Click here to close now.

Welcome!

Agile Computing Authors: Elizabeth White, AppDynamics Blog, Wayne Lam, Pat Romanski, Jnan Dash

Related Topics: @BigDataExpo Blog, Microsoft Cloud, @ContainersExpo, Agile Computing, @CloudExpo Blog, Apache

@BigDataExpo Blog: Blog Feed Post

Classifying Today’s “Big Data Innovators”

These 13 vendors distribute 16 unique data management products

By

Editor’s note: The piece below by   first appeared on the Hadapt blog and is republished with permission here. The framework presented provides insight into the very dynamic market around “Big Data Innovators” and should be of use for classifying many other firms in this interesting space. -bg

Recently InformationWeek published a piece, authored by Doug Henschen, that listed 13 innovative Big Data vendors. The complete list is reproduced below:

1.  MongoDB
2.  Amazon (Redshift, EMR, DynamoDB)
3.  Cloudera (CDH, Impala)
4.  Couchbase
5.  Datameer
6.  Datastax
7.  Hadapt
8.  Hortonworks
9.  Karmasphere
10.  MapR
11.  Neo Technology
12.  Platfora
13.  Splunk

Big-Data3These 13 vendors distribute 16 unique data management products (since both Amazon and Cloudera offer multiple distinct data management/processing systems), all of which push the boundary on Big Data management.

In this post I will attempt to subcategorize these 16 products into a competitive grouping, where products placed inside the same group can be considered replacements for each other (and hence are competitive), and each group is complementary to every other group.

Before starting this classification, I will remove three products that, while potentially being interesting from a Big Data perspective, are often used outside of what has become known as the “Big Data realm”, and therefore their primary competitors did not make it on the InformationWeek list. These three products are Splunk (which typically competes with companies focused on the security, compliance, and IT operations management verticals), Amazon Redshift (which typically completes with traditional MPP database vendors), and Neo Technology (which, although usually classified as a “NoSQL database”, its focus on graph data makes it highly unique from a technology and use case perspective relative to the other NoSQL databases on this list).

The remaining 13 products can be classified into four distinct groups:
1.  Operational data stores that allow flexible schemas
2.  Hadoop distributions
3.  Real-time Hadoop-based analytical platforms
4.  Hadoop-based BI solutions

Group 1 (operational data stores that allow flexible schemas)
This group is composed of database products that can be used to manage active data for dynamic applications with hard to define (or hard to predict) schemas. The database must be optimized for inserting, retrieving, updating, or deleting individual data items in real-time (latencies on the order of milliseconds), but should also support some sort of interface for performing analysis of the data stored within. The dynamic nature of the typical use case for databases in this group implies a NoSQL interface, and either a key-value or document-store retrieval model. From the InformationWeek list, MongoDB, DynamoDB, Couchbase, and Datastax all fit in this category. Although there are some significant technical differences between these products, they can nonetheless be roughly described as potential replacements for each other in Group 1 use cases.

Group 2 (Hadoop distributions)
The products in this group are designed for very different situations than Group 1. Hadoop is typically used for large scale data analysis and batch processing. Rather than inserting, retrieving, updating, or deleting individual data items, Hadoop is optimized for scanning through large swaths of data, processing and analyzing the data as it proceeds. Hadoop has become the poster-child for “Big Data” due to its proven massive scalability, and its ability to handle the “variety” aspect of Big Data (since Hadoop does not require data to fit neatly into rows and columns in order to be analyzed and processed). From the InformationWeek list, Cloudera, Hortonworks, MapR, and Amazon EMR all fit in this category.

Group 3 (real-time Hadoop-based analytical platforms)
Group 3 takes Hadoop to the next level, transforming it from a mere batch processing system to a full-fledged analytical platform that can answer queries in real-time. Furthermore, by adding a more robust SQL interface to Hadoop (in addition to industry-standard ODBC connectors), group 3 products help to hide the complexity of Hadoop and the need for Hadoop specialists, since traditional business intelligence and visualization tools are now able to interface directly with data stored inside Hadoop. From the InformationWeek list, Hadapt clearly fits in this category, and with certain caveats, so does Cloudera Impala (the caveats are that as of the time of writing this blog post (a) Impala is an extremely young codebase and is still only in beta (b) Impala only supports a small subset of SQL and does not support UDFs or other ways to combine structured and unstructured data in the same query, so calling it an “analytical platform” might be a bit of a stretch).

Group 4 (Hadoop-based BI solutions)
Often lumped together with group 3 products,  group 4 products are often confused as being competitive with group 3 products. However, just as business intelligence tools and analytical database solutions are highly complementary and were often packaged together in the pre-Hadoop world, the same is true in the Hadoop/Big Data world. Therefore, Datameer, Karmasphere, and Platfora, all of which function as a business intelligence layer above Hadoop, are capable of working closely with the group 3 products (with announcements along these lines already starting to begin).

In conclusion, although “Big Data” is an enormous and rapidly growing market, one single data management software product is not going to rule the market. Rather, there are four major groups of data management solutions within the Big Data space; and while there is fierce competition within each group, at the macro level these groups can not only co-exist, but are highly complementary. In the long run, it is likely that the 2-3 leaders in each group will emerge and share the Big Data pie.

Read the original blog entry...

More Stories By Bob Gourley

Bob Gourley, former CTO of the Defense Intelligence Agency (DIA), is Founder and CTO of Crucial Point LLC, a technology research and advisory firm providing fact based technology reviews in support of venture capital, private equity and emerging technology firms. He has extensive industry experience in intelligence and security and was awarded an intelligence community meritorious achievement award by AFCEA in 2008, and has also been recognized as an Infoworld Top 25 CTO and as one of the most fascinating communicators in Government IT by GovFresh.

@ThingsExpo Stories
"We have a tagline - "Power in the API Economy." What that means is everything that is built in applications and connected applications is done through APIs," explained Roberto Medrano, Executive Vice President at Akana, in this SYS-CON.tv interview at 16th Cloud Expo, held June 9-11, 2015, at the Javits Center in New York City.
The Internet of Things is not only adding billions of sensors and billions of terabytes to the Internet. It is also forcing a fundamental change in the way we envision Information Technology. For the first time, more data is being created by devices at the edge of the Internet rather than from centralized systems. What does this mean for today's IT professional? In this Power Panel at @ThingsExpo, moderated by Conference Chair Roger Strukhoff, panelists addressed this very serious issue of profound change in the industry.
Explosive growth in connected devices. Enormous amounts of data for collection and analysis. Critical use of data for split-second decision making and actionable information. All three are factors in making the Internet of Things a reality. Yet, any one factor would have an IT organization pondering its infrastructure strategy. How should your organization enhance its IT framework to enable an Internet of Things implementation? In his session at @ThingsExpo, James Kirkland, Red Hat's Chief Architect for the Internet of Things and Intelligent Systems, described how to revolutionize your archit...
It is one thing to build single industrial IoT applications, but what will it take to build the Smart Cities and truly society-changing applications of the future? The technology won’t be the problem, it will be the number of parties that need to work together and be aligned in their motivation to succeed. In his session at @ThingsExpo, Jason Mondanaro, Director, Product Management at Metanga, discussed how you can plan to cooperate, partner, and form lasting all-star teams to change the world and it starts with business models and monetization strategies.
To many people, IoT is a buzzword whose value is not understood. Many people think IoT is all about wearables and home automation. In his session at @ThingsExpo, Mike Kavis, Vice President & Principal Cloud Architect at Cloud Technology Partners, discussed some incredible game-changing use cases and how they are transforming industries like agriculture, manufacturing, health care, and smart cities. He will discuss cool technologies like smart dust, robotics, smart labels, and much more. Prepare to be blown away with a glimpse of the future.
Internet of Things is moving from being a hype to a reality. Experts estimate that internet connected cars will grow to 152 million, while over 100 million internet connected wireless light bulbs and lamps will be operational by 2020. These and many other intriguing statistics highlight the importance of Internet powered devices and how market penetration is going to multiply many times over in the next few years.
Internet of Things (IoT) will be a hybrid ecosystem of diverse devices and sensors collaborating with operational and enterprise systems to create the next big application. In their session at @ThingsExpo, Bramh Gupta, founder and CEO of robomq.io, and Fred Yatzeck, principal architect leading product development at robomq.io, discussed how choosing the right middleware and integration strategy from the get-go will enable IoT solution developers to adapt and grow with the industry, while at the same time reduce Time to Market (TTM) by using plug and play capabilities offered by a robust IoT ...
Today air travel is a minefield of delays, hassles and customer disappointment. Airlines struggle to revitalize the experience. GE and M2Mi will demonstrate practical examples of how IoT solutions are helping airlines bring back personalization, reduce trip time and improve reliability. In their session at @ThingsExpo, Shyam Varan Nath, Principal Architect with GE, and Dr. Sarah Cooper, M2Mi’s VP Business Development and Engineering, will explore the IoT cloud-based platform technologies driving this change including privacy controls, data transparency and integration of real time context wi...
SYS-CON Events announced today that BMC will exhibit at SYS-CON's 16th International Cloud Expo®, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. BMC delivers software solutions that help IT transform digital enterprises for the ultimate competitive business advantage. BMC has worked with thousands of leading companies to create and deliver powerful IT management services. From mainframe to cloud to mobile, BMC pairs high-speed digital innovation with robust IT industrialization – allowing customers to provide amazing user experiences with optimized IT per...
There will be 150 billion connected devices by 2020. New digital businesses have already disrupted value chains across every industry. APIs are at the center of the digital business. You need to understand what assets you have that can be exposed digitally, what their digital value chain is, and how to create an effective business model around that value chain to compete in this economy. No enterprise can be complacent and not engage in the digital economy. Learn how to be the disruptor and not the disruptee.
The Internet of Things is not only adding billions of sensors and billions of terabytes to the Internet. It is also forcing a fundamental change in the way we envision Information Technology. For the first time, more data is being created by devices at the edge of the Internet rather than from centralized systems. What does this mean for today's IT professional? In this Power Panel at @ThingsExpo, moderated by Conference Chair Roger Strukhoff, panelists will addresses this very serious issue of profound change in the industry.
Business as usual for IT is evolving into a "Make or Buy" decision on a service-by-service conversation with input from the LOBs. How does your organization move forward with cloud? In his general session at 16th Cloud Expo, Paul Maravei, Regional Sales Manager, Hybrid Cloud and Managed Services at Cisco, discusses how Cisco and its partners offer a market-leading portfolio and ecosystem of cloud infrastructure and application services that allow you to uniquely and securely combine cloud business applications and services across multiple cloud delivery models.
In his General Session at 16th Cloud Expo, David Shacochis, host of The Hybrid IT Files podcast and Vice President at CenturyLink, investigated three key trends of the “gigabit economy" though the story of a Fortune 500 communications company in transformation. Narrating how multi-modal hybrid IT, service automation, and agile delivery all intersect, he will cover the role of storytelling and empathy in achieving strategic alignment between the enterprise and its information technology.
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 environment, and we must architect and code accordingly. At the very least, you'll have no problem fillin...
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 Opening Keynote at 16th Cloud Expo, Sandy Carter, IBM General Manager Cloud Ecosystem and Developers, and a Social Business Evangelist, d...
Converging digital disruptions is creating a major sea change - Cisco calls this the Internet of Everything (IoE). IoE is the network connection of People, Process, Data and Things, fueled by Cloud, Mobile, Social, Analytics and Security, and it represents a $19Trillion value-at-stake over the next 10 years. In her keynote at @ThingsExpo, Manjula Talreja, VP of Cisco Consulting Services, discussed IoE and the enormous opportunities it provides to public and private firms alike. She will share what businesses must do to thrive in the IoE economy, citing examples from several industry sectors.
In his keynote at 16th Cloud Expo, Rodney Rogers, CEO of Virtustream, discussed the evolution of the company from inception to its recent acquisition by EMC – including personal insights, lessons learned (and some WTF moments) along the way. Learn how Virtustream’s unique approach of combining the economics and elasticity of the consumer cloud model with proper performance, application automation and security into a platform became a breakout success with enterprise customers and a natural fit for the EMC Federation.
SYS-CON Events announced today that the "Second Containers & Microservices Conference" will take place November 3-5, 2015, at the Santa Clara Convention Center, Santa Clara, CA, and the “Third Containers & Microservices Conference” will take place June 7-9, 2016, at Javits Center in New York City. Containers and microservices have become topics of intense interest throughout the cloud developer and enterprise IT communities.
SYS-CON Events announced today that the "First Containers & Microservices Conference" will take place June 9-11, 2015, at the Javits Center in New York City. The “Second Containers & Microservices Conference” will take place November 3-5, 2015, at Santa Clara Convention Center, Santa Clara, CA. Containers and microservices have become topics of intense interest throughout the cloud developer and enterprise IT communities.
With major technology companies and startups seriously embracing IoT strategies, now is the perfect time to attend @ThingsExpo in Silicon Valley. Learn what is going on, contribute to the discussions, and ensure that your enterprise is as "IoT-Ready" as it can be! Internet of @ThingsExpo, taking place Nov 3-5, 2015, at the Santa Clara Convention Center in Santa Clara, CA, is co-located with 17th Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. The Internet of Things (IoT) is the most profound change in personal an...