Tactical Advice

What Does Big Data Look Like?

When it comes to defining big data, look to the three V's for guidance.
What Does Big Data Look Like?

As a catch-all term, “big data” can be pretty nebulous, in the same way that the term “cloud” covers diverse technologies. Input data to big data systems could be chatter from social networks, web server logs, traffic flow sensors, satellite imagery, broadcast audio streams, banking transactions, MP3s of rock music, the content of web pages, scans of government documents, GPS trails, telemetry from automobiles, financial market data – the list goes on.

To help clarify matters, the three Vs of volume, velocity and variety are commonly used to characterize different aspects of big data. They’re a helpful lens through which to view and understand the nature of the data and the software platforms available to exploit them.

Volume

The benefit gained from the ability to process large amounts of information is the main attraction of big data analytics. Having more data beats out having better models: simple bits of math can be unreasonably effective given large amounts of data. If you could run that forecast taking into account 300 factors rather than six, could you predict demand better?

Volume presents the most immediate challenge to conventional IT structures. It calls for scalable storage and a distributed approach to querying. Many organizations already have large amounts of archived data, perhaps in the form of logs, but not the capacity to process it.

Velocity

The importance of data’s velocity — the increasing rate at which data flows into an organization — has followed a similar pattern to that of volume. Problems previously restricted to segments of industry are now presenting themselves in a much broader setting. Specialized companies, such as capital markets firms, have long turned to systems that cope with fast-moving data in order to gain advantage.

Variety

Rarely does data present itself in a form perfectly ordered and ready for processing. A common theme in big data systems is that the source data is diverse, and doesn’t fall into neat relational structures. It could be text from social networks, image data or a raw feed directly from a sensor source. None of these things come ready for integration into an application.

Sign up for our e-newsletter

About the Author

Samuel Greengard

Samuel is a business and technology writer based in West Linn, Oregon. For more information, visit his website: www.greengard.com and follow him on and Twitter:

Security

Why Cloud Security Is More E... |
Cloud protection services enable companies to keep up with security threats while...
Securing the Internet of Thi... |
As excitement around the connected-device future grows, technology vendors seek ways to...
Tools to Maintain Mobile Sec... |
Far-flung devices pose serious challenges, but a variety of technologies can help protect...

Storage

The New Backup Utility Proce... |
Just getting used to the Windows 8 workflow? Prepare for a change.
How to Perform Traditional W... |
With previous versions going unused, Microsoft radically reimagined the backup utility in...
5 Easy Ways to Build a Bette... |
While large enterprises have the resources of an entire IT department behind them, these...

Infrastructure Optimization

Why Cloud Security Is More E... |
Cloud protection services enable companies to keep up with security threats while...
Ensure Uptime Is in Your Dat... |
Power and cooling solutions support disaster recovery and create cost savings and...
The Value of Converged Infra... |
Improvements in security, management and efficiency are just a few of the benefits CI can...

Networking

Securing the Internet of Thi... |
As excitement around the connected-device future grows, technology vendors seek ways to...
How to Maximize WAN Bandwidt... |
Understand six common problems that plague wide area networks — and how to address them.
Linksys Makes a Comeback in... |
The networking vendor introduced several new Smart Switch products at Interop this week.

Mobile & Wireless

Now that Office for iPad Is... |
After waiting awhile for Microsoft’s productivity suite to arrive, professionals who use...
Visualization Can Help Busin... |
Companies need to put their data in formats that make it consumable anytime, anywhere.
Linksys Makes a Comeback in... |
The networking vendor introduced several new Smart Switch products at Interop this week.

Hardware & Software

Visualization Can Help Busin... |
Companies need to put their data in formats that make it consumable anytime, anywhere.
The Tools That Power Busines... |
Ever-evolving analytic software can greatly improve financial institutions’ decision-...
XP-iration Date: Today Is th... |
It’s officially lights out for Windows XP as an operating system. Here’s how the world is...