The Wayback Machine - https://web.archive.org/web/20180120212914/http://xml.sys-con.com/node/2744258

Welcome!

Industrial IoT Authors: Elizabeth White, Stackify Blog, Yeshim Deniz, SmartBear Blog, Liz McMillan

Related Topics: Java IoT, Industrial IoT, Microservices Expo, Microsoft Cloud, Machine Learning , Agile Computing

Java IoT: Article

Analyzing Shades of Grey

...It’s no longer about red, yellow and green

Over the last year there have been an influx of new graphical user interfaces (UIs) as monitoring and dashboard vendors scramble to keep up with large enterprises increasingly focused on understanding the business impact of IT, and Netuitive is no exception.

Today’s enterprises are challenged with monitoring and interpreting increasing volumes of infrastructure performance, application data, and business metrics.  Like Big Data, advanced predictive analytics have moved to the forefront for their ability to identify anomalies that could lead to business and revenue impacting performance problems.  As such, the UIs visualization capabilities have become an increasingly important means to this end, and ultimately to proactive management of critical application performance.

But to understand where the UI is now, and where it must go, one must look back at how APM use cases have evolved and changed.

In the “old” world, the Big Four and APM tool vendors developed dashboards that monitored individual data sources visualizing results in green, yellow, and red buttons, bar charts, and pie graphs.  Basically, all these did was show when a server or storage platform was either over-utilized or broken, and that you needed to physically add capacity and/or replace it.  They were no sophisticated algorithms and it was up to the user to interpret any impact on IT performance now and in the future.

Over time, data sources continued to increase in volume and variety, virtualization happened, and complexity increased to the point of making it  humanly impossible to monitor and interpret IT and application performance … let alone understand business impact.

To address this, IT operations, particularly those large enterprises with mission critical applications, began using IT analytics to monitor real-time data and metrics to identify anomalies that were leading indicators of future performance problems.

Fast forward to 2013.  The volume of performance and application data and metrics are orders of magnitude higher and IT operations analytics are now central to any advanced monitoring strategy. As such, the demands on the monitoring tools have changed significantly.  It is no longer simply about green, yellow and red buttons.  While they are still primary indicators of the “health” of an application or business service, it is now about being able to process and automate the analysis and correlation of multiple data types with analytics that detect and interpret anomalies.  Today’s tools can store and process large quantities of information.  Advanced algorithms assist in highly synthesized, meaningful visualization that you can use it for decision support.

However, the industry overall is still struggling to develop processing that is sophisticated enough to identify the “anomaly in a haystack” that may be the key indicator of future performance degradation and/or service interruption.

The focus is now on developing UIs that assist in the detection of anomalies and allow you to act on them in real time.  And not every anomaly is a problem.  You need to be able to filter them.  And when an anomaly does happen, you need to quickly determine 1) whether or not this anomaly is going to lead to a real problem? 2) and if it is an early indicator, what do you do about it? The new UIs are focused on helping you address that.

In Netuitive’s case, we focus on the IT infrastructure, application data, and key business metrics associated with a particular mission critical application or business service with the goal of understanding business impact.  We integrate our predictive analytics technologies as part of large scale APM monitoring solutions that focus on the key IT performance, application data, and business metrics for a particular business service instead of trying to boil the ocean across the enterprise. We bring all of this analysis and correlation for a particular business service or application together in our new UI that visualizes the correlation of IT performance, application data and key business metrics in a single screen at your fingertips.  It also integrates with local knowledge bases to further extend its ability to distinguish between true anomalies and known trends based on historical behaviors.   It is essentially a bridge from the old approach to the new.

Looking forward the UI will need to continue to evolve. Data will continue to increase, analytics will need better algorithms, and the goal will continue to be about finding anomalies and addressing them before an issue cascaded into a larger performance problem or service interruption.  The UI will need to process large amounts of data and help you determine if an anomaly is a problem or just an anomaly, and what do you do about it…proactively.

Ultimately it is this proactive approach that allows you to prevent impact on the business.  And to achieve this, the new UIs need to help you understand the impact on the business.

More Stories By Marcus Jackson

Marcus is Director of Product Management at Netuitive. He is responsible for the direction of Netuitive's flagship product, including analytics and data visualization. He has over 20 years of experience in software engineering and performance management. Previously, he headed development for Netuitive and the IEEE Computer Society. Marcus holds a bachelor's degree in Computer Science from Harvard University.

@ThingsExpo Stories
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...
"There's plenty of bandwidth out there but it's never in the right place. So what Cedexis does is uses data to work out the best pathways to get data from the origin to the person who wants to get it," explained Simon Jones, Evangelist and Head of Marketing at Cedexis, 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.
"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...
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.
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...
"Akvelon is a software development company and we also provide consultancy services to folks who are looking to scale or accelerate their engineering roadmaps," explained Jeremiah Mothersell, Marketing Manager at Akvelon, 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.
"MobiDev is a software development company and we do complex, custom software development for everybody from entrepreneurs to large enterprises," explained Alan Winters, U.S. Head of Business Development at MobiDev, 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.
SYS-CON Events announced today that CrowdReviews.com has been named “Media Sponsor” of SYS-CON's 22nd International Cloud Expo, which will take place on June 5–7, 2018, at the Javits Center in New York City, NY. CrowdReviews.com is a transparent online platform for determining which products and services are the best based on the opinion of the crowd. The crowd consists of Internet users that have experienced products and services first-hand and have an interest in letting other potential buye...
"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...
SYS-CON Events announced today that Telecom Reseller has been named “Media Sponsor” of SYS-CON's 22nd International Cloud Expo, which will take place on June 5-7, 2018, at the Javits Center in New York, NY. Telecom Reseller reports on Unified Communications, UCaaS, BPaaS for enterprise and SMBs. They report extensively on both customer premises based solutions such as IP-PBX as well as cloud based and hosted platforms.
"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.
Coca-Cola’s Google powered digital signage system lays the groundwork for a more valuable connection between Coke and its customers. Digital signs pair software with high-resolution displays so that a message can be changed instantly based on what the operator wants to communicate or sell. In their Day 3 Keynote at 21st Cloud Expo, Greg Chambers, Global Group Director, Digital Innovation, Coca-Cola, and Vidya Nagarajan, a Senior Product Manager at Google, discussed how from store operations and ...
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 ...
WebRTC is great technology to build your own communication tools. It will be even more exciting experience it with advanced devices, such as a 360 Camera, 360 microphone, and a depth sensor camera. In his session at @ThingsExpo, Masashi Ganeko, a manager at INFOCOM Corporation, introduced two experimental projects from his team and what they learned from them. "Shotoku Tamago" uses the robot audition software HARK to track speakers in 360 video of a remote party. "Virtual Teleport" uses a multip...
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, whic...
SYS-CON Events announced today that Evatronix will exhibit at SYS-CON's 21st International Cloud Expo®, which will take place on Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. Evatronix SA offers comprehensive solutions in the design and implementation of electronic systems, in CAD / CAM deployment, and also is a designer and manufacturer of advanced 3D scanners for professional applications.
Leading companies, from the Global Fortune 500 to the smallest companies, are adopting hybrid cloud as the path to business advantage. Hybrid cloud depends on cloud services and on-premises infrastructure working in unison. Successful implementations require new levels of data mobility, enabled by an automated and seamless flow across on-premises and cloud resources. In his general session at 21st Cloud Expo, Greg Tevis, an IBM Storage Software Technical Strategist and Customer Solution Architec...
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 ...
An increasing number of companies are creating products that combine data with analytical capabilities. Running interactive queries on Big Data requires complex architectures to store and query data effectively, typically involving data streams, an choosing efficient file format/database and multiple independent systems that are tied together through custom-engineered pipelines. In his session at @BigDataExpo at @ThingsExpo, Tomer Levi, a senior software engineer at Intel’s Advanced Analytics gr...
When talking IoT we often focus on the devices, the sensors, the hardware itself. The new smart appliances, the new smart or self-driving cars (which are amalgamations of many ‘things’). When we are looking at the world of IoT, we should take a step back, look at the big picture. What value are these devices providing? IoT is not about the devices, it’s about the data consumed and generated. The devices are tools, mechanisms, conduits. In his session at Internet of Things at Cloud Expo | DXWor...