Machine Learning helps make complex systems more efficient. By applying advanced Machine Learning techniques such as Cognitive Fingerprinting, wind project operators can utilize these tools to learn from collected data, detect regular patterns, and optimize their own operations. In his session at 18th Cloud Expo, Stuart Gillen, Director of Business Development at SparkCognition, will discuss how research has demonstrated the value of Machine Learning in delivering next generation analytics to im...| By John Esposito | Article Rating: |
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| April 21, 2016 06:00 AM EDT | Reads: |
630 |
Data persistence has a way of sneaking up on developers. You start out with a simple, straightforward database that can functionally hold the data you're working with and the data you need to work with later. But as your needs change, you start to modify it here and there, until it becomes a brittle tangle of tables and keys and indexes. You need something more dynamic, but you need to retain the ability to retrieve your persistent data. Now, you're miles from where you started, and staring down the possibility of having to adopt a whole new system. That persistent data is fundamental to nearly any operation that utilizes database management systems (DBMS), but while the growth of dynamic data has led to sophisticated and reliable new relational management systems, real-world techniques for optimal data storage and retrieval have sometimes been lost in the shuffle. With that in mind, we've put together a new edition of our comprehensive DZone Guide to Data Persistence.
More than 580 IT professionals responded to our 2016 Data Persistence Survey, and those responses yielded noteworthy results that we've translated into a tool to answer all your persistent data-related questions.
The demographics of the respondents varied somewhat widely, and that variance helped provide a clear picture of the industry:
- 69 percent of respondents use Java as their primary programming language at work
- 68 percent develop primarily web applications
- 66 percent have been IT professionals for more than 10 years
- 45 percent work at companies headquartered in Europe, 27 percent in the United States
- 44 percent work at companies with more than 500 employees, 19 percent with more than 10,000 employees
We've channeled our findings into a comprehensive resource containing persistence strategies, tools for data storage and retrieval, a checklist for choosing the right database, and an analysis of trends in the DBMS space. Among some of the more fascinating kernels of information was the surprise reveal that nearly 22 percent of the respondents didn't know whether their databases were partitioned or not. This means that nearly a quarter of developers can build applications without knowing how their database handles scale. As a result, database administrators have to be able to distribute large amounts of data under flexible read/write conditions, keeping storage abstraction as tight as possible. We also found that Oracle, MySQL and SQL Server are still the go-to servers in the commercial DBMS world, and it's not really even close. In fact, it's been years since the top three servers have faced any real challenge in both production and non-production environments.
Really, though, these findings are just the tip of the iceberg. In this guide, we've included chapters on the impact of fundamental data structures on storage and retrieval, ORM libraries for Android and iOS, how to choose a DBaaS, executive insights into data persistence, and a directory of over 50 solutions (various kinds of DBMS, ORMs, SQL generators, data grids, and more). We've designed this guide with developers in mind. Dealing with data persistence shouldn't be a headache, and these tools should help cut through some of the complexity.
Give it a read and tell us what you think!
Published April 21, 2016 Reads 630
Copyright © 2016 SYS-CON Media, Inc. — All Rights Reserved.
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The IoT has the potential to create a renaissance of manufacturing in the US and elsewhere. In his session at 18th Cloud Expo, Florent Solt, CTO and chief architect of Netvibes, will discuss how the expected exponential increase in the amount of data that will be processed, transported, stored, and accessed means there will be a huge demand for smart technologies to deliver it.
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SYS-CON Events announced today TMCnet has been named “Media Sponsor” of SYS-CON's 18th International Cloud Expo, which will take place on June 7–9, 2016, at the Javits Center in New York City, NY, and the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
Technology Marketing Corporation (TMC) is the world's leading business-to-business and integrated marketing media company, servicing niche markets within the com...
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This is not a small hotel event. It is also not a big vendor party where politicians and entertainers are more important than real content.
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SYS-CON Events announced today that Stratoscale, the software company developing the next generation data center operating system, will exhibit at SYS-CON's 18th International Cloud Expo®, which will take place on June 7-9, 2016, at the Javits Center in New York City, NY.
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Why are women 50% of the workforce, but hold only 24% of the STEM or IT positions?
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The IETF draft standard for M2M certificates is a security solution specifically designed for the demanding needs of IoT/M2M applications.
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IoT device adoption is growing at staggering rates, and with it comes opportunity for developers to meet consumer demand for an ever more connected world. Wireless communication is the key part of the encompassing components of any IoT device. Wireless connectivity enhances the device utility at the expense of ease of use and deployment challenges. Since connectivity is fundamental for IoT device development, engineers must understand how to overcome the hurdles inherent in incorporating multipl...
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It’s safe to assume that the majority of all Internet of Things (IoT) devices operate near large populations of people. Of course, right? This is where the action happens – smart devices, smart cars, smart infrastructure, smart cities, etc. Plus, the cost of getting “internet-connected” in these areas is relatively low – public access to Wi-Fi is becoming widely available, cellular coverage is blanketed over cities, etc.
Throughout history, industrial revolutions have hinged on the power of automating processes. While automation today offers many benefits, imagine if you could automate thousands – or even millions – of processes simultaneously? This is the next potential wave of innovation, and it’s the organizations that are “geographically dispersed” or “automation heavy” that will benefit the most.
While long-range communications and connectivity have become increasingly easier to attain, businesses need to be able to break down their isolated islands of automation in industry to achieve comprehensive and ...
The notion of customer journeys, of course, are central to the digital marketer’s playbook. Clearly, enterprises should focus their digital efforts on such journeys, as they represent customer interactions over time. But making customer journeys the centerpiece of the enterprise architecture, however, leaves more questions than answers.
The challenge arises when EAs consider the context of the customer journey in the overall architecture as well as the architectural elements that make up each customer journey. After all, dividing up the world into familiar layers like process, data, and tec...
In the digital arena, it’s impossible to avoid Dion Hinchcliffe. Perhaps you’ve seen one of his numerous keynotes or joined one of his workshops. Maybe you’ve read one of his books, Web 2.0 Architectures (with coauthors James Governor and Duane Nickull) or Social Business By Design (Peter Kim, coauthor). Or possibly you’ve spotted one of his stream of articles over the years, for ZDNet, ebizQ, and many others.
Most people love new technology. It can make us more productive. It can lower our costs. It can be very “cool.” So, if it’s true and most people love new technology, why do we tend to adopt new technology on a “curve?” Why do innovators and early adopters jump in early while others become late majority or laggards?
One answer is the effect of salespeople on the adoption curve. With innovators, salespeople probably make no difference. Innovators are going to buy new technology early and take a risk. It's important that they are the first to utilize and implement new technology. They probably ...
APIs have taken the world by storm in recent years.
The use of APIs has gone beyond just traditional "software" companies, to companies and organizations across industries using APIs to share information and power their applications.
For some organizations, APIs are the biggest revenue drivers. For example, Salesforce generates nearly 50% of annual revenue through APIs. In other cases, APIs can increase a business's footprint and initiate collaboration. Netflix, for example, reported over 5 billion calls per day to its API in 2014.
Let us face it, there are many technological innovations taking place right now and we’re not short of buzzwords.
Some years ago it was the cloud, last year was Big Data and this year it seems to be the Internet of Things. Beneath all the noise, what matters is whether these things are truly game changers or just noise. Let's take a look at the reality.
Back in the days of our ancestors, the Neanderthals, there was probably a lot of hype around as well. New spear design, new flint stones (not the cartoons), or arrowheads must have made waves. This passed down the ages and possibly a few thou...
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From fitness trackers to connected refrigerators to coffee makers, there is no end to how smart even the most inane technology can become. The Internet of Things (IoT) isn’t just changing how consumers manage their home security or order their coffee filters – it’s revolutionizing the very fabric of commerce.
However, according to Gartner, IoT is still in its early days of maturity. Gartner predicts that through 2018 there will be no one prevailing IoT ecosystem platform. This means that in the next few years there will be a proliferation of different devices, products and approaches to IoT. ...





















