Welcome!

Microservices Expo Authors: Liz McMillan, Elizabeth White, Carmen Gonzalez, Yeshim Deniz, Anders Wallgren

Related Topics: Microservices Expo, Java IoT, Industrial IoT, IoT User Interface, @CloudExpo, @BigDataExpo

Microservices Expo: Article

Big Data Is Not Just About Marketing: Don’t Forget the IT Department’s Needs

Advances in machine intelligence bring new excitement and value

Few, if any, information technology subjects have garnered more attention over the past two years than Big Data. It's a savior. It's evil. It's the killer app of killer apps. And now, according to Gartner analyst Svetlana Sicular, "Big Data Is Falling into the Trough of Disillusionment."

This disillusionment is giving me a little bit of Big Data fatigue - at least in the sense that so much buzz is focused on what Big Data can do for marketing and business intelligence departments. Lost amid all the hype and hoopla is the story of how predictive analytics can help IT teams better understand and support the business applications that are the very lifeblood of their enterprise. After all, predicting the right service to offer your online customer won't help if the customer experiences sluggish application performance.

And Big Data is not going away. Big Data begets Very Big Data, and so on. Analysts are projecting that astronomical amounts of money will be spent on analyzing and using information. This includes projections that millions of data scientists are going to be hired to make sense of all this. You and I know that few if any of those data scientists will be monitoring application or infrastructure performance.

Application performance monitoring is a critical job that can substantially impact a company's brand and bottom line. The fact is that this is an incredibly tough assignment because of all the variables that can negatively impact performance. It is like telling an Ops pro, "You don't have to find a needle in a haystack; you have to find an unspecified number of needles in an unspecified number of haystacks." As databases and other apps get bigger and more distributed, this is almost impossible to do with human intelligence and traditional tools.

The good news is that predictive analytics for IT solutions are far simpler and increasingly more affordable than their Big Data counterparts. It is important for all of us to bang the drum louder about the business value that predictive analytics can provide for IT, not just for application performance, but for people performance too. The industry needs to discuss the risks of fielding powerful and complex applications without arming IT Ops and Support with similarly powerful tools to ensure their availability and performance.

Why Predictive Analytics for IT Is So Cool - and Worth Talking About
Most currently available analytical tools that can forecast human behavior give users exactly what they ask for - and that is part of the problem. The more variables you have in an equation, the more relationships exist. It's getting more difficult all the time to know what questions to ask.

The cutting edge of predictive analytics for IT uses advanced machine intelligence to scan data patterns to detect anomalies and other relationships that human analysts cannot see, at least not see quickly or without the help of data scientists. Using machine intelligence as part of IT performance management is like having your own personal R2D2, or an android like Star Trek's Lieutenant Commander Data. In fact, pairing machine intelligence with human intelligence is the future of problem solving and prediction - you can see it working today to identify root causes of performance failures and limit unplanned downtime. It is quite cool. There is hope for the disillusioned.

Additionally, the list of use cases for predictive analytics in IT is growing. We see organizations using it all the time to predict and prevent service disruptions. If something does go wrong, users can often find the source of the disruption much faster than they can with just human analysis. I have found that in some cases, machine intelligence can identify root causes of performance failures up to 90 percent faster than human intelligence alone can.

We can already see innovations on the near horizon that will make predictive analytics powered by advanced machine intelligence even better equipped to serve IT Ops' needs. Integrating performance management with security threat management is a good example. All of this is good news for IT Ops pros because their jobs are increasingly vital to an organization's success in this era of widely distributed infrastructures.

This is why companies have to emphasize the business value of predictive analytics for IT in conversations about application and infrastructure management. If you forget about IT Ops' needs when contemplating the deployment of data-heavy business applications, you put your network and your organization as a whole at risk.

Predictive analytics in IT is a breath of fresh air in the Big Data conversation. It gets me excited - far from being disillusioned.

More Stories By Mark Jaffe

Mark Jaffe is CEO of Prelert, the first company to provide 100% self-learning predictive analytics solutions to dramatically improve IT operations. He is a serial software entrepreneur who has been instrumental in the success of numerous software companies. Over his 23 years high tech experience, Jaffe has held leadership roles in product marketing, software sales and executive management.

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.


@MicroservicesExpo Stories
SYS-CON Events announced today that AppNeta, the leader in performance insight for business-critical web applications, will exhibit and present at SYS-CON's @DevOpsSummit at Cloud Expo New York, which will take place on June 7-9, 2016, at the Javits Center in New York City, NY. AppNeta is the only application performance monitoring (APM) company to provide solutions for all applications – applications you develop internally, business-critical SaaS applications you use and the networks that deli...
SYS-CON Events announced today the Docker Meets Kubernetes – Intro into the Kubernetes World, being held June 9, 2016, in conjunction with 18th Cloud Expo | @ThingsExpo, at the Javits Center in New York, NY. Register for 'Docker Meets Kubernetes Workshop' Here! This workshop led by Sebastian Scheele, co-founder of Loodse, introduces participants to Kubernetes (container orchestration). Through a combination of instructor-led presentations, demonstrations, and hands-on labs, participants learn ...
SYS-CON Events announced today the How to Create Angular 2 Clients for the Cloud Workshop, being held June 7, 2016, in conjunction with 18th Cloud Expo | @ThingsExpo, at the Javits Center in New York, NY. Angular 2 is a complete re-write of the popular framework AngularJS. Programming in Angular 2 is greatly simplified. Now it’s a component-based well-performing framework. The immersive one-day workshop led by Yakov Fain, a Java Champion and a co-founder of the IT consultancy Farata Systems and...
Join us at Cloud Expo | @ThingsExpo 2016 – June 7-9 at the Javits Center in New York City and November 1-3 at the Santa Clara Convention Center in Santa Clara, CA – and deliver your unique message in a way that is striking and unforgettable by taking advantage of SYS-CON's unmatched high-impact, result-driven event / media packages.
The initial debate is over: Any enterprise with a serious commitment to IT is migrating to the cloud. But things are not so simple. There is a complex mix of on-premises, colocated, and public-cloud deployments. In this power panel at 18th Cloud Expo, moderated by Conference Chair Roger Strukhoff, panelists will look at the present state of cloud from the C-level view, and how great companies and rock star executives can use cloud computing to meet their most ambitious and disruptive business ...
SYS-CON Events announced today that BMC Software has been named "Siver Sponsor" of SYS-CON's 18th Cloud Expo, which will take place on June 7-9, 2015 at the Javits Center in New York, New York. BMC is a global leader in innovative software solutions that help businesses transform into digital enterprises for the ultimate competitive advantage. BMC Digital Enterprise Management is a set of innovative IT solutions designed to make digital business fast, seamless, and optimized from mainframe to mo...
Earlier this week, we hosted a Continuous Discussion (#c9d9) on Continuous Delivery (CD) automation and orchestration, featuring expert panelists Dondee Tan, Test Architect at Alaska Air, Taco Bakker, a LEAN Six Sigma black belt focusing on CD, and our own Sam Fell and Anders Wallgren. During this episode, we discussed the differences between CD automation and orchestration, their challenges with setting up CD pipelines and some of the common chokepoints, as well as some best practices and tips...
SoftLayer operates a global cloud infrastructure platform built for Internet scale. With a global footprint of data centers and network points of presence, SoftLayer provides infrastructure as a service to leading-edge customers ranging from Web startups to global enterprises. SoftLayer's modular architecture, full-featured API, and sophisticated automation provide unparalleled performance and control. Its flexible unified platform seamlessly spans physical and virtual devices linked via a world...
Automation is a critical component of DevOps and Continuous Delivery. This morning on #c9d9 we discussed CD Automation and how you can apply Automation to accelerate release cycles, improve quality, safety and governance? What is the difference between Automation and Orchestration? Where should you begin your journey to introduce both?
When I talk about driving innovation with self-organizing teams, I emphasize that such self-organization includes expecting the participants to organize their own teams, give themselves their own goals, and determine for themselves how to measure their success. In contrast, the definition of skunkworks points out that members of such teams are “usually specially selected.” Good thing he added the word usually – because specially selecting such teams throws a wrench in the entire works, limiting...
SYS-CON Events announced today TechTarget has been named “Media Sponsor” of SYS-CON's 18th International Cloud Expo, which will take place on June 7–9, 2016, at the Javits Center in New York City, NY, and the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. TechTarget is the Web’s leading destination for serious technology buyers researching and making enterprise technology decisions. Its extensive global networ...
SYS-CON Events announced today that Commvault, a global leader in enterprise data protection and information management, has been named “Bronze Sponsor” of SYS-CON's 18th International Cloud Expo, which will take place on June 7–9, 2016, at the Javits Center in New York City, NY, and the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. Commvault is a leading provider of data protection and information management...
As AT&Ts VP of Domain 2.0 architecture writes one aspect of their Domain 2.0 strategy is a goal to embrace a Microservices Application Architecture. One page 9 they describe how these envisage them fitting into the ECOMP architecture: "The initial steps of the recipes include a homing and placement task using constraints specified in the requests. ‘Homing and Placement' are micro-services involving orchestration, inventory, and controllers responsible for infrastructure, network, and applicati...
Many banks and financial institutions are experimenting with containers in development environments, but when will they move into production? Containers are seen as the key to achieving the ultimate in information technology flexibility and agility. Containers work on both public and private clouds, and make it easy to build and deploy applications. The challenge for regulated industries is the cost and complexity of container security compliance. VM security compliance is already challenging, ...
A strange thing is happening along the way to the Internet of Things, namely far too many devices to work with and manage. It has become clear that we'll need much higher efficiency user experiences that can allow us to more easily and scalably work with the thousands of devices that will soon be in each of our lives. Enter the conversational interface revolution, combining bots we can literally talk with, gesture to, and even direct with our thoughts, with embedded artificial intelligence, wh...
SYS-CON Events announced today that Tintri Inc., a leading producer of VM-aware storage (VAS) for virtualization and cloud environments, will exhibit at the 18th International CloudExpo®, which will take place on June 7-9, 2016, at the Javits Center in New York City, New York, and the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
SYS-CON Events announced today that Alert Logic, Inc., the leading provider of Security-as-a-Service solutions for the cloud, will exhibit at SYS-CON's 18th International Cloud Expo®, which will take place on June 7-9, 2016, at the Javits Center in New York City, NY. Alert Logic, Inc., provides Security-as-a-Service for on-premises, cloud, and hybrid infrastructures, delivering deep security insight and continuous protection for customers at a lower cost than traditional security solutions. Ful...
You might already know them from theagileadmin.com, but let me introduce you to two of the leading minds in the Rugged DevOps movement: James Wickett and Ernest Mueller. Both James and Ernest are active leaders in the DevOps space, in addition to helping organize events such as DevOpsDays Austinand LASCON. Our conversation covered a lot of bases from the founding of Rugged DevOps to aligning organizational silos to lessons learned from W. Edwards Demings.
Agile teams report the lowest rate of measuring non-functional requirements. What does this mean for the evolution of quality in this era of Continuous Everything? To explore how the rise of SDLC acceleration trends such as Agile, DevOps, and Continuous Delivery are impacting software quality, Parasoft conducted a survey about measuring and monitoring non-functional requirements (NFRs). Here's a glimpse at what we discovered and what it means for the evolution of quality in this era of Continuo...
In the rush to compete in the digital age, a successful digital transformation is essential, but many organizations are setting themselves up for failure. There’s a common misconception that the process is just about technology, but it’s not. It’s about your business. It shouldn’t be treated as an isolated IT project; it should be driven by business needs with the committed involvement of a range of stakeholders.