Welcome!

AJAX & REA Authors: ChandraShekar Dattatreya, Liz McMillan, Elizabeth White, David H Deans, Pat Romanski

Related Topics: Big Data Journal, .NET, Virtualization, Web 2.0, Cloud Expo, Apache

Big Data Journal: 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.

@CloudExpo Stories
High-performing enterprise Software Quality Assurance (SQA) teams validate systems that are ready for use - getting most actively involved as components integrate and form complete systems. These teams catch and report on defects, making sure the customer gets the best software possible. SQA teams have leveraged automation and virtualization to execute more thorough testing in less time - bringing Dev and Ops together, ensuring production readiness. Does the emergence of DevOps mean the end of E...
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 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 dat...
"Verizon offers public cloud, virtual private cloud as well as private cloud on-premises - many different alternatives. Verizon's deep knowledge in applications and the fact that we are responsible for applications that make call outs to other systems. Those systems and those resources may not be in Verizon Cloud, we understand at the end of the day it's going to be federated," explained Anne Plese, Senior Consultant, Cloud Product Marketing at Verizon Enterprise, in this SYS-CON.tv interview at...
"For the past 4 years we have been working mainly to export. For the last 3 or 4 years the main market was Russia. In the past year we have been working to expand our footprint in Europe and the United States," explained Andris Gailitis, CEO of DEAC, in this SYS-CON.tv interview at Cloud Expo, 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...
The term culture has had a polarizing effect among DevOps supporters. Some propose that culture change is critical for success with DevOps, but are remiss to define culture. Some talk about a DevOps culture but then reference activities that could lead to culture change and there are those that talk about culture change as a set of behaviors that need to be adopted by those in IT. There is no question that businesses successful in adopting a DevOps mindset have seen departmental culture change, ...
The Domain Name Service (DNS) is one of the most important components in networking infrastructure, enabling users and services to access applications by translating URLs (names) into IP addresses (numbers). Because every icon and URL and all embedded content on a website requires a DNS lookup loading complex sites necessitates hundreds of DNS queries. In addition, as more internet-enabled ‘Things' get connected, people will rely on DNS to name and find their fridges, toasters and toilets. Acco...
"Cloud consumption is something we envision at Solgenia. That is trying to let the cloud spread to the user as a consumption, as utility computing. We want to allow the people to just pay for what they use, not a subscription model," explained Ermanno Bonifazi, CEO & Founder of Solgenia, in this SYS-CON.tv interview at Cloud Expo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
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,...
SYS-CON Media announced that Centrify, a provider of unified identity management across cloud, mobile and data center environments that delivers single sign-on (SSO) for users and a simplified identity infrastructure for IT, has launched an ad campaign on Cloud Computing Journal. The ads focus on security: how an organization can successfully control privilege for all of the organization’s identities to mitigate identity-related risk without slowing down the business, and how Centrify provides ...
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, discussed 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 HANA...
"SAP had made a big transition into the cloud as we believe it has significant value for our customers, drives innovation and is easy to consume. When you look at the SAP portfolio, SAP HANA is the underlying platform and it powers all of our platforms and all of our analytics," explained Thorsten Leiduck, VP ISVs & Digital Commerce at SAP, in this SYS-CON.tv interview at 15th Cloud Expo, held Nov 4-6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
"We help companies that are using a lot of Software as a Service. We help companies manage and gain visibility into what people are using inside the company and decide to secure them or use standards to lock down or to embrace the adoption of SaaS inside the company," explained Scott Kriz, Co-founder and CEO of Bitium, in this SYS-CON.tv interview at 15th Cloud Expo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA.
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 Internet of @ThingsExpo, James Kirkland, Chief Ar...
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, discussed 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 HANA...
Bit6 today issued a challenge to the technology community implementing Web Real Time Communication (WebRTC). To leap beyond WebRTC’s significant limitations and fully leverage its underlying value to accelerate innovation, application developers need to consider the entire communications ecosystem.
The definition of IoT is not new, in fact it’s been around for over a decade. What has changed is the public's awareness that the technology we use on a daily basis has caught up on the vision of an always on, always connected world. If you look into the details of what comprises the IoT, you’ll see that it includes everything from cloud computing, Big Data analytics, “Things,” Web communication, applications, network, storage, etc. It is essentially including everything connected online from ha...
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.
SYS-CON Events announced today that Windstream, a leading provider of advanced network and cloud communications, has been named “Silver Sponsor” of SYS-CON's 16th International Cloud Expo®, which will take place on June 9–11, 2015, at the Javits Center in New York, NY. Windstream (Nasdaq: WIN), a FORTUNE 500 and S&P 500 company, is a leading provider of advanced network communications, including cloud computing and managed services, to businesses nationwide. The company also offers broadband, p...