Welcome!

@CloudExpo Authors: Yeshim Deniz, Elizabeth White, Pat Romanski, Liz McMillan, Gopala Krishna Behara

Related Topics: @CloudExpo, Java IoT, Microservices Expo, Linux Containers, Containers Expo Blog, @DXWorldExpo, @DevOpsSummit

@CloudExpo: Article

Wasted IT Resources

Resource consolidation through newer architectures and solutions like PaaS is a way to tackle this

David Rubinstein's post "Industry Watch: Be resilient as you PaaS" makes a very good point about underutilized hardware in IT data-centers.

Millions of enterprise workloads remain in data centers, where servers are 30% to 40% underutilized, and that's if they're virtualized. If not, they're only using 5% to 7% of capacity.

The reason for this?

Take, for example, servers that are spun up for a project two years ago that were never decommissioned, just sitting there, waiting for a new workload that will never come. And, because the costs of blades and racks went down, cheap hardware has led to a kind of data center sprawl.

So is IT buying new hardware for each new project and not recycling? Is this because projects do not clearly die? Do we need "time of death" announcements mandated on IT projects?

Late last year, the US Government Accountability Office reported that the Federal IT spends 70% of its IT budget on care for legacy systems. That's $56 billion! How many of those legacy systems are rusty old projects with low utilization and are over-consuming resources?

Who wants those old servers? They might only be 2 years "old," but each new project has its own requirements and trying to retrofit old hardware to shiny new projects is probably undesirable. A project has a budget and specifications. A project needs X number of machines, with Y gigabytes of RAM and numerous other requirements. Can second-hand hardware fit the bill? If it can, can we find enough of it? Nobody wants a Frankenstein's monster of a cluster or the risk that it would be difficult to grow the cluster in the future. Better to go with new servers.

IaaS
IaaS provides a path to a solution. It makes it easier to provision and decommission resources. Virtual machines can be sized to fit the task. Even if specific new hardware is required to meet the SLA (Service Level Agreement) demands of a new project, it can be recycled back in the available resources.

But does IaaS go far enough?

IaaS provides infrastructure to be used by projects. But as David Rubinstein points out, even virtualized machines are still 30% to 40% underutilized. This is because virtual machines are provisioned as a best guess of what might be required by the software that is intended to run on it. The business does the math of the traffic they hope to receive and then adds some padding to be safe. They pass the numbers to Operations who provision the machines. Once a machine is provisioned those resources are locked in.

Virtualized or not, adding and removing servers to a cluster can be logistically difficult if the application is not designed with scale in mind. When it comes to legacy IT, it is probably better to leave as-is than to invest more resources and risk in a project that is receiving no engineering attention.

Configuration Management
While IaaS is an essential building block of the cloud, it is not the solution. Pioneers in the age of DevOps have shifted the mindset from pets (knowing every machine by its cute name) to cattle (anonymous machines in named clusters). But even on the other side of this transition we are still focused on machines and operating systems.

Configuration management helps us to wrangle and make sense of our cattle. It whips our machines into some kind of uniform shape with the intention of moving them all in the same direction, but not without considerable sweat and tears. Snowflake servers that did not receive that last vital update, for reasons unknown, bring disease to the herd.

In Andrew C. Oliver's InfoWorld post "The platform-as-a-service winner is ... Puppet", he makes a good point that IT organizations are also "not a beautiful or unique snowflake".

Whatever you're doing with your IT infrastructure, someone else is probably doing the exact same thing. If what you're doing is so damn unique, then you're probably adding needless layers of complexity and you should stop.

Is configuration management the answer? It enables every organization to build beautiful unique snowflakes, but all the business actually wants is an igloo.

Thin Servers
Servers are getting thinner. There is shift from caring about the overhead of the operating systems to focusing on the processes. CoreOS is great example of this and there is also boot2docker on the development side. We will no doubt see many more flavors of this in the next few years.

If we encapsulate the complexity of software applications and services in containers then the host operating system becomes much simpler, less of a concern and more standardized. If we can find an elegant way to spread the containers across our cluster then we only need to provision a cluster of thin standardized servers to house them.

Containers
Why Containers? Why not virtual machines or hardware?

Filling a cluster with virtual machines, where each virtual machine is dedicated to a single task is wasteful. It's like trying to utilize the space in a jar by filling it with marbles, when we could be filling it with sand. Depending on your hardware and virtual machine relationship, it might even be like filling it with oranges.

Containers are also portable - and not just in a deployment sense. In a recent talk on "Google Compute Engine and Docker", Marc Cohen from Google spoke about how they migrate running GAE instances from one datacenter to another, while only seeing a flicker of transitional downtime. vSphere also has similar tools for doing this with virtual machines. Surely, it is only a matter of time before we see this commonly available with Linux containers.

Clusters
We need clusters; not machines, not operating systems. We need clusters that support containers. Maybe we need "Cluster-as-a-Service." Actually, maybe we don't need any more "-as-a-Service" acronyms.

Just as we have stopped caring about the unique name of individual servers, we should stop caring about the details of a cluster. When I have a machine with 16Gb of RAM, do I need to care if it's 2x8Gb DIMMS or 4x4Gb? No, I only need to know that this machine gives me "16Gb of RAM". Eventually we will view clusters in the same way.

Now that we can fill jars with sand instead of oranges, we can be less particular about the size and shape of the jars we choose to build our cluster. Throwing away old jars is easier when we can pour the sand into a new jar.

The Why
I believe we always should start with "why." Why am I writing a script to run continuous integration and ensure I always have the latest version of HAProxy installed on all the frontend servers? Why are we buying more RAM and installing Memcached servers?

The "why" is ultimately a business reason - which is a long way from the command-line prompt.

Todd Underwood's excellent talk on "PostOps: A Non-Surgical Tale of Software, Fragility, and Reliability" highlights the SLA as the contract that is made with the business and ensures that the Operations team is delivering the throughput, response time and uptime that the business expects. Beyond that they have free reign to ensure that the SLA is met.

Too many SysAdmins and Operations Engineers are stuck in the mindset of machines and operating systems. They have spent their careers thinking this way and honing their skills. They focus too much on the "what" and the "how", not on the "why".

At some level these skills are vital. The harder you push, the more likely it is that you will find a problem further down the stack and have to roll up your sleeves and get dirty.

Operations teams are responsible every level of stack, from the metal upwards. Even in the age of "the cloud" and outsourcing, an Operations team that does not feel that they themselves are ultimately responsible for their stack will have issues at some point. An example of this is Netflix, who use Amazon's cloud infrastructure service and may actually understand it better than Amazon. They take responsibility for their stack very seriously and because of this they are able to provide an amazingly resilient service at incredible scale.

Focusing solely on machines and operating systems does not scale and too many IT departments find it difficult to transcend this. Netflix are a good example here too. When you have tens of thousands of machines you are not going worry about keeping them all in sync or fixing machines that are having issues unless it is pandemic. Use virtualization, create golden images, if a machine is limping - shoot it. This is how Netflix operates. And to ensure that their sharp-shooters are always at the top of their game, Netflix uses tools like Chaos Monkey. They are purposely putting wolves amongst their sheep.

DevOps is a movement that aims to liberate IT from its legacy mindset. It aims to step back and take a look at the bigger picture. View business needs. Address the needs that span across the currently siloed Dev and Ops. This may be through fancy new orchestration and CI tools or be through organizational changes.

Tools and infrastructure are evolving so quickly that the best tool today will not be the best tool tomorrow. It is difficult to keep up.

Todd Underwood said that Operations Engineers, or rather Site Reliability Engineers, at Google are always working just outside of their own understanding. This is the best way to keep moving forward. From this, I take that if you fully understand the tools you are using, you are probably moving too slowly and falling behind. Just do not move so quickly that you jeopardize operational safety.

As long as we focus on "why", we can keep building our stack around that purpose instead of around our favorite naming convention, our favorite operating system and favorite toolset.

PaaS
PaaS is currently the best tool for orchestrating the container layer above the cluster layer. It manages the sand in your jars. ActiveState's PaaS solution, Stackato, also provides a way to manage the human side of your infrastructure. By integrating with your LDAP server, providing organizational and social aspects you can see your applications as applications, rather than as infrastructure.

As Troy Topnik points out in a recent post IaaS is not required to run Stackato. Although an IaaS will make managing your cluster easier as you grow.

But will an IaaS help with managing your resources at the application level? No. Will it help identify wasted resources? No. Will it put you directly in touch with the owners of the applications? No. But PaaS will.

Visibility
The reasons for waste in IT organizations are many. One reason is the way resources are provisioned for projects. The boundaries of a project are defined too far down the stack, even though a project may simply be defined by a series of processes, message queues and datastores. Another reason for waste is bad utilization of resources from the outset - not building the infrastructure where resources can be shared. A third reason for waste is lack of visibility into where waste is occurring.

Lack of visibility comes from not being able to see or reason about machines and projects. Machine responsibilities may be cataloged by IT, but will it be visible by all involved? Building the relationship between machines, processes and projects is still a documentation task without PaaS.

If redundant applications are not visible to the entire organization, then those accountable for announcing "time of death" will less likely make that call. Old projects which should be end-of-lifed will continue to over-consume their allocated resources - resources that were allocated with the hope of what the project may one day become.

Conclusion
Nobody likes waste. Resource consolidation through newer architectures and solutions like PaaS is a way to tackle this. PaaS brings more visibility to your IT infrastructure. It exposes resources at the application level. It spreads resources evenly across your cluster in a way that enables you to scale up and down with ease and utilizes all your hardware efficiently.

Source: ActiveState, originally published, here.

More Stories By Phil Whelan

Phil Whelan has been a software developer at ActiveState since early 2012 and has been involved in many layers of the Stackato product, from the JavaScript-based web console right through to the Cloud Controller API. He has been the lead developer on kato, the command-line tool for administering Stackato. His current role at ActiveState is Technology Evangelist.

Comments (0)

Share your thoughts on this story.

Add your comment
You must be signed in to add a comment. Sign-in | Register

In accordance with our Comment Policy, we encourage comments that are on topic, relevant and to-the-point. We will remove comments that include profanity, personal attacks, racial slurs, threats of violence, or other inappropriate material that violates our Terms and Conditions, and will block users who make repeated violations. We ask all readers to expect diversity of opinion and to treat one another with dignity and respect.


@CloudExpo Stories
DXWorldEXPO LLC announced today that ICC-USA, a computer systems integrator and server manufacturing company focused on developing products and product appliances, will exhibit at the 22nd International CloudEXPO | DXWorldEXPO. DXWordEXPO New York 2018, colocated with CloudEXPO New York 2018 will be held November 11-13, 2018, in New York City. ICC is a computer systems integrator and server manufacturing company focused on developing products and product appliances to meet a wide range of ...
We all know that end users experience the Internet primarily with mobile devices. From an app development perspective, we know that successfully responding to the needs of mobile customers depends on rapid DevOps – failing fast, in short, until the right solution evolves in your customers' relationship to your business. Whether you’re decomposing an SOA monolith, or developing a new application cloud natively, it’s not a question of using microservices – not doing so will be a path to eventual b...
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 smart...
Vulnerability management is vital for large companies that need to secure containers across thousands of hosts, but many struggle to understand how exposed they are when they discover a new high security vulnerability. In his session at 21st Cloud Expo, John Morello, CTO of Twistlock, addressed this pressing concern by introducing the concept of the “Vulnerability Risk Tree API,” which brings all the data together in a simple REST endpoint, allowing companies to easily grasp the severity of the ...
Sanjeev Sharma Joins November 11-13, 2018 @DevOpsSummit at @CloudEXPO New York Faculty. Sanjeev Sharma is an internationally known DevOps and Cloud Transformation thought leader, technology executive, and author. Sanjeev's industry experience includes tenures as CTO, Technical Sales leader, and Cloud Architect leader. As an IBM Distinguished Engineer, Sanjeev is recognized at the highest levels of IBM's core of technical leaders.
"DivvyCloud as a company set out to help customers automate solutions to the most common cloud problems," noted Jeremy Snyder, VP of Business Development at DivvyCloud, in this SYS-CON.tv interview at 20th Cloud Expo, held June 6-8, 2017, at the Javits Center in New York City, NY.
As Cybric's Chief Technology Officer, Mike D. Kail is responsible for the strategic vision and technical direction of the platform. Prior to founding Cybric, Mike was Yahoo's CIO and SVP of Infrastructure, where he led the IT and Data Center functions for the company. He has more than 24 years of IT Operations experience with a focus on highly-scalable architectures.
Headquartered in Plainsboro, NJ, Synametrics Technologies has provided IT professionals and computer systems developers since 1997. Based on the success of their initial product offerings (WinSQL and DeltaCopy), the company continues to create and hone innovative products that help its customers get more from their computer applications, databases and infrastructure. To date, over one million users around the world have chosen Synametrics solutions to help power their accelerated business or per...
Dion Hinchcliffe is an internationally recognized digital expert, bestselling book author, frequent keynote speaker, analyst, futurist, and transformation expert based in Washington, DC. He is currently Chief Strategy Officer at the industry-leading digital strategy and online community solutions firm, 7Summits.
In an era of historic innovation fueled by unprecedented access to data and technology, the low cost and risk of entering new markets has leveled the playing field for business. Today, any ambitious innovator can easily introduce a new application or product that can reinvent business models and transform the client experience. In their Day 2 Keynote at 19th Cloud Expo, Mercer Rowe, IBM Vice President of Strategic Alliances, and Raejeanne Skillern, Intel Vice President of Data Center Group and ...
Founded in 2000, Chetu Inc. is a global provider of customized software development solutions and IT staff augmentation services for software technology providers. By providing clients with unparalleled niche technology expertise and industry experience, Chetu has become the premiere long-term, back-end software development partner for start-ups, SMBs, and Fortune 500 companies. Chetu is headquartered in Plantation, Florida, with thirteen offices throughout the U.S. and abroad.
Bill Schmarzo, author of "Big Data: Understanding How Data Powers Big Business" and "Big Data MBA: Driving Business Strategies with Data Science," is responsible for setting the strategy and defining the Big Data service offerings and capabilities for EMC Global Services Big Data Practice. As the CTO for the Big Data Practice, he is responsible for working with organizations to help them identify where and how to start their big data journeys. He's written several white papers, is an avid blogge...
"We are a well-established player in the application life cycle management market and we also have a very strong version control product," stated Flint Brenton, CEO of CollabNet,, in this SYS-CON.tv interview at 18th Cloud Expo at the Javits Center in New York City, NY.
DXWorldEXPO LLC announced today that Dez Blanchfield joined the faculty of CloudEXPO's "10-Year Anniversary Event" which will take place on November 11-13, 2018 in New York City. Dez is a strategic leader in business and digital transformation with 25 years of experience in the IT and telecommunications industries developing strategies and implementing business initiatives. He has a breadth of expertise spanning technologies such as cloud computing, big data and analytics, cognitive computing, m...
HyperConvergence came to market with the objective of being simple, flexible and to help drive down operating expenses. It reduced the footprint by bundling the compute/storage/network into one box. This brought a new set of challenges as the HyperConverged vendors are very focused on their own proprietary building blocks. If you want to scale in a certain way, let's say you identified a need for more storage and want to add a device that is not sold by the HyperConverged vendor, forget about it...
Enterprises are moving to the cloud faster than most of us in security expected. CIOs are going from 0 to 100 in cloud adoption and leaving security teams in the dust. Once cloud is part of an enterprise stack, it’s unclear who has responsibility for the protection of applications, services, and data. When cloud breaches occur, whether active compromise or a publicly accessible database, the blame must fall on both service providers and users. In his session at 21st Cloud Expo, Ben Johnson, C...
It is of utmost importance for the future success of WebRTC to ensure that interoperability is operational between web browsers and any WebRTC-compliant client. To be guaranteed as operational and effective, interoperability must be tested extensively by establishing WebRTC data and media connections between different web browsers running on different devices and operating systems. In his session at WebRTC Summit at @ThingsExpo, Dr. Alex Gouaillard, CEO and Founder of CoSMo Software, presented ...
In this presentation, you will learn first hand what works and what doesn't while architecting and deploying OpenStack. Some of the topics will include:- best practices for creating repeatable deployments of OpenStack- multi-site considerations- how to customize OpenStack to integrate with your existing systems and security best practices.
As you move to the cloud, your network should be efficient, secure, and easy to manage. An enterprise adopting a hybrid or public cloud needs systems and tools that provide: Agility: ability to deliver applications and services faster, even in complex hybrid environments Easier manageability: enable reliable connectivity with complete oversight as the data center network evolves Greater efficiency: eliminate wasted effort while reducing errors and optimize asset utilization Security: implemen...
Your homes and cars can be automated and self-serviced. Why can't your storage? From simply asking questions to analyze and troubleshoot your infrastructure, to provisioning storage with snapshots, recovery and replication, your wildest sci-fi dream has come true. In his session at @DevOpsSummit at 20th Cloud Expo, Dan Florea, Director of Product Management at Tintri, provided a ChatOps demo where you can talk to your storage and manage it from anywhere, through Slack and similar services with...
Most people haven’t heard the word, “gamification,” even though they probably, and perhaps unwittingly, participate in it every day. Gamification is “the process of adding games or game-like elements to something (as a task) so as to encourage participation.” Further, gamification is about bringing game mechanics – rules, constructs, processes, and methods – into the real world in an effort to engage people. In his session at @ThingsExpo, Robert Endo, owner and engagement manager of Intrepid D...