Welcome!

Related Topics: @CloudExpo, Java IoT, Microservices Expo, Linux Containers, Containers Expo Blog, @BigDataExpo, @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.


Latest Stories
Data is the fuel that drives the machine learning algorithmic engines and ultimately provides the business value. In his session at 20th Cloud Expo, Ed Featherston, director/senior enterprise architect at Collaborative Consulting, will discuss the key considerations around quality, volume, timeliness, and pedigree that must be dealt with in order to properly fuel that engine.
In his general session at 19th Cloud Expo, Manish Dixit, VP of Product and Engineering at Dice, discussed how Dice leverages data insights and tools to help both tech professionals and recruiters better understand how skills relate to each other and which skills are in high demand using interactive visualizations and salary indicator tools to maximize earning potential. Manish Dixit is VP of Product and Engineering at Dice. As the leader of the Product, Engineering and Data Sciences team at D...
What happens when the different parts of a vehicle become smarter than the vehicle itself? As we move toward the era of smart everything, hundreds of entities in a vehicle that communicate with each other, the vehicle and external systems create a need for identity orchestration so that all entities work as a conglomerate. Much like an orchestra without a conductor, without the ability to secure, control, and connect the link between a vehicle’s head unit, devices, and systems and to manage the ...
Financial Technology has become a topic of intense interest throughout the cloud developer and enterprise IT communities. Accordingly, attendees at the upcoming 20th Cloud Expo at the Javits Center in New York, June 6-8, 2017, will find fresh new content in a new track called FinTech.
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...
In IT, we sometimes coin terms for things before we know exactly what they are and how they’ll be used. The resulting terms may capture a common set of aspirations and goals – as “cloud” did broadly for on-demand, self-service, and flexible computing. But such a term can also lump together diverse and even competing practices, technologies, and priorities to the point where important distinctions are glossed over and lost.
"We're a cybersecurity firm that specializes in engineering security solutions both at the software and hardware level. Security cannot be an after-the-fact afterthought, which is what it's become," stated Richard Blech, Chief Executive Officer at Secure Channels, in this SYS-CON.tv interview at @ThingsExpo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
All clouds are not equal. To succeed in a DevOps context, organizations should plan to develop/deploy apps across a choice of on-premise and public clouds simultaneously depending on the business needs. This is where the concept of the Lean Cloud comes in - resting on the idea that you often need to relocate your app modules over their life cycles for both innovation and operational efficiency in the cloud. In his session at @DevOpsSummit at19th Cloud Expo, Valentin (Val) Bercovici, CTO of Soli...
"Once customers get a year into their IoT deployments, they start to realize that they may have been shortsighted in the ways they built out their deployment and the key thing I see a lot of people looking at is - how can I take equipment data, pull it back in an IoT solution and show it in a dashboard," stated Dave McCarthy, Director of Products at Bsquare Corporation, in this SYS-CON.tv interview at @ThingsExpo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Everyone knows that truly innovative companies learn as they go along, pushing boundaries in response to market changes and demands. What's more of a mystery is how to balance innovation on a fresh platform built from scratch with the legacy tech stack, product suite and customers that continue to serve as the business' foundation. In his General Session at 19th Cloud Expo, Michael Chambliss, Head of Engineering at ReadyTalk, discussed why and how ReadyTalk diverted from healthy revenue and mor...
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...
SYS-CON Events has announced today that Roger Strukhoff has been named conference chair of Cloud Expo and @ThingsExpo 2017 New York. The 20th Cloud Expo and 7th @ThingsExpo will take place on June 6-8, 2017, at the Javits Center in New York City, NY. "The Internet of Things brings trillions of dollars of opportunity to developers and enterprise IT, no matter how you measure it," stated Roger Strukhoff. "More importantly, it leverages the power of devices and the Internet to enable us all to im...
You have great SaaS business app ideas. You want to turn your idea quickly into a functional and engaging proof of concept. You need to be able to modify it to meet customers' needs, and you need to deliver a complete and secure SaaS application. How could you achieve all the above and yet avoid unforeseen IT requirements that add unnecessary cost and complexity? You also want your app to be responsive in any device at any time. In his session at 19th Cloud Expo, Mark Allen, General Manager of...
The Internet of Things (IoT) promises to simplify and streamline our lives by automating routine tasks that distract us from our goals. This promise is based on the ubiquitous deployment of smart, connected devices that link everything from industrial control systems to automobiles to refrigerators. Unfortunately, comparatively few of the devices currently deployed have been developed with an eye toward security, and as the DDoS attacks of late October 2016 have demonstrated, this oversight can ...
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...