, knowing that their sensitive data (including inline images and attachments) has been encrypted before it reaches Google servers.

Users can continue to collaborate across other essential apps in Google Workspace while IT and security teams can ensure that sensitive data stays compliant with regulations. As customers retain control over the encryption keys and the identity management service to access those keys, sensitive data is indecipherable to Google and other external entities.

One key use case for CSE in this context centers on helping organizations subject to regulatory requirements, such as PwC, remain compliant, by meeting the need for the highest levels of encryption for certain types of communication.

We have been searching for the capability to guarantee that our encrypted communications remain inaccessible to third-parties, including our technology providers, for some time. Google appears to be uniquely positioned with client-side encryption in providing us with complete control over our sensitive data, ensuring that we remain compliant as an organization in the ever changing world of data regulation. These features now being available across Google Workspace represent a pivotal moment for us. We’re enthusiastic about the ability to continue to benefit from the efficiency in working that Workspace provides us with, whilst at the same time maintaining trust with our customers that their confidential data will stay private and compliant,” said Shaun Bookham, UK Operations & Technology Director at PwC.

One of our global telecommunications customers, Verizon, is leveraging CSE to gain complete control over their sensitive data, ensuring that they remain compliant as an organization while supporting customers in highly regulated industries. This opens doors for the company to deliver an exceptional experience for its customers, by extending the level of data protection and privacy to their clients.

“At Verizon, we adhere to governance requirements related to access of our sensitive data while also providing the best experience coupled with deep trust. We have worked alongside Google to develop new encryption solutions and are excited to explore their utilization,” said Russell Leader, Director Collaboration and Mobility at Verizon.

Client-side encryption in action in Gmail

Protecting an organization’s most important assets

The regulatory requirements for separation between an organization’s data and their cloud provider’s environment has resulted in important use cases for client-side encryption — from keeping sensitive R&D data extremely private, even from an organization’s SaaS provider, to scenarios where confidentiality is paramount to the success or failure of a mission-critical operation.

Customers, such as media giant Groupe Le Monde, rely on client-side encryption to protect their most crucial assets. By leveraging client-side encryption across Workspace, Groupe Le Monde can be assured that their communications, appointments, and files will not be subject to leaks, thus helping to keep their journalists safe.

“Client-side encryption gives us the next level of privacy, to ensure integrity within the journalistic process. This allows us to guarantee a higher level of security for our journalists, and to protect our sensitive content,” said Sacha Morard, Chief Technology Officer at Groupe Le Monde.

Another industry-leading Google Workspace enterprise customer uses client-side encryption to protect their most sensitive projects. For these projects, the customer is the sole owner of their encryption keys, thereby protecting their critical intellectual property and maintaining their data sovereignty requirements.

Client-side encryption in action in Calendar.

While each customer’s digital transformation journey is different, with all essential Google Workspace apps now being covered by CSE, companies of all sizes in all industries can benefit from these protections.

Starting today, client-side encryption is available globally to customers with Workspace Enterprise Plus, Education Standard, and Education Plus. To learn more about client-side encryption and how to get started today, watch our presentation from Google Cloud Next ’22 and check out the documentation.

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How-to

Enabling a Remote Workforce with Chrome Enterprise

The recent COVID-19 pandemic has mandated that organizations take unprecedented efforts to enable their employees to work remotely. This recent Gartner survey indicated that 88% of organizations have encouraged or required employees to work from home.

Even before this year’s events, remote working has been a growing consideration for employees and employers alike. In fact, since 2005, working from home has grown by 173% amongst the non-self-employed population. And the desire to work remotely continues to increase.

As more businesses consider how to enable their teams to work remotely, business and IT leaders are increasingly thinking about how to best support a distributed workforce.

In this video, learn how Chrome Enterprise can help keep your employees productive and data secure while allowing IT to remotely manage devices and find out how other companies are doing it too.

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Beyond Traditional Learning: AI-based Online Learning Platform and Google Cloud Solutions Push Learners to Get Ahead

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Poorly designed and time consuming content detracts from online learning and course completion. KIMO.ai and Google Cloud solutions bring forth an AI-based learning platform to generate individual learning paths. Learn how it's different!

The combination of a vital need for IT experts among businesses and a digital skills gap is making lifelong learning increasingly critical. Beyond professional development, learning new skills offers additional rewards from building peer connections to boosting your creativity. That’s why in 2020 Krishna Deepak Nallamilli and I launched KIMO.ai to reimagine how people approach learning, especially in developing markets. Our team is building the artificial intelligence needed to generate individual learning paths through a wide range of quality digital learning content.

Google Cloud and its Startup Program have been instrumental in connecting our team with the tools, people, processes, and best practices to grow our business. 

Existing learning platforms lack engagement

Outside of traditional education settings, massive open online learning courses (MOOCs)—often modeled after university courses—can provide a flexible and affordable way to upskill or reskill. But the vast majority of people who participate in MOOC programs fail to complete courses. Based on our research, the challenge with existing learning platforms is a lack of engagement, primarily caused by limited direction on which skills to learn, whether AI, fintech, blockchain, or other in-demand disciplines.   

We’ve also received feedback that many corporate learning management systems–developed as online training systems to upskill employees–tend to be poorly designed and time-consuming to use. 

Overall, a significant challenge with most existing learning platforms is that they’re generic. For example, suppose you’re interested in learning about AI. In that case, you need AI-related coursework that applies to your industry and the job you want because AI in medicine is vastly different from AI in financial services. Today’s online learning options typically take a one-size-fits-all approach and fail to capture the nuances of what learners really need to get ahead. 

Building a future-proof learning platform 

The commitment to highly personalized, accessible learning inspired KIMO.ai, a platform that we believe is the future of education. Depending on your goals, current skills, location, and other factors, our AI-based platform will identify which coursework (and where to find those classes) to build the skills you need. The more personalized, relevant learning recommendations even take into account people’s preferences for podcasts, MOOCs, books, articles, videos, courses, publications, and more.  

In a mix of cooperation and competition we call “coopetition,” KIMO.ai will regularly recommend courses from other established online learning systems if, based on our automated assessment, it’s the best option for a learner. There’s also the option to access free content only. 

Google cultural alignment fosters trust

Our platform started with one developer exploring NLP models and Google APIs. As we’ve grown our team and launched our beta to 110,000 users in developing markets, we discovered there is a lot of interest in our platform, and we believe we can make a significant impact. In feedback forums, we also learned that we need to focus our efforts on the mobile experience to improve engagement since 99% of the beta testers use mobile devices. 

Beyond our team’s high level of trust in Google Cloud solutions, our team also appreciates the cultural alignment with Google. We value Google’s developer-centric approach and rely on tools like Dataflow for batch data processing and Cloud TPU to reliably run machine learning models with AI services on Google Cloud. We also build all of our deployments on Google Kubernetes Engine (GKE), which makes it easy to manage all our containerized workloads 

On the front end, Google App Engine makes it easy to deploy apps and experiment, and it integrates seamlessly with Firebase for authentication and more. BigQuery is our serverless data warehouse that efficiently scales to support the millions of articles, videos, and other learning resources we need to analyze to provide the targeted coursework recommendations our learners require.

As we grow our business having a network of trusted advisors is also extremely valuable. By working closely with DoIT International, the 2020 Google Cloud Global Reseller Partner of the Year, our team has access to their cloud, Kubernetes, and machine learning expertise. DoIT has already helped us quickly resolve IT issues and create analytics dashboards that give us insights to continually enhance our services. 

Building for a growing industry

The dynamic edtech market is growing rapidly and estimated to become an $11B industry by 2025. We’re proud to be part of the next wave of personalized education that has the potential to empower people in developing markets and beyond to grow their skills with coursework tailored to their exact needs and how they like to learn. This year, we will deliver our platform to at least 400,000 more people. We’re excited to see how they use it and where it takes them. 

If you want to learn more about how Google Cloud can help your startup, visit our Startup Program application page here to get more information about our program, and sign up for our communications to get a look at our community activities, digital events, special offers, and more.

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The Nielsen Company is one of the world’s most well-known and respected marketing research firms, with operations in over 100 countries. Its 56,000 employees work to provide insights and data that give customers a better understanding of what people watch, listen to, and buy. Those insights are essential to companies in a

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