
How 20th Century Fox Uses Machine Learning to Gauge the Financial Performance of a Movie
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Indian Retailer Figures Optimizes Hyperlocal Delivery to Increase Customer Experience
Anyone who follows the Indian e-commerce scene knows that one of the largest challenges these companies face is hyperlocal delivery.
That was a problem facing Wellness Forever, a retail chain of pharmacies with 150-plus stores across India.
“Exactly a year ago, we started our journey of hyperlocal deliveries. This optimization was a big time challenge for us to understand how to optimize this,” Palani Subbiah, CTO, Wellness Forever.
The problem in front of Wellness Forever was to identify which customer could can be sold from which store, so that a delivery could be made within 90 minutes.
“We handle a large amount of customer data and we wanted to use insights to help and improve the customer satisfaction index,” says Subbiah.
To do that Wellness Forever leveraged Google Big Query to run massive amount of data to come up with the operational insights. They also used Firebase and Google Maps.
“By 2021, we are going to have about 450 stores. Those stores are going to be not only a physical store, which is a digital store.
RAMPing Up Cloud Migration Process

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As enterprises accelerate their migration to the cloud, they experience more notable mid- and late-phase migration challenges. Specifically, 41% face challenges when optimizing apps in the cloud post-migration, and 38% struggle with performance issues on workloads migrated to the cloud. Further, organizations have also increased reliance on outside consultants and other service providers for early-stage cloud migration tasks to ongoing management post-implementation.1
To help customers through these challenges with a simple, quick path to a successful cloud migration, Google Cloud created our comprehensive Rapid Assessment & Migration Program (RAMP). And we’ve got some exciting developments to share with our customers and partners:
Expanded focus on post-migration TCO/ROI
Given the complex nature of cloud migrations, we are committed to meeting our customers where they’re at in their cloud journeys and partnering with them to achieve their business goals — be it building customer value through innovation, driving cost efficiencies, or increasing competitive differentiation and productivity. RAMP is a holistic framework based on tangible customer TCO and ROI analyses, that supports our customers’ journeys all the way through: from assessing their digital landscapes across multiple sources including on-prem and other clouds, and identifying prioritized target workloads to building a comprehensive migration and modernization plan.
Accelerate positive outcomes with expert partners
Customers can also now expect a more streamlined migration experience through our ecosystem of partners who have completed their cloud migration specialization. Last week, we announced industry-leading updates to our partner funding programs with new assessment and consumption packages that simplify and accelerate our customers’ journey to Google Cloud, at little-to-no cost. These packages offer prescriptive pathways for infrastructure and application modernization initiatives, empowering our partners to support our customers at every stage — from discovery and planning to migration and modernization.
Through our partner ecosystem, our customers can expect:
- Distinct funding packages for assessment, planning, and migration
- Faster approval processes for accelerated deployments
- More partners eligible to participate in RAMP and access these new funding packages
Sustainability through migration
Another major focus area for RAMP is helping enterprises optimize their migration planning and maximize their ROI by including their business and technical considerations early in the process and including any sustainability goals they may have. To aid with their sustainability efforts, we are excited to share that customers can now receive a Digital Sustainability Report along with their IT assessments – enabling sustainability to be built into their migration strategies. The report provides actionable insights to measure and reduce their environmental impact, and is based on some of Google Cloud’s own best practices, having been carbon-neutral for decades and looking to run on carbon-free energy by 2030.
We are committed to solving complex problems for our customers and partners, and these updates are a reflection of the feedback we receive. Simplify your cloud migration strategy today by requesting your free assessment, finding a partner to work with, or talking to your existing partner to get started.
1. Forrester Consulting, State Of Public Cloud Migration; A study commissioned by Google, 2022
Cloud FinOps: Maximizing Business Value and Optimizing Cloud Spend

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We’ve been saying it for years, the benefits and potential of the cloud abound.
And yet, more than 80% of respondents in a survey of 753 business leaders point to managing cloud spend as their top organizational challenge, and these same respondents estimate that nearly 1/3 of their cloud spend is inefficient or wasted (Flexera, 2023). Many organizations are new to optimizing cloud costs and ensuring resources are used efficiently.
As your organization digitally transforms you may be realizing what other organizations are realizing too: When it comes to business value, simply migrating to the cloud isn’t enough. Achieving the full benefits of cloud requires fundamental changes to both mindset and behaviors around existing financial-management practices. It requires changing the way your disparate teams work together.
Enter the Cloud FinOps Building Blocks

Cloud FinOps is a framework, discipline, and cultural shift combining people, processes, and technology to drive financial awareness and accountability. FinOps practices align engineering, finance, technology and business leaders and teams under a primary objective: to maximize business value from the cloud. With Cloud FinOps practices, every business stakeholder is charged not only to take responsibility for their spending and costs, but also to optimize them. These practices enable businesses to manage consumption and make sound, data-informed cloud-spend decisions. Cloud FinOps is comprised of five building blocks:
- Accountability and enablement
Establishing governance and policies to manage cloud spend and realize business value. - Measurement and realization
Driving financial accountability and value realization with a defined set of KPIs and success metrics. - Cost optimization
Providing financial visibility and recommendations of IT resource usage to optimize cloud spend. - Planning and forecasting
Modernizing budgeting, forecasting, and chargeback methods to allow for iterative, innovative and cost effective development practices. - Tools and accelerators
Deploying and integrating a set of cloud cost tooling to effectively manage and track cloud spend. Learn more here.
For a general overview of the Cloud FinOps framework and more on the five building blocks, check out these resources:
- Video | What is FinOps and 3 reasons why you should care about it.
This 5-minute video provides an overview of FinOps, the 5 building blocks, and how they can benefit your organization. - Podcast | FinOps with Joe Daly
In this podcast, Joe Daly of the FinOps Foundation shares about the key principles of FinOps, which he refers to as financial DevOps. Daly discusses how this framework is helping companies make better and more efficient financial decisions while taking advantage of the cloud. - Blog | Decoding Cloud FinOps to accelerate digital transformation
This blogpost discusses the critical role of FinOps in a successful digital transformation. It outlines key metrics to help measure and track business value and to increase visibility into the effects of digital transformation on top-line revenue. - Article | Cloud FinOps: The secret to unlocking the economic potential of public cloud
This Forbes article profiles OpenX, the first major advertising exchange platform to migrate entirely to the cloud. It details the 5 key pillars of the Cloud FinOps framework, which OpenX leveraged in their digital transformation strategy. In just 9 months, they reduced their per-unit costs by more than 60%.
Importantly, Cloud FinOps isn’t about saving money; it’s about making money. It’s about promoting a cost-conscious culture, financial accountability, and business agility in the cloud. Whatever stage of the cloud journey you’re at, cloud FinOps practices will help you get the most value out of Google Cloud. This framework can help to remove blockers, implement the building blocks, and empower your teams to make better business decisions.
The Cloud FinOps Journey
Implementing Cloud FinOps is neither a destination nor a box your organization will check then archive. Rather, Cloud FinOps is an ongoing journey and discipline. It’s inherently iterative. As such, growth and maturity across processes, capabilities, and domains requires action, repetition, and continuous learning.
Across the five FinOps building blocks, we’ve identified 50 subprocesses to best understand organizations’ FinOps proficiency, capabilities, practice domains, and blind spots. We scale them from 1 to 5 and categorize them in one of three phases of maturity: Crawl, Walk, or Run. Organizations in the Crawl phase tend to focus on technical problem solving and cloud-cost visibility. Organizations in the Walk phase emphasize strategic improvements such as employing cost visibility dashboards to realize better business value. And organizations in the Run phase are focused primarily on transformational change and strategic innovation, factoring cost considerations into both processes and cloud architecture.
Through this “crawl, walk, run” maturity model, we can evaluate proficiency, establish a benchmark, and recommend a targeted action plan for FinOps adoption. And whatever your level of maturity, your organization can take quick scalable action not only to foster improvement but also to evaluate outcomes and gain insights.
The key here is that regardless of your organization’s Cloud FinOps maturity level, you can take small steps now toward continuous improvement. Here are some common focus areas and several more resources organized by maturity level that you can access.

Crawl phase
Improve cloud-cost visibility.
- Whitepaper | Drive Cloud FinOps at scale with Google Cloud Tagging
Tags and labels can be useful and flexible tools to help your organization segment cloud spend and allocate costs. This whitepaper introduces Google Cloud Tags and best practices for implementing them. It differentiates tags, which offer reliable reporting and governance features, from labels, which can be prone to problems, including poor coverage and a lack of integrity in data labeling. - Whitepaper | Unlocking the value of Cloud FinOps with a new operating model
This white paper unpacks the details of the FinOps operating model, including roles, organizational alignment, and driving culture change. It details how to establish strong financial governance and a cost-conscious culture. - Whitepaper | Cloud FinOps: Shared services cost allocation
In this whitepaper, you’ll explore the elements of cost allocation as well as the complexities and challenges associated with shared-services cost allocation. While some of these concepts and models are interchangeable between legacy and cloud environments, this whitepaper focuses primarily on cloud computing and associated services.
Walk phase
Improve business-value realization.
- Blog | 5 key metrics to measure Cloud FinOps impact in your organization in 2022 and beyond
To drive business growth and topline revenue, business leaders must be able to connect cloud investments to business outcomes. As such, traditional IT metrics and KPIs must continue to evolve. In this blogpost, we’ll explore five key business-value metrics aligned to the five Cloud FinOps building blocks. - Whitepaper | Maximize business value with Cloud FinOps
The cloud introduces new complexity and challenges to traditional IT financial management. As such, it requires strategic financial governance, processes, and partnership across the organization. This whitepaper explains how Cloud FinOps helps enterprises that have invested in cloud to drive financial accountability and accelerate business value.
Run phase
Improve strategic cloud innovation.
- Whitepaper | Unit costing: The next frontier in cloud
In this whitepaper, you’ll explore the nature of and need for cloud unit costing, the standard by which FinOps practitioners obtain full business context for their cloud costs. It features examples from cloud-first organizations that have pioneered FinOps practices. Additionally, it examines several cloud forecasting and budgeting methods, ranging from least to most rigorous. - Blog | You get what you pay for: Principles for designing a chargeback process
Chargeback, a crucial Cloud FinOps capability, is the process of mapping cloud consumption to internal users within an organization. It provides transparency, facilitates accountability, enables recovery of cloud costs, and fosters a culture of fiscal responsibility. This blogpost will walk you through some best practices in designing an effective chargeback process in Google Cloud.
Success with Cloud FinOps
As global markets continue to face challenges, there’s never been a better time to increase the return on your cloud investments. Adopting and implementing FinOps practices will help. For some real-world examples of how organizations across a range of FinOps maturity levels have collectively saved millions of dollars on their overall cloud spend, check out these customers’ stories.
- Video | Next 2022: Top 10 ways to lower your costs on Google Cloud with General Mills
In this video, which highlights ten leading cloud cost optimization practices, hear how General Mills, which is on pace to increase their cloud footprint by 60%, has approached the discipline of cost savings and accelerated their adoption of Cloud FinOps to drive waste out of their cloud usage. - Video | How Nuro optimized their costs on Google Cloud
In this video, you’ll get an overview of the Google Cloud FinOps framework, a deep dive on cost-optimization best practices, and hear about how startup Nuro AI has adopted their own cost-savings discipline and Cloud FinOps practice. - Video | How OpenX reduce per unit costs by 60%
In this video, you’ll learn how to establish a cost center of excellence within your cloud practice, explore several cost-optimization recommendations, and hear from OpenX about how they reduced their costs on Google Cloud. - Case Study | How Sky saved millions with Google Cloud
In this case study, read how a few years into their cloud adoption journey, media and entertainment company, Sky Group discovered over $1.5 million in savings and optimized costs with BigQuery, Compute Engine, and Cloud Storage. - Case Study | Etsy: Doing more with less cost and infrastructure
In this case study, read how after migrating their data center and ecommerce platform to the cloud, Etsy realized more than 50% savings in compute energy and leveraged committed use discounts (CUDs) to reduce their compute costs by 42%.
It’s important to remember that FinOps success looks different for different organizations. It’s neither a one-time fix nor a destination reached by way of a single path. But for every organization, success requires small actions, refinement, and continuous improvement. As you leverage Google Cloud FinOps resources and tools, your organization can:
- Drive financial accountability and visibility.
- Optimize cloud usage and cost efficiency.
- Enable cross organizational trust and collaboration.
- Prevent cloud-spend sprawl.
- Break down departmental silos.
- Accelerate innovation.
Getting started with Cloud FinOps
At Google, we have a team of experts in leading FinOps practices dedicated to helping you create an actionable plan to optimize cloud spend and drive cost efficiency. We’ve created numerous resources to help you get started from any stage in the FinOps journey.
Whitepaper | Maximize Business Value with Cloud FinOps
This whitepaper outlines steps to help your organization implement FinOps. It details required teams and processes as well as the optimal behaviors, approaches, and outcomes to help maximize your investment on Google Cloud.
With Google Cloud FinOps, your organization can also accelerate business value in the cloud. To find out more, join us on the Google Cloud Twitter channel twice a month for open Twitter Spaces discussions or reach out to your Google Cloud Sales Representative for a 1:1 discussion.
Google Introduces Cloud Career Jump Start Certification for the U.S. Underrepresented Communities

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It’s no question that the cloud computing industry is booming and cloud experts are in high demand. In 2020, 67 percent of organizations surveyed in the IDG Cloud Computing Report added new cloud roles and functions (source).
So there are plenty of cloud jobs out there, but if you don’t have years of experience, you might find it difficult to get one. This is especially true for members of underrepresented communities, who face other kinds of systemic barriers in education and employment.
To help meet this demand and democratize opportunity, Google Cloud is introducing its first virtual Certification Journey Learning program for underrepresented communities across the United States—Cloud Career Jump Start. The program is free of charge for participants, and includes technical and professional skill development and resources with an aim to provide a readiness path to certification via the Google Cloud Associate Cloud Engineer Exam.
Google Cloud’s Certification Journey Learning Program
The program offers free access to the Google Cloud Associate Cloud Engineer training, which provides support preparations for the Certification Exam. This industry-recognized certification helps job applicants validate their cloud expertise, elevate their career, and transform businesses with Google Cloud technology. Learn more about the exam by watching the Certification Prep: Associate Cloud Engineer webinar.
Designed specifically for Computer Science or Information Systems-related majors (or relevant experience), the 12-week program offers:
- Exclusive free access to Google Cloud Associate Cloud Engineer-related training to support preparations for the Certification Exam.
- Guided progress through the certification prep training on Qwiklabs.
- Office hours hosted by Google Cloud technical experts.
- Technical workshops, including sessions with Googlers who earned cloud industry certifications and have built impactful careers in cloud tech, such as Google Cloud’s Kelsey Hightower (a Principal Developer Advocate) and Jewel Langevine (a Solution Engineer).
Earn your Associate Cloud Engineer Certification
Curious if you qualify to apply for the program? We’ve put together a guide below to help:
- What does an associate cloud engineer do? Associate Cloud Engineers deploy applications, monitor operations, and manage enterprise solutions. They also use the Google Cloud Console and the command-line interface to perform common platform-based tasks, to maintain one or more deployed solutions that leverage Google-managed or self-managed services on Google Cloud.
- Who’s eligible? We are encouraging applicants from groups that have been historically underrepresented in tech including Black, Latinx, Native American & Indigenous communities. Applicants should have six or more months of hands-on experience in a Computer Information Systems-related major, and/or relevant experience through online courses, boot camps, hackathons or internships. Although the ability to program is not required, familiarity with the following IT concepts is highly recommended: virtual machines, operating systems, storage and file systems, networking, databases, programming, and working with Linux at the command line.
How do you know if you are ready for the program?
To get an idea of what the program will cover:
- Watch the Certification Prep: Associate Cloud Engineer webinar
- Complete the Skill IQ Assessment via Pluralsight
- Review the Associate Cloud Engineer Certification Exam Guide
- Take the Associate Cloud Engineer Practice Exam
Jump start a career in cloud infrastructure and technology
Following the hands-on training, Google Cloud will offer an additional 9 months of career development resources and activities. This includes an online support community, mentoring with Googlers & partners including SADA, EPAM Systems Inc., and Slalom, resume and interviewing support from Google Recruiting & Staffing, and additional career workshops. We are also partnering with a number of Black-owned and -operated, nonprofit and cloud training organizations like Kura Labs.
Cloud certifications open doors
Want to hear more about this program from two Googlers who completed it? We asked Kelsey and Jewel to share more on how certifications helped them launch their careers in the cloud industry:
- “IT certifications introduced me to the game; opportunities and hard work helped me change it.” – Kelsey Hightower, Staff Developer Advocate, Google Cloud Platform
- “Becoming certified as a cloud computing professional combined with prayer, networking, and practice has kept me moving on my purposeful and rewarding career path as an engineer.” – Jewel Langevine, Solution Engineer, Google Cloud Solutions Studio
Kelsey and Jewel’s wisdom doesn’t end there. They play a central role in the program, sharing more about how they navigated certifications and leveraged them for success.
Apply today to Cloud Career Jump Start
The program is now live in the United States, with plans to expand to other regions in the coming months. It is completely virtual, and all training is on-demand so that participants can access their coursework anytime, anywhere via the web or mobile device. To determine whether you (or someone you know) would be a great fit for the Cloud Career Jump Start, check out our guidelines and apply.
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Why Enterprises Should Choose Google Cloud for their SAP Workloads
Change is a constant for SAP customers. Now more than ever, SAP customers need solutions that provide them business agility, rock solid availability and security and true economic value.
Learn how Google Cloud can guide your SAP journey to the cloud with simple and no cost migrations, powerful infrastructure and innovation technologies that you can take advantage of today.
Hear from SAP customers who have deployed on Google Cloud and the game changing results they are realizing.
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