|By Adrian Bridgwater||
|November 23, 2012 10:00 AM EST||
Big Data is everywhere. Predictive analytics and real time in-memory computing isn't everywhere.
This truth (if we can accept it to be so) represents something of an imbalance.
As a subset of data mining, predictive analytics driven by in-memory computing efficiencies now has an opportunity to bring real-time analysis and insight to fast-moving live transactional data flows. Or to put it another (rather shorter) way, we can now start to manage and understand Big Data better than ever.
Application use cases here might typically include:
- Climate simulation
- Oil exploration
- Financial analysis and scientific research
- Telecommunications, to name but seven good examples
If we combine contemporary approaches to predictive analytics with the newly arrived Intel Xeon Phi coprocessor that produces what is claimed to be over one teraflop per second in terms of workload computational power for highly-parallel workloads, then CIOs can start to think about what "50-processor core computing" will mean for us in the very near future.
Pushing forward in this space is SAP with its HANA in-memory computing appliance and platform. The firm is openly partnering with HP, Oracle, Cognizant and variety of other big (and smaller specialist) players to form strategic alliances that will help further the uptake of this kind of technology.
Why Is Analytics Working Better?
Part of the reason that in-memory predictive analytics intelligence is now becoming so important and much easier to bring to bear is hardware related and part of it is a software-related development.
On the hardware end, Intel has worked to sharpen data throughput between memory and processor cores. This means that work that goes on right in the heart of the machine that might have traveled at around five Gigabytes per second (Gbps) five years ago, now has a chance to move at 100 Gbps. On the software end, firms like HP and SAP have been working to produce what are typically referred to as "business process solutions" that can produce "context-aware experiences" to enable one sense-and-respond scenarios and, therefore, faster and more personalized interactions with customers.
As a matter of interest, HP also works to provide datacenter services to SAP that support its enterprise-wide hosting solutions for e-business applications - but that's another story.
In terms of actual application solutions running on SAP HANA, new products include the SAP Liquidity Risk Management application, the SAP Accelerated Trade Promotion Planning application and SAP Operational Process Intelligence software.
"These innovations show how SAP is rapidly delivering real-time, data-centric and industry-specific applications on the SAP HANA platform," said Dr Vishal Sikka, member of the SAP executive board for technology and innovation.
To take one example, SAP Liquidity Risk Management aims to provide banks with the ability to perform real-time, high-speed liquidity risk management and reporting on very large volumes of cash flows. In future then, banks will be able to instantly measure key liquidity risk ratios (such as the Basel III liquidity coverage ratio) and cash flow gaps to resolve potential liquidity bottlenecks. The application aims to allow banks to apply different stress scenarios, such as adjusted run-off rates and bond haircuts, to gain a deeper understanding of how market volatility can impact liquidity positions.
Lessons for CIOs
Now you don't have to be a bank CIO or financial analyst to understand the wider importance of this technology, i.e., this is the "harnessing of Big Data" catchline that you've already heard bandied about by countless IT firm's press departments, except now it's really happening.
The lesson for CIOs and the software application developers serving them is that we now have a route to predictive real-time analysis and the power to view billions of stored records and live transactional data at the same time. CIOs should look to their solution architects and business process experts to compose the analytical data models that will drive the next phase of their technology growth.
SAP is not the only firm driving this space, but its work to publicize its competencies in this arena is very prevalent. The fact that SAP pushes many of the interfaces for managing the result of its data analysis to both Apple iPad (and now Windows 8 format) mobile devices may have confounded Steve Jobs at the time, but this is the firm's proof point for showing off its Big Data number crunching applications. One day, quite soon, none of this will be a surprise.
This post first appeared on Enterprise CIO Forum.
"We help to transform an organization and their operations and make them more efficient, more agile, and more nimble to move into the cloud or to move between cloud providers and create an agnostic tool set," noted Jeremy Steinert, DevOps Services Practice Lead at WSM International, in this SYS-CON.tv interview at @DevOpsSummit, held June 9-11, 2015, at the Javits Center in New York City.
Jul. 2, 2015 04:13 PM EDT Reads: 441
The basic integration architecture, as defined by ESBs, hasn’t changed for more than a decade. Most cloud integration providers still rely on an ESB architecture and their proprietary connectors. As a result, enterprise integration projects suffer from constraints of availability and reliability of these connectors that are not re-usable across other integration vendors. However, the rapid adoption of APIs and almost ubiquitous availability of APIs amongst most SaaS and Cloud applications are ra...
Jul. 2, 2015 03:18 PM EDT Reads: 552
Agile, which started in the development organization, has gradually expanded into other areas downstream - namely IT and Operations. Teams – then teams of teams – have streamlined processes, improved feedback loops and driven a much faster pace into IT departments which have had profound effects on the entire organization. In his session at DevOps Summit, Anders Wallgren, Chief Technology Officer of Electric Cloud, will discuss how DevOps and Continuous Delivery have emerged to help connect dev...
Jul. 2, 2015 03:00 PM EDT Reads: 996
"What Dyn is able to do with our Internet performance and our Internet intelligence is give companies visibility into what is actually going on in that cloud," noted Corey Hamilton, Product Marketing Manager at Dyn, in this SYS-CON.tv interview at 16th Cloud Expo, held June 9-11, 2015, at the Javits Center in New York City.
Jul. 2, 2015 02:52 PM EDT Reads: 563
The Internet of Things is not only adding billions of sensors and billions of terabytes to the Internet. It is also forcing a fundamental change in the way we envision Information Technology. For the first time, more data is being created by devices at the edge of the Internet rather than from centralized systems. What does this mean for today's IT professional? In this Power Panel at @ThingsExpo, moderated by Conference Chair Roger Strukhoff, panelists addressed this very serious issue of pro...
Jul. 2, 2015 02:30 PM EDT Reads: 1,195
Internet of Things is moving from being a hype to a reality. Experts estimate that internet connected cars will grow to 152 million, while over 100 million internet connected wireless light bulbs and lamps will be operational by 2020. These and many other intriguing statistics highlight the importance of Internet powered devices and how market penetration is going to multiply many times over in the next few years.
Jul. 2, 2015 02:15 PM EDT Reads: 2,200
Manufacturing has widely adopted standardized and automated processes to create designs, build them, and maintain them through their life cycle. However, many modern manufacturing systems go beyond mechanized workflows to introduce empowered workers, flexible collaboration, and rapid iteration. Such behaviors also characterize open source software development and are at the heart of DevOps culture, processes, and tooling.
Jul. 2, 2015 02:15 PM EDT Reads: 837
Today air travel is a minefield of delays, hassles and customer disappointment. Airlines struggle to revitalize the experience. GE and M2Mi will demonstrate practical examples of how IoT solutions are helping airlines bring back personalization, reduce trip time and improve reliability. In their session at @ThingsExpo, Shyam Varan Nath, Principal Architect with GE, and Dr. Sarah Cooper, M2Mi’s VP Business Development and Engineering, will explore the IoT cloud-based platform technologies drivi...
Jul. 2, 2015 02:00 PM EDT Reads: 1,049
Containers have changed the mind of IT in DevOps. They enable developers to work with dev, test, stage and production environments identically. Containers provide the right abstraction for microservices and many cloud platforms have integrated them into deployment pipelines. DevOps and Containers together help companies to achieve their business goals faster and more effectively. In his session at DevOps Summit, Ruslan Synytsky, CEO and Co-founder of Jelastic, reviewed the current landscape of...
Jul. 2, 2015 01:45 PM EDT Reads: 2,301
Live Webinar with 451 Research Analyst Peter Christy. Join us on Wednesday July 22, 2015, at 10 am PT / 1 pm ET In a world where users are on the Internet and the applications are in the cloud, how do you maintain your historic SLA with your users? Peter Christy, Research Director, Networks at 451 Research, will discuss this new network paradigm, one in which there is no LAN and no WAN, and discuss what users and network administrators gain and give up when migrating to the agile world of clo...
Jul. 2, 2015 01:36 PM EDT Reads: 551
SYS-CON Events announced today that JFrog, maker of Artifactory, the popular Binary Repository Manager, will exhibit at SYS-CON's @DevOpsSummit Silicon Valley, which will take place on November 3–5, 2015, at the Santa Clara Convention Center in Santa Clara, CA. Based in California, Israel and France, founded by longtime field-experts, JFrog, creator of Artifactory and Bintray, has provided the market with the first Binary Repository solution and a software distribution social platform.
Jul. 2, 2015 01:00 PM EDT Reads: 1,243
"We got started as search consultants. On the services side of the business we have help organizations save time and save money when they hit issues that everyone more or less hits when their data grows," noted Otis Gospodnetić, Founder of Sematext, in this SYS-CON.tv interview at @DevOpsSummit, held June 9-11, 2015, at the Javits Center in New York City.
Jul. 2, 2015 01:00 PM EDT Reads: 1,048
Internet of Things (IoT) will be a hybrid ecosystem of diverse devices and sensors collaborating with operational and enterprise systems to create the next big application. In their session at @ThingsExpo, Bramh Gupta, founder and CEO of robomq.io, and Fred Yatzeck, principal architect leading product development at robomq.io, discussed how choosing the right middleware and integration strategy from the get-go will enable IoT solution developers to adapt and grow with the industry, while at th...
Jul. 2, 2015 12:00 PM EDT Reads: 2,024
Containers are revolutionizing the way we deploy and maintain our infrastructures, but monitoring and troubleshooting in a containerized environment can still be painful and impractical. Understanding even basic resource usage is difficult – let alone tracking network connections or malicious activity. In his session at DevOps Summit, Gianluca Borello, Sr. Software Engineer at Sysdig, will cover the current state of the art for container monitoring and visibility, including pros / cons and liv...
Jul. 2, 2015 11:50 AM EDT Reads: 519
The last decade was about virtual machines, but the next one is about containers. Containers enable a service to run on any host at any time. Traditional tools are starting to show cracks because they were not designed for this level of application portability. Now is the time to look at new ways to deploy and manage applications at scale. In his session at @DevOpsSummit, Brian “Redbeard” Harrington, a principal architect at CoreOS, will examine how CoreOS helps teams run in production. Attende...
Jul. 2, 2015 11:17 AM EDT Reads: 500
"We have a tagline - "Power in the API Economy." What that means is everything that is built in applications and connected applications is done through APIs," explained Roberto Medrano, Executive Vice President at Akana, in this SYS-CON.tv interview at 16th Cloud Expo, held June 9-11, 2015, at the Javits Center in New York City.
Jul. 2, 2015 11:15 AM EDT Reads: 1,053
Malicious agents are moving faster than the speed of business. Even more worrisome, most companies are relying on legacy approaches to security that are no longer capable of meeting current threats. In the modern cloud, threat diversity is rapidly expanding, necessitating more sophisticated security protocols than those used in the past or in desktop environments. Yet companies are falling for cloud security myths that were truths at one time but have evolved out of existence.
Jul. 2, 2015 11:00 AM EDT Reads: 2,197
The cloud has transformed how we think about software quality. Instead of preventing failures, we must focus on automatic recovery from failure. In other words, resilience trumps traditional quality measures. Continuous delivery models further squeeze traditional notions of quality. Remember the venerable project management Iron Triangle? Among time, scope, and cost, you can only fix two or quality will suffer. Only in today's DevOps world, continuous testing, integration, and deployment upend...
Jul. 2, 2015 11:00 AM EDT Reads: 2,130
IT data is typically silo'd by the various tools in place. Unifying all the log, metric and event data in one analytics platform stops finger pointing and provides the end-to-end correlation. Logs, metrics and custom event data can be joined to tell the holistic story of your software and operations. For example, users can correlate code deploys to system performance to application error codes. In his session at DevOps Summit, Michael Demmer, VP of Engineering at Jut, will discuss how this can...
Jul. 2, 2015 10:46 AM EDT Reads: 442
"A lot of the enterprises that have been using our systems for many years are reaching out to the cloud - the public cloud, the private cloud and hybrid," stated Reuven Harrison, CTO and Co-Founder of Tufin, in this SYS-CON.tv interview at 16th Cloud Expo, held June 9-11, 2015, at the Javits Center in New York City.
Jul. 2, 2015 10:45 AM EDT Reads: 738