There is no doubt that Big Data is here and getting bigger every day. Building a Big Data infrastructure today is no easy task. There are an enormous number of choices for database engines and technologies. To make things even more challenging, requirements are getting more sophisticated, and the standard paradigm of supporting historical analytics queries is often just one facet of what is needed. As Big Data growth continues, organizations are demanding real-time access to data, allowing immediate and actionable interpretation of events as they happen. Another aspect concerns how to deliver ...| By Adrian Bridgwater | Article Rating: |
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| October 13, 2014 11:45 PM EDT | Reads: |
2,725 |
What Kinds of People Live on Planet Hadoop?
Labor market analytics firm Wanted Analytics recently assessed the market for technology professionals and found that demand for people with proficient levels of Hadoop expertise had skyrocketed by around 33% since last year - it is true, Hadoop is hard technology to master and the labor market is not exactly flooded with an over-abundance of skilled practitioners.
Hadoop has been called a foundational technology, rather than ‘just' a database by some commentators - this almost pushes it towards being an ‘environment' rather than it being a single software product... and this all goes towards making Hadoop even harder to master, many will agree.
Interestingly, we can essentially define Hadoop as a free Java-based ‘programming framework' that supports the processing of large data sets in a distributed computing environment with robust data processing and storage power.

Hadoop confusion
Is Hadoop a foundational technology, a data environment or programming framework? It is all of these things of course, but this may be where some of the challenge (and, specifically, the skills challenge) lies.
What kinds of people live on Planet Hadoop? Well, quite apart from being able to breath a noxious mixture of data, storage and Java-flavored oxygen, Hadoop native beings (we'll call them Hadoopers) are deeply innovative.
Hadoopers are the kind of people that are driven by an inherent desire to push the ‘analytics envelope' so far forward that it becomes an operational business process that in itself drives innovation - and therefore greater profits.
These are the sort of people who are prepared to help ‘industrialize the analytical process' and make it part of the way a firm operates from first principles. As Adrian Jones of SAS has put it, the analytics factory provides an approach that offers flexibility for analysts and a structured framework for governance.
"Your data preparation process should make it easy to quickly move between the two states. This step requires the creativity of the business combined with the process and operational efficiency of IT. Taking a factory approach to data preparation will remove this gray area from many organizations, reducing the conflict that comes through duplications and inefficiencies," writes Jones.
Hard-wired into Hadoop
As operational processes throughout the business start to get hard-wired into Hadoop, we see analytics deployed in a production state where it becomes part of the core workflow of all operations across the business - the truly analytical company starts to flourish from this point onward.
This Hadoop planet (or company, or environment, or biosphere) is populated by people with ability and aptitude of course; Hadoop is no place for dummies unfortunately... but what other traits to Hadoopers exhibit?
"Resourcefully creative with an ability to think on their feet," - would be a good way of describing these folk, i.e., they are capable of surveying the analytics landscape and knowing instinctively which datasets to combine, splice, analyze and focus on - but more than anything, they can perceive the kind of outcome that ‘might' be useful without actually knowing how it should initially be quantified and qualified.
A steely stoicism
Being able to convert the analytic process into an operational process requires an aptitude for practicality and a steely stoicism with the patience to wait and look for the right outcomes.
Really successful Hadoopers are corporate beasts with an appreciation for their company's regulatory processes and systems, i.e., there's not much point in producing great Hadoop analytics if it remains untamed analytics. Good corporate Hadoop citizens are capable of making Hadoop insights ‘universally accessible' so that every stakeholder in the organization gets the appropriate level of access.
As Fiona McNeill, Product Marketing, SAS, puts it, "The difference with analytically mature, innovative organizations, is that insights are universally accessible - whether you work in HR, finance, sales, logistics, marketing or services. The data is recognized as a corporate asset and analytical methods become intellectual property."
Nimble feet, fingers and foreheads
This discussion could go on and on. Good Hadoop pros exhibit many, many attributes, but one that is appropriate to finish with is nimbleness. Although this term ‘nimble' has become hackneyed, overused and overtired across the IT industry, we will bid to use it this one last time.
Hadoop is all about trial and error in terms of finding out what works best in relation to any particular analytics job. Nimble Hadoopers are unyielding in their ability to keep trying out analytics scenarios until they get what they need - or, perhaps more important, until they get what they want for the business.
These are some of the many elements currently populating the prosperous parts of Hadoop, whether we survive in this brave new world or not is dependent on our ability to be this kind of Hadooper - welcome to the new world.
This post is brought to you by SAS.
SAS is a leader in business analytics software and services and the largest independent vendor in the business intelligence market.
Published October 13, 2014 Reads 2,725
Copyright © 2014 SYS-CON Media, Inc. — All Rights Reserved.
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Adrian Bridgwater is a freelance journalist and corporate content creation specialist focusing on cross platform software application development as well as all related aspects software engineering, project management and technology as a whole.
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"There is a natural synchronization between the business models, the IoT is there to support ,” explained Brendan O'Brien, Co-founder and Chief Architect of Aria Systems, in this SYS-CON.tv interview at the 15th International Cloud Expo®, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
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According to a recent IDG Research Services Survey this rate of traffic will only grow. What's driving t...
The 3rd International @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 it is now accepting Keynote Proposals.
The Internet of Things (IoT) is the most profound change in personal and enterprise IT since the creation of the Worldwide Web more than 20 years ago.
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.
One of the biggest challenges when developing connected devices is identifying user value and delivering it through successful user experiences.
In his session at Internet of @ThingsExpo, Mike Kuniavsky, Principal Scientist, Innovation Services at PARC, described an IoT-specific approach to user experience design that combines approaches from interaction design, industrial design and service design to create experiences that go beyond simple connected gadgets to create lasting, multi-device experiences grounded in people's real needs and desires.
Cloud Expo 2014 TV commercials will feature @ThingsExpo, which was launched in June, 2014 at New York City's Javits Center as the largest 'Internet of Things' event in the world.
Enthusiasm for the Internet of Things has reached an all-time high. In 2013 alone, venture capitalists spent more than $1 billion dollars investing in the IoT space. With "smart" appliances and devices, IoT covers wearable smart devices, cloud services to hardware companies. Nest, a Google company, detects temperatures inside homes and automatically adjusts it by tracking its user's habit. These technologies are quickly developing and with it come challenges such as bridging infrastructure gaps, abiding by privacy concerns and making the concept a reality. These challenges can't be addressed w...
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The Internet of Things (IoT) is the biggest idea since the creation of the Worldwide Web more than 20 years ago.
Cultural, regulatory, environmental, political and economic (CREPE) conditions over the past decade are creating cross-industry solution spaces that require processes and technologies from both the Internet of Things (IoT), and Data Management and Analytics (DMA). These solution spaces are evolving into Sensor Analytics Ecosystems (SAE) that represent significant new opportunities for organizations of all types. Public Utilities throughout the world, providing electricity, natural gas and water, are pursuing SmartGrid initiatives that represent one of the more mature examples of SAE. We have s...
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In the IoT vision, every new "thing" - sensor, actuator, data source, data con...
The Internet of Things is tied together with a thin strand that is known as time. Coincidentally, at the core of nearly all data analytics is a timestamp.
When working with time series data there are a few core principles that everyone should consider, especially across datasets where time is the common boundary.
In his session at Internet of @ThingsExpo, Jim Scott, Director of Enterprise Strategy & Architecture at MapR Technologies, discussed single-value, geo-spatial, and log time series data.
By focusing on enterprise applications and the data center, he will use OpenTSDB as an example t...
How do APIs and IoT relate? The answer is not as simple as merely adding an API on top of a dumb device, but rather about understanding the architectural patterns for implementing an IoT fabric. There are typically two or three trends:
Exposing the device to a management framework
Exposing that management framework to a business centric logic
Exposing that business layer and data to end users.
This last trend is the IoT stack, which involves a new shift in the separation of what stuff happens, where data lives and where the interface lies. For instance, it's a mix of architectural styles ...
An entirely new security model is needed for the Internet of Things, or is it? Can we save some old and tested controls for this new and different environment? In his session at @ThingsExpo, New York's at the Javits Center, Davi Ottenheimer, EMC Senior Director of Trust, reviewed hands-on lessons with IoT devices and reveal a new risk balance you might not expect. Davi Ottenheimer, EMC Senior Director of Trust, has more than nineteen years' experience managing global security operations and assessments, including a decade of leading incident response and digital forensics. He is co-author of t...
The Internet of Things will greatly expand the opportunities for data collection and new business models driven off of that data. In her session at @ThingsExpo, Esmeralda Swartz, CMO of MetraTech, discussed how for this to be effective you not only need to have infrastructure and operational models capable of utilizing this new phenomenon, but increasingly service providers will need to convince a skeptical public to participate.
Get ready to show them the money!
The Internet of Things will put IT to its ultimate test by creating infinite new opportunities to digitize products and services, generate and analyze new data to improve customer satisfaction, and discover new ways to gain a competitive advantage across nearly every industry. In order to help corporate business units to capitalize on the rapidly evolving IoT opportunities, IT must stand up to a new set of challenges.
In his session at @ThingsExpo, Jeff Kaplan, Managing Director of THINKstrategies, will examine why IT must finally fulfill its role in support of its SBUs or face a new round of...
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.
Connected devices and the Internet of Things are getting significant momentum in 2014.
In his session at Internet of @ThingsExpo, Jim Hunter, Chief Scientist & Technology Evangelist at Greenwave Systems, examined three key elements that together will drive mass adoption of the IoT before the end of 2015. The first element is the recent advent of robust open source protocols (like AllJoyn and WebRTC) that facilitate M2M communication. The second is broad availability of flexible, cost-effective storage designed to handle the massive surge in back-end data in a world where timely analytics is e...
We are reaching the end of the beginning with WebRTC, and real systems using this technology have begun to appear. One challenge that faces every WebRTC deployment (in some form or another) is identity management. For example, if you have an existing service – possibly built on a variety of different PaaS/SaaS offerings – and you want to add real-time communications you are faced with a challenge relating to user management, authentication, authorization, and validation. Service providers will want to use their existing identities, but these will have credentials already that are (hopefully) i...
"Matrix is an ambitious open standard and implementation that's set up to break down the fragmentation problems that exist in IP messaging and VoIP communication," explained John Woolf, Technical Evangelist at Matrix, in this SYS-CON.tv interview at @ThingsExpo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
P2P RTC will impact the landscape of communications, shifting from traditional telephony style communications models to OTT (Over-The-Top) cloud assisted & PaaS (Platform as a Service) communication services. The P2P shift will impact many areas of our lives, from mobile communication, human interactive web services, RTC and telephony infrastructure, user federation, security and privacy implications, business costs, and scalability.
In his session at @ThingsExpo, Robin Raymond, Chief Architect at Hookflash, will walk through the shifting landscape of traditional telephone and voice services ...
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