|By Adrian Bridgwater||
|June 6, 2014 08:00 AM EDT||
As we know, the subject of Big Data and the ‘space race' to produce software application development functions that will enable us to extract insight and (therefore) value from the Big Data mountain remains one of the most discussed issues in information technology today.
Increasingly prevalent and popular, if not quite as ‘predominant' as some would have us believe, in this arena is Apache Hadoop. This software library is a framework that allows for the distributed processing of large data sets across clusters of computers using simple programming models.
But there's a problem, because Hadoop is drastically underutilized in two respects:
- Full-blown implementations of Hadoop are argued to be extremely technically difficult to pull off.
- Implementations that do exist are argued to only take advantage of a fraction of what might be represented in a complete deployment in terms of data management and sheer number crunching power.
What's the answer?
Do we look inside (@ logs) or outside (@ architecture)?
For a Hadoop solution do we look inside or outside? That is to say, do we look inside at logs and logfiles as we tinker around to perfect our Hadoop installation? Or do we look at higher level and look at the architectural considerations that should be governing any individual instance of Hadoop to get some greater insight into what should be working?
Looking inside at logs and logfiles - these are files that record "events" occurring throughout an operating system or software application or data management environment such as Apache Hadoop.
If we look at how our logs and logfiles are performing, then we can get information on hidden: errors, anomalies, problems and patterns... and these are the sorts of reports that can help guide DevOps (developer-operations) pros as they attempt to being a Hadoop project online.
The HP System Management Homepage (SMH) software function provides this kind of information to users working directly with the firm's own dedicated software for particular hardware. Elsewhere there are products such as XpoLog Augmented Search 5.0, which brings XpoLog's troubleshooting capabilities to the Hadoop platform. Put simply, it's a big expanding market.
... and then outside (@ architecture)?
The converse approach (actually it should be corollary and complementary one) here is to focus more closely on the outside, i.e., the architecture inside which an instance of Hadoop is created. HP provides its own Reference Architectures for Hadoop and this is available for each of the three leading distributions (Cloudera, Hortonworks and MapR).
This sponsored HP commentary has highlighted the firm's own product initially, but thankfully HP is big and bold enough not to shirk away from us being able to mention other vendors in this space (most of which will be key partners anyway) - so yes indeed competing products do exist from Cisco, Dell, IBM and others.
Ways to Improve the RDBMS with Hadoop
In a comprehensive sub-headed piece entitled Ten Ways To Improve the RDBMS with Hadoop to be found on Business Process Management (BPM) website http://www.ebizq.net/ you can read the following opinion why a good Hadoop installation can help improve the scalability of applications:
"Very low cost commodity hardware can be used to power Hadoop clusters since redundancy and fault resistance is built into the software instead of using expensive enterprise hardware or software alternatives with proprietary solutions. This makes adding more capacity (and therefore scale) easier to achieve and Hadoop is an affordable and very granular way to scale out instead of up. While there can be cost in converting existing applications to Hadoop, for new applications it should be a standard option in the software selection decision tree."
There is much to gain from intelligent implementation of Hadoop, but it's not easy and we need to look both inside and out (and back to front) in terms of where we can get guidance on best practice and efficiency in our implementation.
SYS-CON Events announced today that VividCortex, the monitoring solution for the modern data system, will exhibit at the 17th International Cloud Expo®, which will take place on November 3–5, 2015, at the Santa Clara Convention Center in Santa Clara, CA. The database is the heart of most applications, but it’s also the part that’s hardest to scale, monitor, and optimize even as it’s growing 50% year over year. VividCortex is the first unified suite of database monitoring tools specifically desi...
Aug. 4, 2015 12:00 PM EDT
Graylog, Inc., has added the capability to collect, centralize and analyze application container logs from within Docker. The Graylog logging driver for Docker addresses the challenges of extracting intelligence from within Docker containers, where most workloads are dynamic and log data is not persisted or stored. Using Graylog, DevOps and IT Ops teams can pinpoint the root cause of problems to deliver new applications faster and minimize downtime.
Aug. 4, 2015 11:45 AM EDT
As Marc Andreessen says software is eating the world. Everything is rapidly moving toward being software-defined – from our phones and cars through our washing machines to the datacenter. However, there are larger challenges when implementing software defined on a larger scale - when building software defined infrastructure. In his session at 16th Cloud Expo, Boyan Ivanov, CEO of StorPool, provided some practical insights on what, how and why when implementing "software-defined" in the datacent...
Aug. 4, 2015 11:30 AM EDT Reads: 108
Between the compelling mockups and specs produced by your analysts and designers, and the resulting application built by your developers, there is a gulf where projects fail, costs spiral out of control, and applications fall short of requirements. In his session at @DevOpsSummit, Charles Kendrick, CTO and Chief Architect at Isomorphic Software, presented a new approach where business and development users collaborate – each using tools appropriate to their goals and expertise – to build mocku...
Aug. 4, 2015 11:29 AM EDT
Learn how you can use the CoSN SEND II Decision Tree for Education Technology to make sure that your K–12 technology initiatives create a more engaging learning experience that empowers students, teachers, and administrators alike.
Aug. 4, 2015 09:30 AM EDT Reads: 108
Mobile, social, Big Data, and cloud have fundamentally changed the way we live. “Anytime, anywhere” access to data and information is no longer a luxury; it’s a requirement, in both our personal and professional lives. For IT organizations, this means pressure has never been greater to deliver meaningful services to the business and customers.
Aug. 4, 2015 08:45 AM EDT Reads: 255
In a recent research, analyst firm IDC found that the average cost of a critical application failure is $500,000 to $1 million per hour and the average total cost of unplanned application downtime is $1.25 billion to $2.5 billion per year for Fortune 1000 companies. In addition to the findings on the cost of the downtime, the research also highlighted best practices for development, testing, application support, infrastructure, and operations teams.
Aug. 4, 2015 07:00 AM EDT Reads: 222
"We've just seen a huge influx of new partners coming into our ecosystem, and partners building unique offerings on top of our API set," explained Seth Bostock, Chief Executive Officer at IndependenceIT, in this SYS-CON.tv interview at 16th Cloud Expo, held June 9-11, 2015, at the Javits Center in New York City.
Aug. 3, 2015 11:00 PM EDT Reads: 698
SYS-CON Events announced today that HPM Networks will exhibit at the 17th International Cloud Expo®, which will take place on November 3–5, 2015, at the Santa Clara Convention Center in Santa Clara, CA. For 20 years, HPM Networks has been integrating technology solutions that solve complex business challenges. HPM Networks has designed solutions for both SMB and enterprise customers throughout the San Francisco Bay Area.
Aug. 3, 2015 06:45 PM EDT Reads: 542
Container technology is sending shock waves through the world of cloud computing. Heralded as the 'next big thing,' containers provide software owners a consistent way to package their software and dependencies while infrastructure operators benefit from a standard way to deploy and run them. Containers present new challenges for tracking usage due to their dynamic nature. They can also be deployed to bare metal, virtual machines and various cloud platforms. How do software owners track the usag...
Aug. 3, 2015 04:00 PM EDT Reads: 284
As organizations shift towards IT-as-a-service models, the need for managing and protecting data residing across physical, virtual, and now cloud environments grows with it. CommVault can ensure protection and E-Discovery of your data – whether in a private cloud, a Service Provider delivered public cloud, or a hybrid cloud environment – across the heterogeneous enterprise. In his session at 17th Cloud Expo, Randy De Meno, Chief Technologist - Windows Products and Microsoft Partnerships at Com...
Aug. 3, 2015 03:30 PM EDT
The Software Defined Data Center (SDDC), which enables organizations to seamlessly run in a hybrid cloud model (public + private cloud), is here to stay. IDC estimates that the software-defined networking market will be valued at $3.7 billion by 2016. Security is a key component and benefit of the SDDC, and offers an opportunity to build security 'from the ground up' and weave it into the environment from day one. In his session at 16th Cloud Expo, Reuven Harrison, CTO and Co-Founder of Tufin,...
Aug. 3, 2015 03:00 PM EDT Reads: 565
In their session at 17th Cloud Expo, Hal Schwartz, CEO of Secure Infrastructure & Services (SIAS), and Chuck Paolillo, CTO of Secure Infrastructure & Services (SIAS), provide a study of cloud adoption trends and the power and flexibility of IBM Power and Pureflex cloud solutions. In his role as CEO of Secure Infrastructure & Services (SIAS), Hal Schwartz provides leadership and direction for the company.
Aug. 3, 2015 12:30 PM EDT Reads: 214
SYS-CON Events announced today that MobiDev, a software development company, will exhibit at the 17th International Cloud Expo®, which will take place November 3–5, 2015, at the Santa Clara Convention Center in Santa Clara, CA. MobiDev is a software development company with representative offices in Atlanta (US), Sheffield (UK) and Würzburg (Germany); and development centers in Ukraine. Since 2009 it has grown from a small group of passionate engineers and business managers to a full-scale mobi...
Aug. 3, 2015 09:45 AM EDT Reads: 375
There are many considerations when moving applications from on-premise to cloud. It is critical to understand the benefits and also challenges of this migration. A successful migration will result in lower Total Cost of Ownership, yet offer the same or higher level of robustness. In his session at 15th Cloud Expo, Michael Meiner, an Engineering Director at Oracle, Corporation, analyzed a range of cloud offerings (IaaS, PaaS, SaaS) and discussed the benefits/challenges of migrating to each offe...
Aug. 3, 2015 07:30 AM EDT Reads: 199