Welcome!

Big Data Journal Authors: Pat Romanski, Haim Koshchitzky, Liz McMillan, Gary Kaiser, Elizabeth White

Related Topics: Big Data Journal, Java, XML, SOA & WOA, .NET, Cloud Expo

Big Data Journal: Article

Simplified Data Retention on a Massive Scale Speeds Access to Big Data

Organizations can gain competitive advantages when able to rely on data retention for improved decision making & trend analysis

There are numerous applications for cost-effective data retention. Organizations can gain substantial competitive advantages when able to rely on data retention for improved decision making and trend analysis. Research enterprises can make use of large scale data sets enabling them to study information more completely than ever before.

Simplified data retention on a massive scale speeds up access time to Big Data. Big Data is defined as large-scale data sets that are too large to analyze and manage using ordinary methods. This data in both structured and unstructured form is valuable and comes from sources such as trading systems.

In many cases existing systems cannot process data of this variety and volume. Some organizations store such data in file systems so as not to overburden their databases. This may be a temporary stop gap, but it will not suffice in the long run. Because Big Data is increasing at an exponential rate, this is only a temporary solution. It's likely that machine-generated data will exceed the processing capability of conventional systems. The cost of extracting this data can be so high that many organizations will just shy away from it.

Today technology is just beginning to address Big Data issues. Many organizations try to apply existing strategies to manage this data effectively. Standard methods from relational database queries to complex analysis tools are being used. Data retention software is also being applied to extract relevant information from Big Data sources.

Currently Big Data retention technology is available that is scalable and easy to implement. Using this technology it's possible to access Big Data online using SQL along with business intelligence software. Components of this type of system are storage platforms with specialized software and a specialized massive scale data repository developed for data retention online. This unique Big Data management system is scalable and designed to process machine-generated data at 40:11 compression ratios while maintaining its online availability.

Organizations that need to process Big Data may benefit by using databases specifically designed for this purpose. Such databases will prove cost-effective and are currently being used in numerous organizations internationally. Such databases work in parallel allowing tens of billions of records to be processed each day. At the same time, the retention capability is practically limitless. This database can fit content addressable storage (CAS), direct attach storage (DAS), and storage area network (SAN). Some of the benefits of this data storage and retrieval system are reduction in infrastructure through reduction in physical storage demand and effective, configurable record management.

One Big Data retention solution has three components. The first is paired server level service managers that share metadata and provide import and query capability. The second is a data archive residing on a cluster services node as well as storage nodes. It's designed with enough scalability to process billions of objects. The third component consists of shared storage that can be local direct access storage, a network file system or a comprehensive clustered file system.

This type of system was recently tested on 508 GB of artificially generated using stock trading test data, modeled after NASDAQ. Performance test results for data import showed a rate of close to 12 billion records imported within an hour. Data compression resulted in a data reduction of 476.1 GB. The archive data was only about 6.3% of the original size prior to compression. A SQL query was executed selecting the three largest volume stocks having trades of well over 4 million per day. This query against 11.6 billion records took approximately 5.5 seconds to execute.

Big Data is high-volume, high-velocity and perhaps highly variable as well. Big Data retention solutions can lead to better decision making, new discoveries and even process optimization. Science is a major area that can benefit from Big Data solutions. Meteorology is just one example that can reap rewards by using new technological advances in data retention on a massive scale. The ability to do research and analysis with extremely large sets of data gives greater understanding to those who are modeling weather, oceanographic conditions, the economy or social trends. With new cost-effective technology available many new organizations will consider the possibilities of Big Data retention in their enterprise.

More Stories By Alan McMahon

Alan McMahon works for Dell. He has worked for Dell for the past 13 years and is involved in enterprise solution design across a range of products from servers and storage to virtualization. He now focuses his attention on marketing for Dell. He is based in Ireland and enjoys sailing as a past time.

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.


Cloud Expo Breaking News
Cloud Computing is evolving into a Big Three of Amazon Web Services, Google Cloud, and Microsoft Azure. Cloud 360: Multi-Cloud Bootcamp, being held Nov 4–5, 2014, in conjunction with 15th Cloud Expo in Santa Clara, CA, delivers a real-world demonstration of how to deploy and configure a scalable and available web application on all three platforms. The Cloud 360 Bootcamp, led by Janakiram MSV, an analyst with Gigaom Research, is the first bootcamp that introduces the core concepts of Infrastructure as a Service (IaaS) based on the workings of the Big Three platforms – Amazon EC2, Google Compute Engine, and Azure VMs. Bootcamp attendees will get to see the big picture and also receive the knowledge needed to make the best cloud decisions for their business applications and entire enterprise IT organization.
Scott Jenson leads a project called The Physical Web within the Chrome team at Google. Project members are working to take the scalability and openness of the web and use it to talk to the exponentially exploding range of smart devices. Nearly every company today working on the IoT comes up with the same basic solution: use my server and you'll be fine. But if we really believe there will be trillions of these devices, that just can't scale. We need a system that is open a scalable and by using the URL as a basic building block, we open this up and get the same resilience that the web enjoys.
The Internet of Things is a natural complement to the cloud and related technologies such as Big Data, analytics, and mobility. In his session at Internet of @ThingsExpo, Joe Weinman will lay out four generic strategies – digital disciplines – to exploit emerging digital technologies for strategic advantage. Joe Weinman has held executive leadership positions at Bell Labs, AT&T, Hewlett-Packard, and Telx, in areas such as corporate strategy, business development, product management, operations, and R&D.
SYS-CON Events announced today that DevOps.com has been named “Media Sponsor” of SYS-CON's “DevOps Summit at Cloud Expo,” which will take place on June 10–12, 2014, at the Javits Center in New York City, New York. DevOps.com is where the world meets DevOps. It is the largest collection of original content relating to DevOps on the web today Featuring up-to-the-minute news, feature stories, blogs, bylined articles and more, DevOps.com is where the thought leaders of the DevOps movement make their ideas known.
There are 182 billion emails sent every day, generating a lot of data about how recipients and ISPs respond. Many marketers take a more-is-better approach to stats, preferring to have the ability to slice and dice their email lists based numerous arbitrary stats. However, fundamentally what really matters is whether or not sending an email to a particular recipient will generate value. Data Scientists can design high-level insights such as engagement prediction models and content clusters that allow marketers to cut through the noise and design their campaigns around strong, predictive signals, rather than arbitrary statistics. SendGrid sends up to half a billion emails a day for customers such as Pinterest and GitHub. All this email adds up to more text than produced in the entire twitterverse. We track events like clicks, opens and deliveries to help improve deliverability for our customers – adding up to over 50 billion useful events every month. While SendGrid data covers only abo...
SYS-CON Events announced today that the Web Host Industry Review has been named “Media Sponsor” of SYS-CON's 15th International Cloud Expo®, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Since 2000, The Web Host Industry Review has made a name for itself as the foremost authority of the Web hosting industry providing reliable, insightful and comprehensive news, reviews and resources to the hosting community. TheWHIR Blogs provides a community of expert industry perspectives. The Web Host Industry Review Magazine also offers a business-minded, issue-driven perspective of interest to executives and decision-makers. WHIR TV offers on demand web hosting video interviews and web hosting video features of the key persons and events of the web hosting industry. WHIR Events brings together like-minded hosting industry professionals and decision-makers in local communities. TheWHIR is an iNET Interactive property.
SYS-CON Events announced today that O'Reilly Media has been named “Media Sponsor” of SYS-CON's 15th International Cloud Expo®, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. O'Reilly Media spreads the knowledge of innovators through its books, online services, magazines, and conferences. Since 1978, O'Reilly Media has been a chronicler and catalyst of cutting-edge development, homing in on the technology trends that really matter and spurring their adoption by amplifying "faint signals" from the alpha geeks who are creating the future. An active participant in the technology community, the company has a long history of advocacy, meme-making, and evangelism.
SYS-CON Events announced today that Verizon has been named “Gold Sponsor” of SYS-CON's 15th International Cloud Expo®, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Verizon Enterprise Solutions creates global connections that generate growth, drive business innovation and move society forward. With industry-specific solutions and a full range of global wholesale offerings provided over the company's secure mobility, cloud, strategic networking and advanced communications platforms, Verizon Enterprise Solutions helps open new opportunities around the world for innovation, investment and business transformation. Visit verizonenterprise.com to learn more.
SYS-CON Events announced today that TMCnet has been named “Media Sponsor” of SYS-CON's 15th International Cloud Expo®, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Technology Marketing Corporation (TMC) is the world's leading business to business and integrated marketing media company, servicing niche markets within the communications and technology industries.
"In my session I spoke about enterprise cloud analytics and how we can leverage analytics as a service," explained Ajay Budhraja, CTO at the Department of Justice, in this SYS-CON.tv interview at the 14th International Cloud Expo®, held June 10-12, 2014, at the Javits Center in New York City. Cloud Expo® 2014 Silicon Valley, November 4–6, at the Santa Clara Convention Center in Santa Clara, CA, will feature technical sessions from a rock star conference faculty and the leading Cloud industry players in the world.
"We are automated capacity control software, which basically looks at all the supply and demand and running a virtual cloud environment and does a deep analysis of that and says where should things go," explained Andrew Hillier, Co-founder & CTO of CiRBA, in this SYS-CON.tv interview at the 14th International Cloud Expo®, held June 10-12, 2014, at the Javits Center in New York City. Cloud Expo® 2014 Silicon Valley, November 4–6, at the Santa Clara Convention Center in Santa Clara, CA, will feature technical sessions from a rock star conference faculty and the leading Cloud industry players in the world.
“We are starting to see people move beyond the commodity cloud and enterprises need to start focusing on additional value added services in order to really drive their adoption," explained Jason Mondanaro, Director of Product Management at MetraTech, in this SYS-CON.tv interview at the 14th International Cloud Expo®, held June 10-12, 2014, at the Javits Center in New York City. Cloud Expo® 2014 Silicon Valley, November 4–6, at the Santa Clara Convention Center in Santa Clara, CA, will feature technical sessions from a rock star conference faculty and the leading Cloud industry players in the world.
Almost everyone sees the potential of Internet of Things but how can businesses truly unlock that potential. The key will be in the ability to discover business insight in the midst of an ocean of Big Data generated from billions of embedded devices via Systems of Discover. Businesses will also need to ensure that they can sustain that insight by leveraging the cloud for global reach, scale and elasticity. In his session at Internet of @ThingsExpo, Mac Devine, Distinguished Engineer at IBM, will discuss bringing these three elements together via Systems of Discover.
The Internet of Things promises to transform businesses (and lives), but navigating the business and technical path to success can be difficult to understand. In his session at 15th Internet of @ThingsExpo, Chad Jones, Vice President, Product Strategy of LogMeIn's Xively IoT Platform, will show you how to approach creating broadly successful connected customer solutions using real world business transformation studies including New England BioLabs and more.
All too many discussions about DevOps conclude that the solution is an all-purpose player: developer and operations guru, complete with pager for round-the-clock duty. For most organizations that is not the way forward. In his session at DevOps Summit, Bernard Golden, Vice President of Strategy at ActiveState, will discuss how to achieve the agility and speed of end-to-end automation without requiring an organization stocked with Supermen and Superwomen.