Welcome!

Machine Learning Authors: Ed Featherston, Corey Roth, Peter Silva, Yeshim Deniz, Automic Blog

Related Topics: @CloudExpo, Microservices Expo, Microsoft Cloud, Containers Expo Blog, @DXWorldExpo, 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
DX World EXPO, LLC, a Lighthouse Point, Florida-based startup trade show producer and the creator of "DXWorldEXPO® - Digital Transformation Conference & Expo" has announced its executive management team. The team is headed by Levent Selamoglu, who has been named CEO. "Now is the time for a truly global DX event, to bring together the leading minds from the technology world in a conversation about Digital Transformation," he said in making the announcement.
"Space Monkey by Vivent Smart Home is a product that is a distributed cloud-based edge storage network. Vivent Smart Home, our parent company, is a smart home provider that places a lot of hard drives across homes in North America," explained JT Olds, Director of Engineering, and Brandon Crowfeather, Product Manager, at Vivint Smart Home, in this SYS-CON.tv interview at @ThingsExpo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
SYS-CON Events announced today that Conference Guru has been named “Media Sponsor” of the 22nd International Cloud Expo, which will take place on June 5-7, 2018, at the Javits Center in New York, NY. A valuable conference experience generates new contacts, sales leads, potential strategic partners and potential investors; helps gather competitive intelligence and even provides inspiration for new products and services. Conference Guru works with conference organizers to pass great deals to gre...
DevOps is under attack because developers don’t want to mess with infrastructure. They will happily own their code into production, but want to use platforms instead of raw automation. That’s changing the landscape that we understand as DevOps with both architecture concepts (CloudNative) and process redefinition (SRE). Rob Hirschfeld’s recent work in Kubernetes operations has led to the conclusion that containers and related platforms have changed the way we should be thinking about DevOps and...
In his Opening Keynote at 21st Cloud Expo, John Considine, General Manager of IBM Cloud Infrastructure, led attendees through the exciting evolution of the cloud. He looked at this major disruption from the perspective of technology, business models, and what this means for enterprises of all sizes. John Considine is General Manager of Cloud Infrastructure Services at IBM. In that role he is responsible for leading IBM’s public cloud infrastructure including strategy, development, and offering m...
The next XaaS is CICDaaS. Why? Because CICD saves developers a huge amount of time. CD is an especially great option for projects that require multiple and frequent contributions to be integrated. But… securing CICD best practices is an emerging, essential, yet little understood practice for DevOps teams and their Cloud Service Providers. The only way to get CICD to work in a highly secure environment takes collaboration, patience and persistence. Building CICD in the cloud requires rigorous ar...
Companies are harnessing data in ways we once associated with science fiction. Analysts have access to a plethora of visualization and reporting tools, but considering the vast amount of data businesses collect and limitations of CPUs, end users are forced to design their structures and systems with limitations. Until now. As the cloud toolkit to analyze data has evolved, GPUs have stepped in to massively parallel SQL, visualization and machine learning.
"Evatronix provides design services to companies that need to integrate the IoT technology in their products but they don't necessarily have the expertise, knowledge and design team to do so," explained Adam Morawiec, VP of Business Development at Evatronix, in this SYS-CON.tv interview at @ThingsExpo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
To get the most out of their data, successful companies are not focusing on queries and data lakes, they are actively integrating analytics into their operations with a data-first application development approach. Real-time adjustments to improve revenues, reduce costs, or mitigate risk rely on applications that minimize latency on a variety of data sources. In his session at @BigDataExpo, Jack Norris, Senior Vice President, Data and Applications at MapR Technologies, reviewed best practices to ...
"ZeroStack is a startup in Silicon Valley. We're solving a very interesting problem around bringing public cloud convenience with private cloud control for enterprises and mid-size companies," explained Kamesh Pemmaraju, VP of Product Management at ZeroStack, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
Large industrial manufacturing organizations are adopting the agile principles of cloud software companies. The industrial manufacturing development process has not scaled over time. Now that design CAD teams are geographically distributed, centralizing their work is key. With large multi-gigabyte projects, outdated tools have stifled industrial team agility, time-to-market milestones, and impacted P&L stakeholders.
Enterprises are adopting Kubernetes to accelerate the development and the delivery of cloud-native applications. However, sharing a Kubernetes cluster between members of the same team can be challenging. And, sharing clusters across multiple teams is even harder. Kubernetes offers several constructs to help implement segmentation and isolation. However, these primitives can be complex to understand and apply. As a result, it’s becoming common for enterprises to end up with several clusters. Thi...
"Infoblox does DNS, DHCP and IP address management for not only enterprise networks but cloud networks as well. Customers are looking for a single platform that can extend not only in their private enterprise environment but private cloud, public cloud, tracking all the IP space and everything that is going on in that environment," explained Steve Salo, Principal Systems Engineer at Infoblox, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Conventio...
In his session at 21st Cloud Expo, James Henry, Co-CEO/CTO of Calgary Scientific Inc., introduced you to the challenges, solutions and benefits of training AI systems to solve visual problems with an emphasis on improving AIs with continuous training in the field. He explored applications in several industries and discussed technologies that allow the deployment of advanced visualization solutions to the cloud.
The question before companies today is not whether to become intelligent, it’s a question of how and how fast. The key is to adopt and deploy an intelligent application strategy while simultaneously preparing to scale that intelligence. In her session at 21st Cloud Expo, Sangeeta Chakraborty, Chief Customer Officer at Ayasdi, provided a tactical framework to become a truly intelligent enterprise, including how to identify the right applications for AI, how to build a Center of Excellence to oper...
"IBM is really all in on blockchain. We take a look at sort of the history of blockchain ledger technologies. It started out with bitcoin, Ethereum, and IBM evaluated these particular blockchain technologies and found they were anonymous and permissionless and that many companies were looking for permissioned blockchain," stated René Bostic, Technical VP of the IBM Cloud Unit in North America, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Conventi...
In his session at 21st Cloud Expo, Carl J. Levine, Senior Technical Evangelist for NS1, will objectively discuss how DNS is used to solve Digital Transformation challenges in large SaaS applications, CDNs, AdTech platforms, and other demanding use cases. Carl J. Levine is the Senior Technical Evangelist for NS1. A veteran of the Internet Infrastructure space, he has over a decade of experience with startups, networking protocols and Internet infrastructure, combined with the unique ability to it...
22nd International Cloud Expo, taking place June 5-7, 2018, at the Javits Center in New York City, NY, and co-located with the 1st DXWorld Expo 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 ...
"Cloud Academy is an enterprise training platform for the cloud, specifically public clouds. We offer guided learning experiences on AWS, Azure, Google Cloud and all the surrounding methodologies and technologies that you need to know and your teams need to know in order to leverage the full benefits of the cloud," explained Alex Brower, VP of Marketing at Cloud Academy, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clar...
Gemini is Yahoo’s native and search advertising platform. To ensure the quality of a complex distributed system that spans multiple products and components and across various desktop websites and mobile app and web experiences – both Yahoo owned and operated and third-party syndication (supply), with complex interaction with more than a billion users and numerous advertisers globally (demand) – it becomes imperative to automate a set of end-to-end tests 24x7 to detect bugs and regression. In th...