Welcome!

Machine Learning Authors: Pat Romanski, Liz McMillan, Carmen Gonzalez, Bob Gourley, Yeshim Deniz

Related Topics: @CloudExpo, Microservices Expo, Microsoft Cloud, Containers Expo Blog, @BigDataExpo, SDN Journal

@CloudExpo: Blog Feed Post

Notes from the Field: Inside a Real World Large-Scale Cloud Deployment

I thought I’d share some important generalities about this type of effort

I’ve been granted an incredible opportunity. Over the past three and a half months I have gotten to lead a real world large-scale delivery of a cloud solution. The final solution will be delivered as Software-as-a-Service (SaaS) to the customer via an on-premise managed service. While I have developed SaaS/PaaS (Platform-as-a-Service) solutions in the past, I was fortunate enough to have been able to build those on public cloud infrastructures. This has been a rare glimpse into the “making of the sausage” having to orchestrate everything from delivery of the hardware into the data center in four countries to testing and integration with the customer environment.

All I can say about this opportunity is that the term, “it takes a village” applies well. I thought I’d share some important generalities about this type of effort. It’s important to note that this is a Global 100 company with data centers around the globe. Regardless of what the public cloud providers are telling the world, this application is not appropriate for public cloud deployment due to the volume of data traversing the network, the amount of storage required, the types of storage required (e.g. Write-Once-Read-Many), level of integration with internal environments and the requirements for failover.

The following are some observations about deploying cloud solutions at this scale:

  • Data Centers. As part of IT-as-a-Service (ITaaS) we talk a lot about convergence, software-defined data centers and general consolidation. All of this has major implications for simplifying management and lowering the total cost of ownership and operations of the data centers. However, we should not forget that it still takes a considerable amount of planning and effort to bring new infrastructure into an existing data center. The most critical of these is that the data center is a living entity that doesn’t stop because work is going on, which means a lot of this effort occurs after hours and in maintenance windows. This particular data center freezes all changes between mid-December till mid-January to ensure that their customers will not have interrupted service during a peak period that includes major holidays and end of year reporting, which had significant impact on attempting to meet certain end-of-year deliverables. On site surveys were critical to planning the organization of the equipment (four racks in total) on the floor to minimize cabling efforts and ensure our equipment was facing in the right direction to meet the needs for hot/cold isles. Additionally, realize that in this type of business, every country may have different rules for accessing, operating in and racking your equipment.
  • Infrastructure. At the end of the day, we can do more with the hardware infrastructure architectures now available. While we leverage virtualization to take advantage of the greater compute power, it does not alleviate the requirements around planning a large-scale virtual environment that must span countries. Sometimes, it’s the smallest details that can be the most difficult to work out, for example, how to manage an on-premise environment, such as this one, as a service. The difficulties here is that the network, power, cooling, etc. are provided for by the customer, which requires considerable efforts to negotiate shared operating procedures, while still attempting to commit to specific service levels. Many of today’s largest businesses do not operate their internal IT organizations with the same penalties for failure to meet a service level agreement (SLA) as they would apply to an external service provider. Hence, service providers that must rely on this foundation face many challenges and hurdles to ensuring their own service levels.
  • Security. Your solution may be reviewed by the internal security team to ensure it is compliant with current security procedures and policies. Since this is most often not the team that procured or built the solution, you should not expect that they will be able to warn you about all the intricacies for deploying a solution for the business. The best advice here would be to ensure you engage the security team early and often once you have completed your design. In US Federal IT, part of deployment usually requires that those implementing the system obtain an Authority to Operate (ATO). Quite often, medium- and large-sized businesses have a similar procedure; it’s just not spelled out so succinctly. Hence, these audits and tests can introduce unexpected expenses due to the need to modify the solution and unexpected delays.
  • Software. Any piece of software can be tested and operated under a modest set of assumptions. When that software must be deployed as part of a service that has requirements to meet certain performance metrics as well as meet certain recovery metrics in the case of an outage, that same software can fall flat on its face. Hence, the long pole in the tent for building out a cloud solution at this scale is testing for disaster recovery and scalability. In addition to requiring time to complete, it often requires a complementary environment for disaster recovery and failover testing, which can be a significant additional cost to the project. I will also note that in a complex environment software license management can become very cumbersome. I recommend starting the license catalog early and ensure that it is maintained throughout the project.
  • Data Flow. A complex cloud-based solution that integrates with existing internal systems operating on different networks across multiple countries will have to cross multiple firewalls, routers and run along paths with varying bandwidth carrying varying levels of traffic. Hence, issues for production operation and remote management can be impacted by multiple factors both during planning and during operation. No matter how much testing is done in a lab, the answer seemingly comes down to, “we’ll just have to see how it performs in production.” So, perhaps, a better title for this bullet might be “Stuff You’re Going To Learn Only After You Start The Engine.” Your team will most likely have a mix of personalities. Some will be okay with this having learned from doing similar projects in their past, others will not be able to get past this point and continually raise objections. Shoot the naysayer! Okay, not really, but seriously, adopt this mandate and make sure everyone on the team understands it.
  • Documentation. I cannot say enough about ensuring you document early and often. Once the train is started, it’s infinitely more difficult to catch up. Start with good highly-reviewed requirements. Review them with the customer. Call to order the ARB and have them review and sign off. This is a complex environment with a lot of interdependencies. It’s not going to be simple to change one link without it affecting many others. The more changes you can avoid the more smoothly the process of getting a system into production will be.

Most importantly, and I cannot stress this enough, is the importance in building a team environment to accomplish the mission. Transforming a concept into a production-ready operational system requires a large number of people to cooperatively work together to address the hurdles. The solution as designed on paper will hardly ever match perfectly what is deployed in the field for the reasons stated above. This project is heavily reliant upon a Program Management Organization with representatives from engineering, managed services, field services, product and executive leadership to stay on track. Developing the sense of team within this group is critical to providing the appropriate leadership to the project as a whole. Subsequently, we also formed an Architecture Review Board (ARB) comprised of key technical individuals related to each aspect of the solution to address and find solutions for major technical issues that emerged throughout the project. In this way we ensure the responses were holistic in nature, not just focused on the specific problem, but also provided alternatives that would work within the scope of the entire project.

More Stories By JP Morgenthal

JP Morgenthal is a veteran IT solutions executive and Distinguished Engineer with CSC. He has been delivering IT services to business leaders for the past 30 years and is a recognized thought-leader in applying emerging technology for business growth and innovation. JP's strengths center around transformation and modernization leveraging next generation platforms and technologies. He has held technical executive roles in multiple businesses including: CTO, Chief Architect and Founder/CEO. Areas of expertise for JP include strategy, architecture, application development, infrastructure and operations, cloud computing, DevOps, and integration. JP is a published author with four trade publications with his most recent being “Cloud Computing: Assessing the Risks”. JP holds both a Masters and Bachelors of Science in Computer Science from Hofstra University.

@CloudExpo Stories
SYS-CON Events announced today that Juniper Networks (NYSE: JNPR), an industry leader in automated, scalable and secure networks, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Juniper Networks challenges the status quo with products, solutions and services that transform the economics of networking. The company co-innovates with customers and partners to deliver automated, scalable and secure network...
With major technology companies and startups seriously embracing Cloud strategies, now is the perfect time to attend @CloudExpo | @ThingsExpo, June 6-8, 2017, at the Javits Center in New York City, NY and October 31 - November 2, 2017, Santa Clara Convention Center, CA. Learn what is going on, contribute to the discussions, and ensure that your enterprise is on the right path to Digital Transformation.
The 20th International Cloud Expo has announced that its Call for Papers is open. Cloud Expo, to be held June 6-8, 2017, at the Javits Center in New York City, brings together Cloud Computing, Big Data, Internet of Things, DevOps, Containers, Microservices and WebRTC to one location. With cloud computing driving a higher percentage of enterprise IT budgets every year, it becomes increasingly important to plant your flag in this fast-expanding business opportunity. Submit your speaking proposal ...
@GonzalezCarmen has been ranked the Number One Influencer and @ThingsExpo has been named the Number One Brand in the “M2M 2016: Top 100 Influencers and Brands” by Analytic. Onalytica analyzed tweets over the last 6 months mentioning the keywords M2M OR “Machine to Machine.” They then identified the top 100 most influential brands and individuals leading the discussion on Twitter.
SYS-CON Events announced today that Hitachi, the leading provider the Internet of Things and Digital Transformation, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Hitachi Data Systems, a wholly owned subsidiary of Hitachi, Ltd., offers an integrated portfolio of services and solutions that enable digital transformation through enhanced data management, governance, mobility and analytics. We help globa...
Blockchain is a shared, secure record of exchange that establishes trust, accountability and transparency across supply chain networks. Supported by the Linux Foundation's open source, open-standards based Hyperledger Project, Blockchain has the potential to improve regulatory compliance, reduce cost and time for product recall as well as advance trade. Are you curious about Blockchain and how it can provide you with new opportunities for innovation and growth? In her session at 20th Cloud Exp...
The buzz continues for cloud, data analytics and the Internet of Things (IoT) and their collective impact across all industries. But a new conversation is emerging - how do companies use industry disruption and technology enablers to lead in markets undergoing change, uncertainty and ambiguity? Organizations of all sizes need to evolve and transform, often under massive pressure, as industry lines blur and merge and traditional business models are assaulted and turned upside down. In this new da...
Back in February of 2017, Andrew Clay Schafer of Pivotal tweeted the following: “seriously tho, the whole software industry is stuck on deployment when we desperately need architecture and telemetry.” Intrigue in a 140 characters. For me, I hear Andrew saying, “we’re jumping to step 5 before we’ve successfully completed steps 1-4.”
SYS-CON Events announced today that Hitachi, the leading provider the Internet of Things and Digital Transformation, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Hitachi Data Systems, a wholly owned subsidiary of Hitachi, Ltd., offers an integrated portfolio of services and solutions that enable digital transformation through enhanced data management, governance, mobility and analytics. We help globa...
SYS-CON Events announced today that T-Mobile will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. As America's Un-carrier, T-Mobile US, Inc., is redefining the way consumers and businesses buy wireless services through leading product and service innovation. The Company's advanced nationwide 4G LTE network delivers outstanding wireless experiences to 67.4 million customers who are unwilling to compromise on ...
“DevOps is really about the business. The business is under pressure today, competitively in the marketplace to respond to the expectations of the customer. The business is driving IT and the problem is that IT isn't responding fast enough," explained Mark Levy, Senior Product Marketing Manager at Serena Software, in this SYS-CON.tv interview at DevOps Summit, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
20th Cloud Expo, taking place June 6-8, 2017, at the Javits Center in New York City, NY, will feature technical sessions from a rock star conference faculty and the leading industry players in the world. Cloud computing is now being embraced by a majority of enterprises of all sizes. Yesterday's debate about public vs. private has transformed into the reality of hybrid cloud: a recent survey shows that 74% of enterprises have a hybrid cloud strategy.
SYS-CON Events announced today that Grape Up will exhibit at SYS-CON's 21st International Cloud Expo®, which will take place on Oct. 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. Grape Up is a software company specializing in cloud native application development and professional services related to Cloud Foundry PaaS. With five expert teams that operate in various sectors of the market across the U.S. and Europe, Grape Up works with a variety of customers from emergi...
With major technology companies and startups seriously embracing IoT strategies, now is the perfect time to attend @ThingsExpo 2016 in New York. Learn what is going on, contribute to the discussions, and ensure that your enterprise is as "IoT-Ready" as it can be! Internet of @ThingsExpo, taking place June 6-8, 2017, at the Javits Center in New York City, New York, is co-located with 20th Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry p...
SYS-CON Events announced today that Super Micro Computer, Inc., a global leader in compute, storage and networking technologies, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Supermicro (NASDAQ: SMCI), the leading innovator in high-performance, high-efficiency server technology, is a premier provider of advanced server Building Block Solutions® for Data Center, Cloud Computing, Enterprise IT, Hadoop/...
Amazon has gradually rolled out parts of its IoT offerings in the last year, but these are just the tip of the iceberg. In addition to optimizing their back-end AWS offerings, Amazon is laying the ground work to be a major force in IoT – especially in the connected home and office. Amazon is extending its reach by building on its dominant Cloud IoT platform, its Dash Button strategy, recently announced Replenishment Services, the Echo/Alexa voice recognition control platform, the 6-7 strategic...
Bert Loomis was a visionary. This general session will highlight how Bert Loomis and people like him inspire us to build great things with small inventions. In their general session at 19th Cloud Expo, Harold Hannon, Architect at IBM Bluemix, and Michael O'Neill, Strategic Business Development at Nvidia, discussed the accelerating pace of AI development and how IBM Cloud and NVIDIA are partnering to bring AI capabilities to "every day," on-demand. They also reviewed two "free infrastructure" pr...
Developers want to create better apps faster. Static clouds are giving way to scalable systems, with dynamic resource allocation and application monitoring. You won't hear that chant from users on any picket line, but helping developers to create better apps faster is the mission of Lee Atchison, principal cloud architect and advocate at New Relic Inc., based in San Francisco. His singular job is to understand and drive the industry in the areas of cloud architecture, microservices, scalability ...
Data is an unusual currency; it is not restricted by the same transactional limitations as money or people. In fact, the more that you leverage your data across multiple business use cases, the more valuable it becomes to the organization. And the same can be said about the organization’s analytics. In his session at 19th Cloud Expo, Bill Schmarzo, CTO for the Big Data Practice at Dell EMC, introduced a methodology for capturing, enriching and sharing data (and analytics) across the organization...
The explosion of new web/cloud/IoT-based applications and the data they generate are transforming our world right before our eyes. In this rush to adopt these new technologies, organizations are often ignoring fundamental questions concerning who owns the data and failing to ask for permission to conduct invasive surveillance of their customers. Organizations that are not transparent about how their systems gather data telemetry without offering shared data ownership risk product rejection, regu...