Canadian Bank's SAP Workload Moved to BigQuery Helps Unlock New Business Opportunities - Build What's Next
Case Study

Canadian Bank’s SAP Workload Moved to BigQuery Helps Unlock New Business Opportunities

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Canadian ATB Financial's migration of SAP environs that managed its core banking, financial services, payment engine and CRM data to Google Cloud and BigQuery helped them realize business outcomes in millions!

When ATB Financial decided to migrate its vast SAP landscape to the cloud, the primary goal was to focus on things that matter to customers as opposed to IT infrastructure. Based in Alberta, Canada, ATB Financial serves over 800,000 customers through hundreds of branches as well as digital banking options. To keep pace with competition from large banks and FinTech startups and to meet the increasing 24/7 demands of customers, digital transformation was a must. To support this new mandate, in 2019, ATB migrated its extensive SAP backbone to Google Cloud. In addition to SAP S/4 HANA, ATB runs SAP financial services, core banking, payment engine, CRM and business warehouse on Google Cloud. 

In parallel, changes were needed to ATB’s legacy data platform. The platform had stability and reliability issues and also suffered from a lack of historical data governance. Analytics processes were ad hoc and manual. The legacy data environment was also not set up to tackle future business requirements that come with a high dependency on real-time data analysis and insights.

After evaluating several potential solutions, ATB chose BigQuery as a serverless data warehouse and data lake for its next-generation, cloud-native architecture. “BigQuery is a core component of what we call our data exposure enablement platform, or DEEP,” explains Dan Semmens, Head of Data and AI at ATB Financial. According to Semmens, DEEP consists of four pillars, all of which depend on Google Cloud and BigQuery to be successful:

  1. Real-time data acquisition: ATB uses BigQuery throughout its data pipeline, starting with sourcing, processing, and preparation, moving along to storage and organization, then discovery and access, and finally consumption and servicing. So far, ATB has ingested and classified 80% of its core SAP banking data as well as data from a number of its third-party partners, such as its treasury and cash management platform provider, its credit card provider, and its call center software. 
  2. Data enrichment: Before migrating to Google Cloud, ATB managed a number of disconnected technologies that made data consolidation difficult. The legacy environment could handle only structured data, whereas Google Cloud and BigQuery lets the bank incorporate unstructured data sets, including sensor data, social network activity, voice, text, and images. ATB’s data enrichment program has enabled more than 160 of the bank’s top-priority insights running on BigQuery, including credit health decision models, financial reporting, and forecasting, as well as operational reporting for departments across the organization. Jobs such as marketing campaigns and month-end processes that used to take five to eight hours now run in seconds, saving over CA$2.24 million in productivity. 
  3. Self-service analytics: Data for self-service reporting, dashboarding, and visualization is now available for ATB’s 400+ business users and data analysts. Previously, bringing data and analytics to the business users who needed it while ensuring security was burdensome for IT, fraught with recurrent data preparation and other highly manual elements. Now, ATB automates much of its data protection and governance controls through the entire data lifecycle management process. Data access is not only open to more team members but it is faster and easier to acquire without compromising security. And it’s not just raw data that users can access. ATB uses BigQuery to define its enterprise data models and create what it calls its data service layer to make it easier for team members to visualize their data.
  4. AI-assisted analytics and automation: Through Google Cloud and BigQuery, ATB has been able to publish data and ML models that provide alerts and notifications via APIs to customer service agents. These real-time recommendations allow customer service agents to provide more tailored service with contextualized advice and suggested new services. So far, the company has deployed more than 40 ML models to generate over 20,000 AI-assisted conversations per month. Thanks to improved customer advocacy and less churn, the bank has realized more than CA$4 million in operating revenue. During the ongoing COVID crisis, the system was also able to predict when business and personal banking customers were experiencing financial distress so that a relationship manager could proactively reach out to offer support, such as payment deferral or loan restructuring. The AI tools provided by BigQuery are also helping ATB detect fraud that previously evaded rules-based fraud detection by using broader sets of timely and accurate data. 

Thanks to the speed and ease of moving data from SAP to BigQuery, ATB is using artificial intelligence (AI) and machine learning (ML) to do things it previously hadn’t thought possible, including sophisticated fraud prevention models, product recommendations, and enriched CRM data that improves the customer experience. 

Using the power of Google Cloud and BigQuery, ATB Financial has been able to draw more value from its SAP data while lowering cost and improving security and reliability. Speed to provide data sets and insights to internal team members has improved 30%. The bank also has seen a 15x reduction in performance incidents while improving data governance and security. Dan Semmens projects that the digital transformation strategy built on Google Cloud and BigQuery has both saved millions compared to its on-premises environment and has also realized millions in new business opportunities. 

Semmens is looking toward the future that includes initiatives like Open Banking and greater ability to provide real time personalized advice for customers to drive revenue growth. “We see our data platform as foundational to ATB’s 10-year strategy,” he says. “The work we’ve undertaken over the past 18 months has enabled critical functionality for that future.” 

Learn more about how ATB Financial is leveraging BigQuery to gain more from SAP data. Visit us here to explore how Google Cloud, BigQuery, and other tools can unlock the full value of your SAP enterprise data.

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Transformation Cloud: A New Wheel of Innovation and Digital Transformation

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Transformation cloud is the answer to the need to accelerate digital transformation through app and infrastructure modernization, data democratization, people connections, and trusted transactions. Learn more about the Transformation cloud.

Looking back on the past year, I see challenges—but also reinvention. Reinvention in how children are educated. Reinvention in how medical professionals provide care. Reinvention in how customers purchase products. This reinvention was made possible by all of the IT leaders around the world who had a vision about what could be possible with technology.

Technology has allowed people to work and complete critical activities safely outside of their standard locations. But, it has also enabled transformation in ways we have not seen before: in how people collaborate, in how businesses operate, and most important to me, in how organizations innovate.

Rethinking what it means to transform

The leading indicator for organizations that are accelerating their innovation during this time is how they are thinking about transformation. Instead of asking infrastructure questions about where their apps and services should run, they are asking transformation questions about how to build an environment that enables every person, process, and technology to adapt in order to bring the highest level of innovation to the business. 

Innovative companies have moved beyond migrating their data centers to the cloud, changing not only where their business is done but, more importantly, how it is done. For example, Papa John’s recently announced they are building a digital platform that looks at real-time data across the business to improve its loyalty programs, website, and customer and partner experiences. Albertsons Companies is transforming itself by reinventing grocery shopping, both the digital and physical aisle, through shoppable maps, AI-powered conversational commerce, and predictive grocery list building. Airbus is reimagining their work environment to embrace the hybrid work reality. And Siemens is partnering with Google Cloud to reinvent industrial manufacturing with AI to empower employees, automate mundane tasks, and improve product quality.  

Here, transformation is made possible with technologies that enable new innovations for their customers versus decisions about where infrastructure should be run. And this aligns with a recent study by Forrester that states the top two IT initiatives for the next 12 months are to increase innovation and to invest in technology that helps employees do their jobs better.1

Some of the best conversations I’ve had with customers are focused on how to:

  • Accelerate transformation while also maintaining the freedom to adapt to market needs.
  • Make every employee—data scientists to sales associates—smarter with real-time data to make the best decisions.
  • Bring people together and enable them to communicate, collaborate, and share with each other when they can not meet in person.
  • Protect everything that matters to us—our people, our customers, our data, our customers’ data, and each transaction we undertake.

This new customer thinking is driving new technology requirements—requirements that can be solved through a transformation cloud. A transformation cloud accelerates an organization’s digital transformation through app and infrastructure modernization, data democratization, people connections, and trusted transactions. The result is an organization – and its workers –  that can take advantage of all of the benefits of cloud computing to drive innovation.

The new requirements for innovation

Organizations want to work with multiple cloud providers to choose the best technology for each of their apps and services while also mitigating against inevitable cloud outages and vendor lock in. They value the flexibility of open source based solutions and look to our multicloud platforms like Google Kubernetes Engine and Anthos to instill freedom in how they innovate and drive differentiated customer experiences. It is no surprise that, in a recent Google-commissioned IDG research study, 78% of Global IT leaders stated that multi/hybrid cloud support is a major consideration when selecting a cloud provider and 74% preferred open source cloud solutions.2 Customers like MLB, DenizBank, and Macquarie Bank understand the necessity of a multicloud strategy and are taking advantage of Google Cloud’s open, hybrid architecture to give them the maximum flexibility to run their business how and where they want.

These organizations also want to use data to better understand their customers, enhance their products, and improve inventory accuracy in order to make real-time decisions—and bring it together into a cohesive data cloud. They value how analytics solutions democratize access to data for all employees and how embedded AI helps them predict and automate the future. The Forrester study mentioned above also shows that companies focused on improving their use of data for better decision-making, are taking actions to improve data self-service capabilities and make access to data and insights more democratic.3 Customers like Twitter, PayPal, The Home Depot, HSBC, and Stanford Medicine, unify their data across their organizations to power deeper AI-driven business insights, make better real-time decisions, and build and run their data-driven applications. 

And while technology is driving many of the transformations we see, so are an organization’s people. Workers are finding new ways to strengthen human connections, deepen their impact, and serve customers while transforming how work happens—as shown in the fact that 59% of organizations in the IDG study accelerated or newly introduced remote working and collaboration capabilities in 2020.4 Customers like Kia Motors, Cambridge Health Alliance, and PwC are using Google Workspace to enable teams of all sizes to connect, create,  collaborate, and to drive innovation from any device, and any location.

Finally, the innovation that we see in every digital transaction is matched with new ways to protect and secure the business. Organizations want to protect their employees, customers, and partners against emerging threats, analyze massive amounts of data to secure infrastructure, and build a long term strategy for strategic governance of their assets regardless of their location. Getting this right is essential as organizations see security as a top pain point impeding innovation.5 Customers like Equifax and Evernote are using Google Cloud’s secure platform and security products to extend customer confidence anywhere their systems may operate.

Google Cloud technologies are already powering customers’ transformation clouds

Supporting our customers’ reinventions are our top priority and we believe that together, we can pave the way for what is next. With our investments in multicloud and AI/ML, to sustainable infrastructure, industry solutions, and technology that improves our communities, such as COVID-19 vaccine distribution, we are proud that our customers trust Google Cloud solutions to digitally transform their business.

We have lots more to tell you about in the coming months, starting with our Data Cloud Summit on May 26th. Between this event, and the multiple other events we have this summer, you will learn about how our industry leadership and collaboration with our partners are enabling our customers to build powerful transformation clouds to support their continued reinvention.


1. Forrester Analytics Business Technographics® Priorities And Journey Survey, 2021
2. IDG Communications, Inc: “No Turning Back: How the Pandemic Has Reshaped Digital Business Agendas”, 2021
3. Of the companies that prioritize data in decision making, 37% are improving data self-service capabilities and 30% are making access to data and insights more democratic (Forrester Analytics Business Technographics® Priorities And Journey Survey, 2021)
4. IDG Communications, Inc, “No Turning Back: How the Pandemic Has Reshaped Digital Business Agendas”, 2021
5. 33% of organizations stated Security risks & concerns as a top pain point impeding innovation (IDG Communications, Inc, “No Turning Back: How the Pandemic Has Reshaped Digital Business Agendas”, 2021)

Infographic

Indian retail industry is picking up the digital pulse

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Over the last year, the Indian retail space has significantly strengthened its digital maturity. The industry is pacing towards better customer engagements, acquisitions and personalized experiences. With one-third of retailers leading the way, there are massive opportunities for digital participants to fast-track transformation.

Read this infographic to see how retailers are adopting technology to drive innovation.

Case Study

How Rustomjee Increased speed, agility, and worker mobility with Google Cloud Platform

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Using Compute Engine, Rustomjee has lowered its compute costs, initially by 56%, and delivered reliable remote desktop application access while reducing task completion and enterprise resource planning system backup times.

Operating for 23 years, Rustomjee has carved a niche for itself in the ever-growing real estate sector. Rustomjee’s portfolio includes 14.32 million square feet of completed projects; 12 million square feet of ongoing development; and another 28 million square feet of planned development. These projects span the best locations of the Mumbai Metropolitan Region. Rustomjee adds value to the lives of its homeowners through its core business, its corporate social responsibility initiatives, and its philanthropy. The business strives to ensure that every blueprint includes child-friendly spaces for parks, playgrounds, and learning rooms, encouraging families to spend quality time with each other.

In the 17 years Rustomjee’s Corporate Head of Information Systems, V M Samir, has worked with the business, it has grown from 100 employees to more than 800 employees – primarily professionals such as engineers, architects, lawyers, accountants, and regulatory consultants. The remainder work in marketing, sales, administration, security, human resources, and other associated areas.

Historically, Samir says, the real estate industry globally has lagged in embracing new workplace technologies, making building business cases, securing sponsorship, completing implementations, and encouraging adoption a difficult task.

G Suite powers cloud journey

Rustomjee started operations running an on-premises email service. However, the business wanted to upgrade its anti-spam capabilities and, in 2007, turned to G Suite. “There was no practical way I could build an anti-spam engine within that service that could match the power of the G Suite anti-spam engine and the intelligence held within its databases,” says Samir. “Our second key reason for moving was the lower cost of G Suite relative to an on-premises service that required us to spend on compute, backup, storage, and administration resources. Running G Suite would also help ensure users could still access their emails if their machines experienced an outage.”

Finally, G Suite enabled Rustomjee to access and compose emails from any location – a luxury for a real estate organization whose workers often attended construction projects with poor connectivity. “Finally, G Suite was the only service in those days that integrated calendar, meeting, and storage repositories through single sign-on. Google was so far ahead of the curve at that time and we saw the potential of G Suite to transform our communications and ultimately our business.”

“We did not have to shut down the business operations during the migration because Google Cloud Platform complemented every idea we had. And when my business users came to work on the Monday morning [after the final migration], everything was stable and the performance had improved. We told them our infrastructure had changed and they should start thanking Google Cloud!”

—V M Samir, Corporate Head, Information Systems, Rustomjee

The business started its cloud and IT modernization journey by decommissioning its on-premises email servers and using G Suite for Business. It began testing in March 2007 and went live with all production email services for 500 users in June 2008.

The intuitive nature and ease of use of G Suite made the transition seamless. “I did not have to undertake a large-scale change management exercise,” says Samir. “Users bought into the program and acquired the necessary knowledge quickly, meaning our adoption rate was extremely fast.”

With G Suite, email became the new norm to complete a range of tasks at Rustomjee. “We started exchanging CAD drawings, videos, high-resolution images, and other large files with our consultants,” says Samir. “These files had been difficult to store in on-premises environments.”

Rustomjee has improved collaboration and performance with G Suite, primarily due to four services. Gmail enables workers to communicate seamlessly externally and with each other, while Calendar enables them to set up and synchronize meetings. These meetings can be conducted through Hangouts Meet. “If a group of people internally need to discuss a work order or contract, they can coordinate calendars, sit at different locations within our organization, and collaborate using audio and video on a common service,” says Samir. “They can also work from and update a single document in Drive.”

With email and other collaboration applications running smoothly, Rustomjee saw an opportunity to enhance its technology infrastructure. The business had started operations running workplace applications on servers in small air-conditioned rooms. These servers ran databases and applications that sent data across a network to endpoints including desktops and laptops.

Expansion and the changing demands of workplace technology prompted Rustomjee to upgrade its capabilities, and the business commissioned a data center. However, Rustomjee’s continuously fast-growing compute and storage requirements, as well as the need to access new technologies to innovate and compete, quickly strained its technology model. “We required eight weeks each time we needed to add new compute and storage to our environment,” says Samir. “In addition, the heavy investments in our captive data center meant we were unable to easily leverage new technologies and decommission old technologies.”

Public cloud supports growth

Rustomjee reviewed its options and decided public cloud services could best meet its ongoing needs. “The rising cost of maintaining old hardware would force us to refresh data center technologies every five to seven years,” says Samir. “More broadly, a hardware-defined data center could not adapt quickly in the cloud-computing world, making it difficult to align compute with growth.”

The business started by moving its corporate website and microsites to a public cloud service to accommodate increased traffic delivered from a change in business strategy. “We saw an opportunity to shift our marketing and advertising from print advertising to digital platforms,” says Samir. “We wanted to be available to buyers from the point at which they start looking at properties online.”

However, Rustomjee’s digital marketing teams found it difficult to scale instances in line with demand, and work with complex user administration screens and control panels.

“With Google Cloud Platform, we’ve achieved a considerable reduction in timelines and simplified technology management and administration. All of our business users are delighted.”

—V M Samir, Corporate Head, Information Systems, Rustomjee

Google Cloud Platform presented an opportunity for Rustomjee to run its websites and microsites in a reliable, scalable, and responsive infrastructure. “Our evaluation confirmed Google Cloud Platform could support our growing demand for compute and storage,” says Samir. ‘In addition, because we undertake projects that are geographically distributed, networking – not only within the data center, but that could be accessed from any location – was very important. Only Google Cloud Platform had its own networking infrastructure.”

“More broadly, in a cloud environment, we could select any database we needed and start consuming operating systems as a service,” he adds. “In addition, we did not have to invest capital in licenses and hardware and we could always resize network bandwidth. Further, we could take advantage of pay-as-we-use cloud services, and link this to business growth.”

Google Cloud Platform also allowed Rustomjee to reduce the size of the teams needed to manage and operate its infrastructure. “When you have infrastructure running in the data center and in disaster recovery locations, you need to have a large pool of resources working around the clock to ensure constant uptime, sound backup, and good replication measures in place,” says Samir. “With the cloud, everything is simplified and we do not have to consider issues like how many hard drives have failed in on a particular morning.”

The business started testing and created its first virtual machine instance to Google Cloud Platform in April 2017. Because the Mumbai data center was not yet operating Rustomjee initially hosted its instances in the Google Cloud Platform Singapore Region. This initial move enabled the business to reduce the number of required virtual machine instances from six to one. After a year of running the website on Google Cloud Platform, the business found the simplicity of scaling compute resources meant its digital marketing teams were running more campaigns and servicing more leads, while compute spend had fallen by 56 percent. Furthermore, Rustomjee was not experiencing latency that impacted the user experience.

The opening of the Google Cloud Platform Region in Mumbai in late 2017 gave Rustomjee an opportunity to use compute, storage, and networking services located domestically. The business decided to go all-in on Google Cloud Platform and migrated a range of applications to the service.

These included an SAP enterprise resource planning system, running initially on Oracle but moved to the SAP HANA in-memory computing platform, with the assistance of advisory consultants from a leading firm. This system is integral to Rustomjee’s successful operations, meaning it has to be highly available and responsive. “All our financials are captured and stored in this system, as well as projects, materials management, order management, financial systems, and sales ordering systems, both procurement and supply-side,” says Samir. “In short, we cannot live without SAP ERP!”

Rustomjee turned to SAP specialist partner InfraBeat Technologies, a leading network implementation provider, and Google engineers to complete the migration successfully. “We were all in this together and collaborated closely to deliver the project successfully,” says Samir. “We were very impressed by the expertise and skills of everyone involved.”

A nine-day migration

With assistance from Google Cloud and the partners, Rustomjee moved all its SAP workloads, from sandbox to development, development to quality, and quality to production, in just nine calendar days, without impacting the business. “We did not have to shut down the business operations during the migration because Google Cloud Platform complemented every idea we had,” says Samir. “And when my business users came to work on the Monday morning [after the final migration], everything was stable and performance had improved. We told them our infrastructure had changed and they should start thanking Google Cloud!”

Moving to Google Cloud Platform enabled the business to complete certain customer invoicing workloads in just two hours, down from 13 hours previously. Backups of the SAP enterprise resource planning system that had taken up to six hours, were now being completed in six minutes.

“We have now fully embraced a cloud-first approach and have moved 100 percent of our workloads to the cloud. We depend totally on Google Cloud Platform to run our business.”

—V M Samir, Corporate Head, Information Systems, Rustomjee

Eight weeks down to 20 minutes

Rustomjee has also cut the eight-week cycles needed to set up the infrastructure and applications for a new real estate project, and integrate it into the SAP system, to just 20 minutes. “With Google Cloud Platform, we’ve achieved a considerable reduction in timelines and simplified management and administration,” says Samir. “All of our business users are delighted.”

With its website and enterprise resource planning system running successfully on Google Cloud Platform, the business decided to move its virtual application delivery environment into the service. “We decided to move all 800 of our employees into the cloud, so they could access applications through any endpoint, be it a mobile phone, tablet, thin client, desktop, or laptop,” says Samir.

The business decided to replace an existing application virtualization product with public images available on Compute Engine, with testing of Android, iOS and Windows operating systems across a range of devices proving highly successful. “Running the remote desktop service in Compute Engine and using public images enabled us to operate a leaner, simplified desktop as a service environment,” says Samir. “We have been able to deploy business function-specific virtual machine instances on the cloud and compartmentalize data to the business functions that need them. The business completed the move – including 8.1TB of data – in just six weeks. “The only workloads we did not move during that period were intensive workloads for visualization,” says Samir.

However, the four teams that did not use the remote desktop as a service environment – and that created visualization-intensive workloads – were working in traditional ways, compromising productivity and increasing risk. “They used to be given a desk in their respective offices and their workstations loaded with the applications,” says Samir. “There was no way of taking hourly backups of these devices and there was no recovery mechanism for the applications, because they were not in the data center.

“The other challenge was what happens to the data, because we operate out of multiple locations. The users in these four teams always had to come back to pre-assigned desks and continue working from there. This was counterproductive.”

The business subsequently implemented virtual machine instances with GPU access for visualization-intensive workloads. “We started evaluating Nvidia T4 (Tesla) GPUs in the Mumbai Region on 13 February and went live on 11 March in Mumbai,” says Samir. “By moving these 40 team members to Google Cloud Platform, we have enabled them to work with visualization workloads from any location, improving productivity and flexibility.”

Focus on core business

With Google Cloud Platform, Rustomjee can focus on running real estate projects and using technology to enable them. “I don’t have to refresh my technology every five to seven years, and I can leverage new technologies as they come on stream,” says Samir.

Reliable application access

With the flexibility and scalability of Google Cloud Platform, Rustomjee is now well-positioned to support further growth and operate in accordance with the time-limited nature of the real estate industry in India. “If we have promised to hand over the keys to a customer by a certain deadline and we fail to do so, we face a penalty of 10 percent of the cost of the project,” explains Samir. “The Indian Government introduced this regime in 2017 and business and technology have to align with its requirements.

“Google Cloud Platform is the right service to move us forward and enable us to overcome these challenges,” he adds. “We have now fully embraced a cloud-first approach and have moved 100 percent of our workloads to the cloud. We depend totally on Google Cloud Platform to run our business.”

Blog

Serverless for Startups, the Best Way to Succeed: Expert Says

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Security, public or hybrid cloud services, managed services and more, are assessed in selecting the tech stack by startups. To scale business and optimize on IT investments, startups must think serverless and here's why. Read further!

As Google Cloud has become a choice for more startups, I’ve experienced an increase in founders asking how they should think about cloud services. Though each startup is different and requirements may vary across industries and regions, I’ve seen a few core best practices that help startups to succeed—as well as several traps to avoid. 

For example, If you go with a public cloud provider, you’re ideally not starting from ground zero like you would running your own data center, but it’s important not to introduce similar complexity in a virtualized environment. Just because you’re using public cloud infrastructure doesn’t mean you want to manage it.

Instead, you want to leverage platforms that abstract away complexity so your team can focus on delivering value to customers. That’s where serverless comes inServerless platforms are fully managed by the provider, offering automatic scaling for workloads, as well as provisioning, configuring, patching, and management of servers and clusters. Freed from these resource-intensive tasks, your technical talent can focus on the things that differentiate your business, not on IT curation. 

This applies to not only running stateless applications, but also managing and analyzing data. You should be collecting data points about which features are most popular on your platform, what people are buying, the types of activities that help your customers get their jobs done, and so on. This information is essential to building and executing on a product roadmap that will serve your customers. However, it’s not enough to collect this data, you need to make your data accessible, secure, and easy for your team to analyze—so where do you run and host it? 

On Google Cloud, this is where options like Spanner and Cloud SQL can play a large role, as can BigQuery for analysis. You won’t have to worry about standing up infrastructure or patching servers—you can just stream your data to our data management platforms, where it’s available whenever someone needs to run a query. By leveraging a serverless architecture, your startup can be data-driven without having to invest in the traditional complexity of database administration and management—and that can significantly change your playing field. 

Serverless is just one of the factors you should consider as you build out your tech stack. To hear my thoughts on a range of other topics relevant to startups — such as security, cloud credits, and the differences among managed services — check out the below video or visit our Build and Grow page.

https://www.youtube.com/embed/gn4RjLbs8Hc?enablejsapi=1&

Whitepaper

Google Cloud Garners Highest Score in Forrester New Wave for Computer Vision Platforms

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In Forrester’s evaluation of the emerging market for computer vision platforms, it identified the 11 most significant providers in the category — Amazon Web Services, Chooch AI, Clarifai, Deepomatic, EdgeVerve, Google, Hive, IBM, Microsoft, Neurala, and SAS — and evaluated them.

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Its report details its findings about how well each vendor scored against 10 criteria and where they stand in relation to each other.

Google Cloud was classified as “differentiated” (the highest class) across all 10 criteria.

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Find out more. Download The Forrester New Wave™: Computer Vision Platforms, Q4 2019.

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