Welcome!

Cloud Expo Authors: Carmen Gonzalez, Roger Strukhoff, Pat Romanski, Mark R. Hinkle, Yeshim Deniz

Related Topics: Cloud Expo

Cloud Expo: Article

Is Big Data a Solution in Search of a Problem?

The trigger point of Big Data was when Google published its paper on the “Map-Reduce” algorithm

If you look at the predictions made for 2012, you will find a new entry which was not there last year. Be it Gartner, Forrester or McKenzie – “Big Data” finds a place in the prediction.

So, what is big data? Is it the next path breaking technology which will change everything or is it just a hype which will die down after sometime?

Let us take a realistic look at what the term big data mean and what problem it can solve.

What is "Big Data"?

(The Wikipedia page on Big Data is not that good. The clearest explanation I have found is from O’Reilly Radar – here is the link)

Here is a short explanation.

Big Data is the name given to the classes of technologies that needs to be used when your data volume becomes so much that the RDBMS technologies can no longer handle it.

Big data spans three dimensions (taken from this article of IBM):

  • Variety – Big data extends beyond structured data, including unstructured data of all varieties: text, audio, video, click streams, log files and more.
  • Velocity – Often time-sensitive, big data must be used as it is streaming in to the enterprise in order to maximize its value to the business.
  • Volume – Big data comes in one size: large. Enterprises are awash with data, easily amassing terabytes and even petabytes of information.

In short, if your data volume can be handled efficiently by RDBMS you NEED NOT worry about Big Data.

How did it all start?

With the advent of cloud computing which provided easy access to massive amount distributed computing power there was a realization RDBMS cannot be effectively parallelized. In fact CAP theorem states that Consistency, Availability & Partition Tolerance cannot simultaneously be guaranteed. This led to a No-SQL movement and multiple non-relational databases sprang up.

Trigger Point of Big Data happened when Google published the paper on the “Map-Reduce” algorithm. It involves processing of highly distributable problems across huge datasets using a large number of computers. Map-Reduce is at the heart of Google’s search engine.

Takeoff happened when Apache open source “Hadoop” project which created its own implementation of Map-Reduce. The largest Hadoop implementation is probably at Facebook.

In short: Big Data requires large DISTRIBUTED processing power.

Why would you want to process so much data?

There are 3 basic assumptions which are driving the big data movement:

  1. Faster analysis of larger operational data will help you make better decision
  2. More in-depth analysis of customer data will guide you to better customer segmentation
  3. Insight into larger data set will help you come up with innovative product design

Companies that have successfully leveraged this are Google, Facebook, Amazon, Walmart, Yahoo etc.

In short – the ASSUMPTION is that more data and faster analytics will lead to more innovation and better decision making.

Three Prerequisites for leveraging Big Data

Let us assume that your data volume is large enough and you have access to enough distributed processing power. Will that be sufficient for you to venture into big data?

No … you need three more things.

  1. Business problem which you think that the data at your disposal can help to resolve
  2. Set of questions to be answered through data analysis
  3. Algorithm to analyze the data – this is the domain of the new field Data Science

Big Data will be useful only if you are equipped with all these.

Therefore, for most of us, Big Data is a solution which is in search of a problem.

Related Articles

More Stories By Udayan Banerjee

Udayan Banerjee is CTO at NIIT Technologies Ltd, an IT industry veteran with more than 30 years' experience. He blogs at http://setandbma.wordpress.com.
The blog focuses on emerging technologies like cloud computing, mobile computing, social media aka web 2.0 etc. It also contains stuff about agile methodology and trends in architecture. It is a world view seen through the lens of a software service provider based out of Bangalore and serving clients across the world. The focus is mostly on...

  • Keep the hype out and project a realistic picture
  • Uncover trends not very apparent
  • Draw conclusion from real life experience
  • Point out fallacy & discrepancy when I see them
  • Talk about trends which I find interesting
Google

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.


@CloudExpo Stories
The Transparent Cloud-computing Consortium (abbreviation: T-Cloud Consortium) will conduct research activities into changes in the computing model as a result of collaboration between "device" and "cloud" and the creation of new value and markets through organic data processing High speed and high quality networks, and dramatic improvements in computer processing capabilities, have greatly changed the nature of applications and made the storing and processing of data on the network commonplace. ...
StackIQ offers a comprehensive software suite that automates the deployment, provisioning, and management of Big Infrastructure. With StackIQ’s software, you can spin up fully configured big data clusters, quickly and consistently — from bare-metal up to the applications layer — and manage them efficiently. Our software’s modular architecture allows customers to integrate nearly any application with the StackIQ software stack.
TechCrunch reported that "Berlin-based relayr, maker of the WunderBar, an Internet of Things (IoT) hardware dev kit which resembles a chunky chocolate bar, has closed a $2.3 million seed round, from unnamed U.S. and Switzerland-based investors. The startup had previously raised a €250,000 friend and family round, and had been on track to close a €500,000 seed earlier this year — but received a higher funding offer from a different set of investors, which is the $2.3M round it’s reporting."...
SimpleECM is the only platform to offer a powerful combination of enterprise content management (ECM) services, capture solutions, and third-party business services providing simplified integrations and workflow development for solution providers. SimpleECM is opening the market to businesses of all sizes by reinventing the delivery of ECM services. Our APIs make the development of ECM services simple with the use of familiar technologies for a frictionless integration directly into web applicat...
Software AG helps organizations transform into Digital Enterprises, so they can differentiate from competitors and better engage customers, partners and employees. Using the Software AG Suite, companies can close the gap between business and IT to create digital systems of differentiation that drive front-line agility. We offer four on-ramps to the Digital Enterprise: alignment through collaborative process analysis; transformation through portfolio management; agility through process automation...
Cloudwick, the leading big data DevOps service and solution provider to the Fortune 1000, announced Big Loop, its multi-vendor operations platform. Cloudwick Big Loop creates greater collaboration between Fortune 1000 IT staff, developers and their database management systems as well as big data vendors. This allows customers to comprehensively manage and oversee their entire infrastructure, which leads to more successful production cluster operations, and scale-out. Cloudwick Big Loop supports ...
The 3rd International Internet of @ThingsExpo, co-located with the 16th International Cloud Expo - to be held June 9-11, 2015, at the Javits Center in New York City, NY - announces that its Call for Papers is now open. The Internet of Things (IoT) is the biggest idea since the creation of the Worldwide Web more than 20 years ago.
The Industrial Internet revolution is now underway, enabled by connected machines and billions of devices that communicate and collaborate. The massive amounts of Big Data requiring real-time analysis is flooding legacy IT systems and giving way to cloud environments that can handle the unpredictable workloads. Yet many barriers remain until we can fully realize the opportunities and benefits from the convergence of machines and devices with Big Data and the cloud, including interoperability, da...
All major researchers estimate there will be tens of billions devices - computers, smartphones, tablets, and sensors - connected to the Internet by 2020. This number will continue to grow at a rapid pace for the next several decades. Over the summer Gartner released its much anticipated annual Hype Cycle report and the big news is that Internet of Things has now replaced Big Data as the most hyped technology. Indeed, we're hearing more and more about this fascinating new technological paradigm. ...
In his session at 15th Cloud Expo, Mark Hinkle, Senior Director, Open Source Solutions at Citrix Systems Inc., will provide overview of the open source software that can be used to deploy and manage a cloud computing environment. He will include information on storage, networking(e.g., OpenDaylight) and compute virtualization (Xen, KVM, LXC) and the orchestration(Apache CloudStack, OpenStack) of the three to build their own cloud services.
The Internet of Things needs an entirely new security model, or does it? Can we save some old and tested controls for the latest emerging and different technology environments? In his session at Internet of @ThingsExpo, Davi Ottenheimer, EMC Senior Director of Trust, will review hands-on lessons with IoT devices and reveal privacy options and a new risk balance you might not expect.
SYS-CON Events announced today that Objectivity, Inc., the leader in real-time, complex Big Data solutions, will exhibit at 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. Objectivity, Inc. is the Enterprise Database leader of real-time, complex Big Data solutions. Our leading edge technologies – InfiniteGraph®, The Distributed Graph Database™ and Objectivity/DB®, a distributed and scalable object ma...
In their session at DevOps Summit, Stan Klimoff, CTO of Qubell, and Mike Becker, Senior Data Engineer for RingCentral, will share the lessons learned from implementing CI/CD pipeline on AWS for a customer analytics project powered by Cloudera Hadoop, HP Vertica and Tableau. Stan Klimoff is CTO of Qubell, the enterprise DevOps platform. Stan has more than a decade of experience building distributed systems for companies such as eBay, Cisco and Seagate. Qubell is helping enterprises to become mor...
The major cloud platforms defy a simple, side-by-side analysis. Each of the major IaaS public-cloud platforms offers their own unique strengths and functionality. Options for on-site private cloud are diverse as well, and must be designed and deployed while taking existing legacy architecture and infrastructure into account. Then the reality is that most enterprises are embarking on a hybrid cloud strategy and programs. In this Power Panel at 15th Cloud Expo, moderated by Ashar Baig, Research ...
What are the benefits of using an enterprise-grade orchestration platform? In their session at 15th Cloud Expo, Jeff Tegethoff, CEO of Appcore, and Kedar Poduri, Senior Director of Product Management at Citrix Systems, will take a closer look at the architectural design factors needed to support diverse workloads and how to run these workloads efficiently as a service provider. They will also discuss how to deploy private cloud environments in 15 minutes or less.
Seagate has a strong track record of collaborating with others to develop better cloud solutions. The Seagate Cloud Builder Alliance program, for example, leverages the company’s knowledge of storage and cloud-optimized solutions to give cloud service providers the customized, flexible and scalable server and storage solutions to meet the high levels of service their customers demand. Seagate also is a member of the OpenStack Foundation and Open Compute Project to help define and promote open-so...
Big Data means many things to many people. From November 4-6 at the Santa Clara Convention Center, thousands of people will gather at Big Data Expo to discuss what it means to them, how they are implementing it, and how Big Data plays an integral role in the maturing cloud computing world and emerging Internet of Things. Attend Big Data Expo and make your contribution. Register for Big Data Expo "FREE" with Discount Code "BigDataOCTOBER" by October 31
IBM and SAP announced a major strategic agreement that integrates Big Blue's datacenter capabilities with Big Hasso's ongoing HANA cloud-based database initiative. IBM is investing $1.2 billion to build 15 new datacesnters as part of its SoftLayer acquisition and expansion, and will also use its existing IBM Cloud servers to support the new agreement with SAP. The announcement was made jointly in Armonk, NY and Walldorf, Germany. IBM is described by SAP as a “premier strategic provider” of cl...
SYS-CON Events announced today that Cloudian, Inc., the leading provider of hybrid cloud storage solutions, has been named “Bronze 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. Cloudian is a Foster City, Calif.-based software company specializing in cloud storage. Cloudian HyperStore® is an S3-compatible cloud object storage platform that enables service providers and enterprises to bui...
SAP is delivering break-through innovation combined with fantastic user experience powered by the market-leading in-memory technology, SAP HANA. In his General Session at 15th Cloud Expo, Thorsten Leiduck, VP ISVs & Digital Commerce, SAP, will discuss how SAP and partners provide cloud and hybrid cloud solutions as well as real-time Big Data offerings that help companies of all sizes and industries run better. SAP launched an application challenge to award the most innovative SAP HANA and SAP ...