|By Bryan Semple||
|July 14, 2011 08:00 AM EDT||
Organizations that are seeking to deploy cloud-based business models for their infrastructure face unique capacity management challenges. This article will review these challenges to enable cloud providers, either public or private, to avoid the pitfalls of improper capacity management. While the article discusses both types of clouds, the needs of private cloud providers will be especially highlighted due to the unique challenges they face with this business model.
IT Becomes a Business within a Business
For years, we have been hearing "IT must behave more like a business." A hypervisor's ability to deliver utility computing moves this vision closer to reality. Using hypervisors to deploy an infrastructure cloud fundamentally changes the relationship between IT and their customers. Application portability combined with competing cloud offerings from companies like Amazon change the dynamic between application owners and corporate IT. If end users can't explicitly move their applications between cloud providers, they can at least compare prices and service levels between providers. Right or wrong, Amazon S3 becomes a measuring stick in price, performance and service for IT organizations.
To deliver an Amazon S3 experience requires significant retooling in IT processes. Capacity management is one of the areas requiring retooling. Virtualization alone causes changes to capacity management (for more information, see http://www.vkernel.com/solutions/capacity-planning). But virtualization deployed as an infrastructure cloud adds nuances to the capacity management problem. Capacity management for cloud providers is unique for the following five reasons:
- Capacity monitoring in addition to planning
- Chargeback is mandatory
- Efficiency drives return on assets
- Tenant reporting requirements are unique
- Optimization is a value add
Variable Demand Drives Criticality of Capacity Monitoring
Cloud deployments of virtualization technology introduce many operational changes for IT administrators. The first is a change in the amount of control IT has over the loads deployed on their hardware. With cloud deployments, either public or private, end users deploy applications using self-service portals as they see fit, load them as they desire and consume resources at whatever pace they need.
Hence, unlike the careful P2V sizing process undertaken for the first wave of virtualization where applications are sized, scheduled and deployed in a methodical manner, clouds have no careful sizing or timing that the cloud operator is aware of. Applications of unknown sizes appear, consume resources, and may just as quickly disappear. Without adequate capacity, these applications will fail to perform to customer expectations. Without real-time capacity monitoring, application deployment can dramatically impact other applications.
Hence capacity planning, a well-thought-out process for making sure there is sufficient capacity en masse, must be supplemented with capacity monitoring. Capacity monitoring is a real-time process that takes raw performance and utilization data and transforms it into actionable information concerning system-level capacity requirements. Without capacity monitoring, system administrators are left to interpret real-time utilization metrics from individual virtual machines. VKernel's research has shown that properly monitoring capacity in real time involves collecting over 20 metrics per VM at least 10 times per hour, and keeping this information for at least 30 days. A 100 VM environment would require about 17 million data points to accurately monitor capacity in the environment. This capacity monitoring, however, is a must-have to augment standard capacity planning and prevent performance issues from impacting the cloud.
For any cloud where resources can be deployed in a self-service fashion, charging back for resources becomes a necessity. Without a method to chargeback or show back, self-service clouds would quickly find themselves at capacity since resources are essentially free.
But chargeback is a tricky area. For commercial cloud and private cloud operators, charging back for allocated resources is fairly straightforward. But, since the private chargeback operator is simply shifting costs insides the company and not impacting the bottom line, the motivations for chargeback are different. The public cloud operator is indifferent to allocated resources and utilized resources. If the public cloud operator is charging for an allocated resource pool, they make money. In fact, the higher the ratio between allocated and utilized, the more over allocation of resources is possible and the higher the profit margins. For private cloud operators, however, the goal is to actually lower the costs for the company. Hence, the private cloud operator wants the allocated resource usage to be very close to actual usage to drive resource efficiency. Highlighting the difference between actual resource usage and allocated resource usage shows internal business units the amount of corporate resources they are wasting. This motivation can then be used to right size environments and reduce overall IT spend.
While chargeback is important, cloud operators need to be mindful of what they charge. For public operators, there are competitive pressures. For private operators, charging provides a way to directly compare internal IT costs vs. external costs such as Amazon.
Is a simple $/CPU comparison between internal clouds and Amazon a fair comparison? Does Amazon contain the same level of compliance? Of control? Is the company comfortable with data outside the company firewall?
More important, chargeback for private cloud operators is primarily a means to minimize the difference between allocated and utilized resources to drive up efficiencies and VM densities. Chargeback or showback becomes a control mechanism as opposed to an actual financial transfer mechanism. Hence the rate of chargeback is not as important as the difference between allocated and actual usage.
Even here, the challenges for private cloud operators are greater. Let's assume a private cloud operator hosts 200 internal customers. Assume each of these internal customers is wasting 50% of their resource allocation. On an individual basis, the absolute value of the wasted resources may be insignificant. But across all 200 customers, the magnitude of the IT spend could be quite large. The greater good theory for IT would require that IT actually reduce resource usage for all the internal customers to claim additional savings for the company despite what the internal customers want. Private cloud operators must operate not only for their internal customers' needs, but also for the company's needs.
Setting rates for chargeback is the final tricky area for cloud operators. For a public cloud operator, the rate needs to be competitive, provide some profit margin and match customer's value. Easy enough. But what about private cloud operators? Once again, being a private operator makes things difficult. What are the rates for chargeback for a private cloud operator? Is the goal to set rates to make an internal profit when 50% of the VMs slots are filled? 75%? But if the internal cost center is making a profit, is that the right thing to do from a budgeting standpoint? Is the goal cost reclamation or efficiency?
The net of this is that for cloud operators, chargeback is critical. For private cloud operators, chargeback's purpose needs to be clearly defined to align IT not only with their customer's goals, but also the broader corporate goals.
Capacity Planning Impacts Revenue and Cost
Customers expecting to use a cloud service have high expectations with regards to time to deploy a service. For public clouds, this expectation will be a nearly instant deployment after the service request. Private cloud operators may not have quite an instantaneous expectation for their customers. Either way, the "acceptable" wait time of several weeks to deploy a new server is gone. Immediate is the word, not days.
To enable this immediate capability, sufficient capacity must be on hand to deploy new virtual machines based on both steady state and unexpected increases in demands. To meet this accelerated time duration, a high degree of capacity planning must take place to predict future capacity needs ahead of demand and allow for the slower process of procuring and installing physical servers, networks and storage.
It's easy to meet rapid deployment expectations by over procuring hardware. The danger here is that over procurement impacts cash flows and profitability for a cloud. Having large amounts of depreciating assets sitting around is not a sound business strategy. If these assets are plugged in and configured, the added power costs worsen an already bad situation. Under procuring hardware is just as bad since cloud operators will be unable to meet customer needs should their systems not have available capacity. Hence the goal is to have a solid understanding of consumption and then apply a safety factor to allow for unexpected demand.
Understanding capacity needs across the entire IT infrastructure is important. But it's just as important to understand where there are available VM slots for the best placement of VMs from a performance and a capacity standpoint. Utilizing available VM slot reporting ensures the performance of the running VMs and increases the VM density per host, which is critical to achieving a high return on assets.
Capacity planning is critical to cloud operators to generate a high return on assets while also meeting customer demand for near instantaneous deployment requests.
With a standard virtualized environment, the IT organization may report on environment status to a few senior IT leaders. Not so with an infrastructure cloud. For public clouds and private clouds, there is a greater expectation of visibility into the environment. Reporting for cloud tenants could involve availability, resource allocation, resource utilization, current charges, and pricing plan. The amount of information revealed to a customer could depend on the business philosophy or type of cloud. For a private cloud, revealing differences between allocated resources and utilized resources and the savings a customer could achieve by reducing their resources allocation makes sense for a company trying to save money. For a public cloud provider, however, suggesting ways to reduce resource allocations may not be in the provider's interest.
Beyond questions around what type of information to provide is the manner in which information is provided. For public cloud operators, online portals are most likely the reporting distribution mechanism of choice. For private clouds, however, information needs to flow seamlessly into the enterprises existing reporting infrastructure. This could involve connections with SharePoint, with IT service management frameworks, internal portals, or simple email distribution of reports on an ongoing basis.
Optimization Is a Value Add
Many times, when virtual machines are first deployed, they are over allocated CPU, memory and storage. In a cloud deployment, this over allocation does not cost the cloud operator revenue. In fact, just the opposite occurs. The cloud operator deploys the requested resources, but despite not being used, the cloud operator still collects the revenue. As discussed earlier, the cloud operator can decide whether to reveal this to the tenant or not.
While the cloud operator may not care about wasted resources to an application, the end customer does as does the firm's CFO. Decreasing requested CPU, memory and storage reduces monthly tenant costs. Hence, optimization becomes an optional value-add service for the provider to offer tenants to reduce spending. This would be the equivalent of your cell phone company contacting you to suggest a lower monthly plan. While it lowers the monthly revenue of the cloud operator, it dramatically improves customer loyalty.
Because of the increased need for chargeback, monitoring, capacity planning, and reporting, capacity management takes on added urgency for cloud operators. Capacity management performed correctly enables cloud operators to maximize compute cycles delivered to a customer at the lowest possible cost and, thus, capacity management is a key building block for any cloud implementation.
Get deep visibility into the performance of your databases and expert advice for performance optimization and tuning. You can't get application performance without database performance. Give everyone on the team a comprehensive view of how every aspect of the system affects performance across SQL database operations, host server and OS, virtualization resources and storage I/O. Quickly find bottlenecks and troubleshoot complex problems.
Dec. 5, 2016 01:15 PM EST Reads: 2,000
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 ...
Dec. 5, 2016 01:15 PM EST Reads: 2,150
"Coalfire is a cyber-risk, security and compliance assessment and advisory services firm. We do a lot of work with the cloud service provider community," explained Ryan McGowan, Vice President, Sales (West) at Coalfire Systems, Inc., in this SYS-CON.tv interview at 19th Cloud Expo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 5, 2016 01:00 PM EST Reads: 829
Without a clear strategy for cost control and an architecture designed with cloud services in mind, costs and operational performance can quickly get out of control. To avoid multiple architectural redesigns requires extensive thought and planning. Boundary (now part of BMC) launched a new public-facing multi-tenant high resolution monitoring service on Amazon AWS two years ago, facing challenges and learning best practices in the early days of the new service. In his session at 19th Cloud Exp...
Dec. 5, 2016 12:45 PM EST Reads: 652
Major trends and emerging technologies – from virtual reality and IoT, to Big Data and algorithms – are helping organizations innovate in the digital era. However, to create real business value, IT must think beyond the ‘what’ of digital transformation to the ‘how’ to harness emerging trends, innovation and disruption. Architecture is the key that underpins and ties all these efforts together. In the digital age, it’s important to invest in architecture, extend the enterprise footprint to the cl...
Dec. 5, 2016 12:30 PM EST Reads: 2,280
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...
Dec. 5, 2016 12:30 PM EST Reads: 935
Fact: storage performance problems have only gotten more complicated, as applications not only have become largely virtualized, but also have moved to cloud-based infrastructures. Storage performance in virtualized environments isn’t just about IOPS anymore. Instead, you need to guarantee performance for individual VMs, helping applications maintain performance as the number of VMs continues to go up in real time. In his session at Cloud Expo, Dhiraj Sehgal, Product and Marketing at Tintri, sha...
Dec. 5, 2016 11:45 AM EST Reads: 916
Whether your IoT service is connecting cars, homes, appliances, wearable, cameras or other devices, one question hangs in the balance – how do you actually make money from this service? The ability to turn your IoT service into profit requires the ability to create a monetization strategy that is flexible, scalable and working for you in real-time. It must be a transparent, smoothly implemented strategy that all stakeholders – from customers to the board – will be able to understand and comprehe...
Dec. 5, 2016 11:38 AM EST Reads: 169
Businesses and business units of all sizes can benefit from cloud computing, but many don't want the cost, performance and security concerns of public cloud nor the complexity of building their own private clouds. Today, some cloud vendors are using artificial intelligence (AI) to simplify cloud deployment and management. In his session at 20th Cloud Expo, Ajay Gulati, Co-founder and CEO of ZeroStack, will discuss how AI can simplify cloud operations. He will cover the following topics: why clou...
Dec. 5, 2016 11:30 AM EST Reads: 760
CloudJumper, a Workspace as a Service (WaaS) platform innovator for agile business IT, has been recognized with the Customer Value Leadership Award for its nWorkSpace platform by Frost & Sullivan. The company was also featured in a new report(1) by the industry research firm titled, “Desktop-as-a-Service Buyer’s Guide, 2016,” which provides a comprehensive comparison of DaaS providers, including CloudJumper, Amazon, VMware, and Microsoft.
Dec. 5, 2016 11:30 AM EST Reads: 780
"Dice has been around for the last 20 years. We have been helping tech professionals find new jobs and career opportunities," explained Manish Dixit, VP of Product and Engineering at Dice, in this SYS-CON.tv interview at 19th Cloud Expo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 5, 2016 11:15 AM EST Reads: 936
"Qosmos has launched L7Viewer, a network traffic analysis tool, so it analyzes all the traffic between the virtual machine and the data center and the virtual machine and the external world," stated Sebastien Synold, Product Line Manager at Qosmos, in this SYS-CON.tv interview at 19th Cloud Expo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 5, 2016 11:00 AM EST Reads: 660
More and more brands have jumped on the IoT bandwagon. We have an excess of wearables – activity trackers, smartwatches, smart glasses and sneakers, and more that track seemingly endless datapoints. However, most consumers have no idea what “IoT” means. Creating more wearables that track data shouldn't be the aim of brands; delivering meaningful, tangible relevance to their users should be. We're in a period in which the IoT pendulum is still swinging. Initially, it swung toward "smart for smar...
Dec. 5, 2016 10:30 AM EST Reads: 642
The Internet of Things will challenge the status quo of how IT and development organizations operate. Or will it? Certainly the fog layer of IoT requires special insights about data ontology, security and transactional integrity. But the developmental challenges are the same: People, Process and Platform and how we integrate our thinking to solve complicated problems. In his session at 19th Cloud Expo, Craig Sproule, CEO of Metavine, demonstrated how to move beyond today's coding paradigm and sh...
Dec. 5, 2016 10:30 AM EST Reads: 277
"Venafi has a platform that allows you to manage, centralize and automate the complete life cycle of keys and certificates within the organization," explained Gina Osmond, Sr. Field Marketing Manager at Venafi, in this SYS-CON.tv interview at DevOps at 19th Cloud Expo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 5, 2016 09:15 AM EST Reads: 892
"We are a modern development application platform and we have a suite of products that allow you to application release automation, we do version control, and we do application life cycle management," explained Flint Brenton, CEO of CollabNet, in this SYS-CON.tv interview at DevOps at 19th Cloud Expo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Dec. 5, 2016 08:45 AM EST Reads: 824
In his keynote at 18th Cloud Expo, Andrew Keys, Co-Founder of ConsenSys Enterprise, provided an overview of the evolution of the Internet and the Database and the future of their combination – the Blockchain. Andrew Keys is Co-Founder of ConsenSys Enterprise. He comes to ConsenSys Enterprise with capital markets, technology and entrepreneurial experience. Previously, he worked for UBS investment bank in equities analysis. Later, he was responsible for the creation and distribution of life sett...
Dec. 5, 2016 07:30 AM EST Reads: 7,059
We are always online. We access our data, our finances, work, and various services on the Internet. But we live in a congested world of information in which the roads were built two decades ago. The quest for better, faster Internet routing has been around for a decade, but nobody solved this problem. We’ve seen band-aid approaches like CDNs that attack a niche's slice of static content part of the Internet, but that’s it. It does not address the dynamic services-based Internet of today. It does...
Dec. 5, 2016 07:30 AM EST Reads: 1,001
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.
Dec. 5, 2016 06:45 AM EST Reads: 1,797
WebRTC is the future of browser-to-browser communications, and continues to make inroads into the traditional, difficult, plug-in web communications world. The 6th WebRTC Summit continues our tradition of delivering the latest and greatest presentations within the world of WebRTC. Topics include voice calling, video chat, P2P file sharing, and use cases that have already leveraged the power and convenience of WebRTC.
Dec. 5, 2016 06:45 AM EST Reads: 1,628