Welcome!

Machine Learning Authors: Elizabeth White, Mark Ross-Smith, Dana Gardner, Jyoti Bansal, Peter Silva

Related Topics: @BigDataExpo, Open Source Cloud, Agile Computing, @CloudExpo, Apache, SDN Journal

@BigDataExpo: Blog Feed Post

Five Questions Around Big Data

Data is the new currency of business and we are in the era of data-intensive computing

Data is the new currency of business and we are in the era of data-intensive computing. Much has been written on Big Data throughout 2012 and customers around the world are struggling to figure out its significance to their businesses. Someone said there are 3 I’s to Big Data

  • Immediate (I must do something right away)
  • Intimidating (what will happen if I don’t take advantage of Big Data)
  • Ill-defined (the term is so broad that I’m not clear what it means).

In this blog post, I would like to pose five key questions that customers must find answers to with regards to Big Data. So here goes.

1. Do I understand my data and do I have a data strategy?
There are varieties of data – customer transaction data, operational data, documents/emails and other unstructured data, clickstream data, sensor data, audio streams, video streams, etc. Do I have a clear understanding the 3V’s of Big Data – Volume, Velocity, and Variety? What is data “in motion” vs. data “in rest”? Data in motion demands split-second decisions and do I have such tools? Every data source must be understood followed by their attributes and growth projections.

Customers must have an overall data strategy based on their business importance. For example, business critical data must be highly reliable, secure and of high performance. A data policy must be in place to take care of volume, growth, retention, security and compliance needs.

2. What are my reporting needs to transform my business and give me insights for growth?
Businesses are transforming to stay ahead of the competition. While we asked, “what happened” in the past, now it is “why did it happen and what is going to happen?”. From data collection, we have to move to data analysis. Instead of analyzing existing business, we must create new business. Therefore, the retail industry wants to give “today’s recommendation” on the fly to clients; internal IT needs operational intelligence to make it more efficient; customer service must provide customer insight; and fraud management must look at social profiles to reduce fraud. The list goes on…

Do you have a clear understanding of your reporting needs via data visualization on mobile devices like the iPad with touch interface? You will need a strategy of all the analytic tools for key employees/executives to make quick business-relevant decisions.

3. How do I drastically reduce my TCO of Data Warehousing and BI?
Many large enterprises are spending millions of dollars to move operational data to a data warehouse via ETL tools (Extraction, Transformation, Loading). This can be expensive and time consuming. Sears, for example, has a slogan “ETL must die”. By moving to Hadoop, they reduced the ETL time from 20 hours to 17 minutes. They claim serious cost reductions by moving from traditional ETL to direct loading of raw data to Hadoop servers. Today’s implementations must be studied for price-performance and newer technologies can bring down costs and improve processing time drastically. Would you like to develop reports in days rather than weeks?

4. How does Big Data co-exist with my current OLTP and DW data?
All enterprises have business-critical operational systems (OLTP). These are using traditional DBMS systems (such as Oracle, DB2, IMS, etc.). They also created separate Data Warehousing systems with BI tools for analysis. Now the new world of Internet data such as chatters from social networks and Web Log data (digital exhaust) are adding to the complexity. What is your approach to data integration of the legacy vs. new data?

5. What is the right technology for my needs?
I keep hearing so many new terms and vendor names – Hadoop, Cloudera, Hortonworks, Datameer, NoSQL, MongoDB, Map-reduce, Data Appliance, HBase, etc. It surely can be very confusing!

I need to know what is the right technology for my needs. If I have petabyte volumes data coming from various sources, what technology can I implement to efficiently handle that? Then, how do I get relevant information from that pile to help my business insights? I also need to know what skills I need to do that and the cost. I need an implementation roadmap for getting value from all the data that my business is coming up with.

Read the original blog entry...

More Stories By Jnan Dash

Jnan Dash is Senior Advisor at EZShield Inc., Advisor at ScaleDB and Board Member at Compassites Software Solutions. He has lived in Silicon Valley since 1979. Formerly he was the Chief Strategy Officer (Consulting) at Curl Inc., before which he spent ten years at Oracle Corporation and was the Group Vice President, Systems Architecture and Technology till 2002. He was responsible for setting Oracle's core database and application server product directions and interacted with customers worldwide in translating future needs to product plans. Before that he spent 16 years at IBM. He blogs at http://jnandash.ulitzer.com.

@CloudExpo Stories
20th Cloud Expo, taking place June 6-8, 2017, at the Javits Center in New York City, NY, will feature technical sessions from a rock star conference faculty and the leading industry players in the world. Cloud computing is now being embraced by a majority of enterprises of all sizes. Yesterday's debate about public vs. private has transformed into the reality of hybrid cloud: a recent survey shows that 74% of enterprises have a hybrid cloud strategy.
Discover top technologies and tools all under one roof at April 24–28, 2017, at the Westin San Diego in San Diego, CA. Explore the Mobile Dev + Test and IoT Dev + Test Expo and enjoy all of these unique opportunities: The latest solutions, technologies, and tools in mobile or IoT software development and testing. Meet one-on-one with representatives from some of today's most innovative organizations
@DevOpsSummit taking place June 6-8, 2017 at Javits Center, New York City, is co-located with the 20th International Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. @DevOpsSummit at Cloud Expo New York Call for Papers is now open.
DevOps is being widely accepted (if not fully adopted) as essential in enterprise IT. But as Enterprise DevOps gains maturity, expands scope, and increases velocity, the need for data-driven decisions across teams becomes more acute. DevOps teams in any modern business must wrangle the ‘digital exhaust’ from the delivery toolchain, "pervasive" and "cognitive" computing, APIs and services, mobile devices and applications, the Internet of Things, and now even blockchain. In this power panel at @...
SYS-CON Events announced today that Catchpoint Systems, Inc., a provider of innovative web and infrastructure monitoring solutions, has been named “Silver Sponsor” of SYS-CON's DevOps Summit at 18th Cloud Expo New York, which will take place June 7-9, 2016, at the Javits Center in New York City, NY. Catchpoint is a leading Digital Performance Analytics company that provides unparalleled insight into customer-critical services to help consistently deliver an amazing customer experience. Designed ...
Data is the fuel that drives the machine learning algorithmic engines and ultimately provides the business value. In his session at Cloud Expo, Ed Featherston, a director and senior enterprise architect at Collaborative Consulting, discussed the key considerations around quality, volume, timeliness, and pedigree that must be dealt with in order to properly fuel that engine.
"A lot of times people will come to us and have a very diverse set of requirements or very customized need and we'll help them to implement it in a fashion that you can't just buy off of the shelf," explained Nick Rose, CTO of Enzu, in this SYS-CON.tv interview at 18th Cloud Expo, held June 7-9, 2016, at the Javits Center in New York City, NY.
The WebRTC Summit New York, to be held June 6-8, 2017, at the Javits Center in New York City, NY, announces that its Call for Papers is now open. Topics include all aspects of improving IT delivery by eliminating waste through automated business models leveraging cloud technologies. WebRTC Summit is co-located with 20th International Cloud Expo and @ThingsExpo. WebRTC is the future of browser-to-browser communications, and continues to make inroads into the traditional, difficult, plug-in web co...
In 2014, Amazon announced a new form of compute called Lambda. We didn't know it at the time, but this represented a fundamental shift in what we expect from cloud computing. Now, all of the major cloud computing vendors want to take part in this disruptive technology. In his session at 20th Cloud Expo, John Jelinek IV, a web developer at Linux Academy, will discuss why major players like AWS, Microsoft Azure, IBM Bluemix, and Google Cloud Platform are all trying to sidestep VMs and containers...
Buzzword alert: Microservices and IoT at a DevOps conference? What could possibly go wrong? In this Power Panel at DevOps Summit, moderated by Jason Bloomberg, the leading expert on architecting agility for the enterprise and president of Intellyx, panelists peeled away the buzz and discuss the important architectural principles behind implementing IoT solutions for the enterprise. As remote IoT devices and sensors become increasingly intelligent, they become part of our distributed cloud enviro...
SYS-CON Events announced today that MobiDev, a client-oriented software development company, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place June 6-8, 2017, at the Javits Center in New York City, NY, and the 21st International Cloud Expo®, which will take place October 31-November 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. MobiDev is a software company that develops and delivers turn-key mobile apps, websites, web services, and complex softw...
DevOps tends to focus on the relationship between Dev and Ops, putting an emphasis on the ops and application infrastructure. But that’s changing with microservices architectures. In her session at DevOps Summit, Lori MacVittie, Evangelist for F5 Networks, will focus on how microservices are changing the underlying architectures needed to scale, secure and deliver applications based on highly distributed (micro) services and why that means an expansion into “the network” for DevOps.
Choosing the right cloud for your workloads is a balancing act that can cost your organization time, money and aggravation - unless you get it right the first time. Economics, speed, performance, accessibility, administrative needs and security all play a vital role in dictating your approach to the cloud. Without knowing the right questions to ask, you could wind up paying for capacity you'll never need or underestimating the resources required to run your applications.
WebRTC is about the data channel as much as about video and audio conferencing. However, basically all commercial WebRTC applications have been built with a focus on audio and video. The handling of “data” has been limited to text chat and file download – all other data sharing seems to end with screensharing. What is holding back a more intensive use of peer-to-peer data? In her session at @ThingsExpo, Dr Silvia Pfeiffer, WebRTC Applications Team Lead at National ICT Australia, looked at differ...
Adding public cloud resources to an existing application can be a daunting process. The tools that you currently use to manage the software and hardware outside the cloud aren’t always the best tools to efficiently grow into the cloud. All of the major configuration management tools have cloud orchestration plugins that can be leveraged, but there are also cloud-native tools that can dramatically improve the efficiency of managing your application lifecycle. In his session at 18th Cloud Expo, ...
While many government agencies have embraced the idea of employing cloud computing as a tool for increasing the efficiency and flexibility of IT, many still struggle with large scale adoption. The challenge is mainly attributed to the federated structure of these agencies as well as the immaturity of brokerage and governance tools and models. Initiatives like FedRAMP are a great first step toward solving many of these challenges but there are a lot of unknowns that are yet to be tackled. In hi...
Growth hacking is common for startups to make unheard-of progress in building their business. Career Hacks can help Geek Girls and those who support them (yes, that's you too, Dad!) to excel in this typically male-dominated world. Get ready to learn the facts: Is there a bias against women in the tech / developer communities? Why are women 50% of the workforce, but hold only 24% of the STEM or IT positions? Some beginnings of what to do about it! In her Day 2 Keynote at 17th Cloud Expo, Sandy Ca...
With the proliferation of both SQL and NoSQL databases, organizations can now target specific fit-for-purpose database tools for their different application needs regarding scalability, ease of use, ACID support, etc. Platform as a Service offerings make this even easier now, enabling developers to roll out their own database infrastructure in minutes with minimal management overhead. However, this same amount of flexibility also comes with the challenges of picking the right tool, on the right ...
SYS-CON Media announced today that @WebRTCSummit Blog, the largest WebRTC resource in the world, has been launched. @WebRTCSummit Blog offers top articles, news stories, and blog posts from the world's well-known experts and guarantees better exposure for its authors than any other publication. @WebRTCSummit Blog can be bookmarked ▸ Here @WebRTCSummit conference site can be bookmarked ▸ Here
"Splunk basically takes machine data and we make it usable, valuable and accessible for everyone. The way that plays in DevOps is - we need to make data-driven decisions to delivering applications," explained Andi Mann, Chief Technology Advocate at Splunk and @DevOpsSummit Conference Chair, in this SYS-CON.tv interview at @DevOpsSummit at 19th Cloud Expo, held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.