Welcome!

GovIT Authors: Carmen Gonzalez, Lori MacVittie, Bob Gourley, Yeshim Deniz, Kevin Jackson

Article

Cloud Computing and Advanced Relationship Analytics

Using Objectivity/DB to Discover the Relationships in your Data

Cloud Computing and Advanced Relationship Analytics

Using Objectivity/DB to Discover the Relationships in your Data

There is a wealth of information, connections and relationships within the terabytes and petabytes of data being collected by organizations on distributed cloud platforms. Utilizing these complex, multi-dimensional relationships will be the key to developing systems to perform advanced relationship analysis. From predictive analytics to the next generation of business intelligence, “walking” the social and professional graphs will be critical to the success of these endevors.

 

Most applications and data layers today are only capable of simple analytics, finding out who-did-what or who-bought-what. Advanced analytics yields far more knowledge at a much deeper level, understanding who, where, what, how and why – right now. 

 

Google, Yahoo and other leaders in online and personalized services are looking to use complex, multi-dimensional graph data to improve everything they do -- from supporting vast indexes and catalogs of content, to providing the best value and return to their advertising users. Graph technology offers a superior solution for relationship analytics requirements, enabling organizations to traverse any number and complexity of relationships in virtually any amount of distributed data, from any number of sources and types, in near real-time, and on the same commodity hardware obtained  through cloud computing platform providers.

 

Solve the problem.

 

The No SQL (or “not only SQL”) movement is defined by a simple premise: Use the solution that best suits the problem and objectives. If the data structure is more appropriately accessed through key-value pairs, then the best solution is likely a dedicated key-value pair database. If the objective is to quickly find connections within data containing objects and relationships, then the best solution is a graph database that can get results without any need for translation (O/R mapping). Today’s availability of numerous technologies that finally support this simple premise are helping to simplify the application environment and enable solutions that actually exceed the requirements, while also supporting performance and scalability objectives far into the future.

 

Cloud computing has adopted a broad variety of No SQL technologies to support these leading-edge requirements. By using solutions designed to support specific tasks and requirements, organizations can more easily achieve often significant reductions in complexity and costs associated with their systems. And by using more targeted and capable components, these systems are also able to achieve even greater levels of performance and scalability.

 

Graph databases may be the most important part of the No SQL movement.

 

Graph databases typically solve problems related to complexity of data, while key-value and column-store solutions seek to address common issues encountered as data volumes grow in size. Our technology addresses both the complexity and scalability requirements to give you the best of both worlds, managing complex and big data.

 

Graph data is represented by nodes or vertices and edges, where any node could be connected to any number of other nodes via the edges between them.

Graph database technologies can support rapid traversal of these edges to get results  in a matter of seconds (or less). Because the data is persisted where relationships are first class citizens, performance is no longer an issue. But when this type of work is done in a relational database or key-value environment, there are very expensive constraints and limitations to performance. And, of course, if the graph database architecture is distributed, then scalability limits are also addressed very nicely.

 

As social media, personalized web and advertising services, business intelligence and organizations in other spaces understand the importance of the deeper relationships within their data, their success in utilizing this information will depend on the technology. Trying to scale out graph data and relationship analysis using relational technology is simply not the answer. In addition, the complex custom code, high-end server hardware, map reduce layers, and administration overhead required to support these architectures can significantly increase costs and overhead. 

 

The days of compromising requirements to support centralized database server architectures or relational systems that simply aren’t designed to solve some problems, are over. Today, there are other options and solutions.              


Objectivity/DB is the original graph database.

 

Today many people are looking for graph technologies that can support for their applications and online, distributed systems. While several solutions focus on the graph interface or API, the underlying database is even more critical. The graph database must support your requirements for performance and scalability, ingest and fusion.      

Objectivity/DB is the leading, enterprise-proven, distributed data management solution and persistence layer that supports the most demanding requirements, and graph computing needs. Benefits include:

 

·         Objectivity/DB persists complex object models where the object and relationships can be any degree of complexity. Objects are persisted natively in the database, and there is no mapping layer. References between objects are stored as direct persistent pointers (object identifiers) making navigation very efficient and high performance.

·         Complex graphs (networks) of objects and references can be persisted and navigated (queried) efficiently. The objects and references in the graph can be distributed across tens of thousands of databases in each federation. The navigational queries can be broken down into sub-tasks and executed in parallel.

  • Objectivity/DB has a fully distributed (peer-to-peer) architecture that allows virtually unlimited scaling of both data and processing. This federated architecture (a collection of distributed databases) supports a single logical view across all objects in the federation, no matter where the data is located, allows elastic scalability of both processing and data in the cloud.

·         Objectivity/DB has been deployed in a variety of configurations, including embedded devices and sensors, telecommunications network element management, enterprise client/server and large distributed systems, and on grid and cloud environments.

·         Objectivity/DB supports several object languages, including Java, C#, C++, Python and Smalltalk. SQL access is also supported via an ODBC connection. Objects and application components created in any language can be accessed from any language.

·         Objectivity/DB runs on a number of hardware platforms and operating systems, including Linux, Windows, and major Unix operating systems. Databases created on any platform can be accessed heterogeneously from any platform.


For More Information

Please visit us online at www.objectivity.com or call (U.S.) 408 992-7100.



Objectivity, Inc.

640 West California Avenue, Suite 210
Sunnyvale, CA 94086-3624 U.S.
Phone:                 U.S. (408) 992-7100
FAX:       U.S. (408) 992-7171
www.objectivity.com

More Stories By Kristi Furrer

Kristi Furrer has comprehensive technology marketing and public relations experience in positioning and driving high technology companies to rapid growth. She has an extensive background to draw upon, from highly successful venture capital technology start-ups such as Wellfleet Communications to Fortune 50 firms such as Fujitsu. Her diverse technology marketing experience coupled with her strong public relations expertise enables her to understand the key drivers influencing strategic marketing plans. Throughout her professional career Ms. Furrer has focused on the multi-disciplinary program management skills to successfully create, launch, and maintain marketing campaigns addressing corporate and product positioning, new products or business launches, and special events planning and implementation.

Ms. Furrer is an industry expert in the areas of public relations and marketing communications. She served as the director of corporate communications at a leading Silicon Valley object-oriented database company, held senior marketing positions at leading communications companies and has gained substantial knowledge of computing platforms through management positions in leading edge workstation companies. Ms. Furrer has successfully launched both products and businesses.

@ThingsExpo Stories
The Internet of Things will greatly expand the opportunities for data collection and new business models driven off of that data. In her session at Internet of @ThingsExpo, Esmeralda Swartz, CMO of MetraTech, will discuss how for this to be effective you not only need to have infrastructure and operational models capable of utilizing this new phenomenon, but increasingly service providers will need to convince a skeptical public to participate. Get ready to show them the money! Speaker Bio: Esmeralda Swartz, CMO of MetraTech, has spent 16 years as a marketing, product management, and busin...
Samsung VP Jacopo Lenzi, who headed the company's recent SmartThings acquisition under the auspices of Samsung's Open Innovaction Center (OIC), answered a few questions we had about the deal. This interview was in conjunction with our interview with SmartThings CEO Alex Hawkinson. IoT Journal: SmartThings was developed in an open, standards-agnostic platform, and will now be part of Samsung's Open Innovation Center. Can you elaborate on your commitment to keep the platform open? Jacopo Lenzi: Samsung recognizes that true, accelerated innovation cannot be driven from one source, but requires a...
SYS-CON Events announced today that Red Hat, the world's leading provider of open source solutions, will exhibit at Internet of @ThingsExpo, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Red Hat is the world's leading provider of open source software solutions, using a community-powered approach to reliable and high-performing cloud, Linux, middleware, storage and virtualization technologies. Red Hat also offers award-winning support, training, and consulting services. As the connective hub in a global network of enterprises, partners, a...
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 Internet of @ThingsExpo, Robin Raymond, Chief Architect at Hookflash Inc., will walk through the shifting landscape of traditional telephone a...
BSQUARE is a global leader of embedded software solutions. We enable smart connected systems at the device level and beyond that millions use every day and provide actionable data solutions for the growing Internet of Things (IoT) market. We empower our world-class customers with our products, services and solutions to achieve innovation and success. For more information, visit www.bsquare.com.
SYS-CON Events announced today that Matrix.org has been named “Silver Sponsor” of Internet of @ThingsExpo, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Matrix is an ambitious new open standard for open, distributed, real-time communication over IP. It defines a new approach for interoperable Instant Messaging and VoIP based on pragmatic HTTP APIs and WebRTC, and provides open source reference implementations to showcase and bootstrap the new standard. Our focus is on simplicity, security, and supporting the fullest feature set.
How do APIs and IoT relate? The answer is not as simple as merely adding an API on top of a dumb device, but rather about understanding the architectural patterns for implementing an IoT fabric. There are typically two or three trends: Exposing the device to a management framework Exposing that management framework to a business centric logic • Exposing that business layer and data to end users. This last trend is the IoT stack, which involves a new shift in the separation of what stuff happens, where data lives and where the interface lies. For instance, it’s a mix of architectural style...
SYS-CON Events announced today that SOA Software, an API management leader, will exhibit at SYS-CON's 15th International Cloud Expo®, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. SOA Software is a leading provider of API Management and SOA Governance products that equip business to deliver APIs and SOA together to drive their company to meet its business strategy quickly and effectively. SOA Software’s technology helps businesses to accelerate their digital channels with APIs, drive partner adoption, monetize their assets, and achieve a...
From a software development perspective IoT is about programming "things," about connecting them with each other or integrating them with existing applications. In his session at @ThingsExpo, Yakov Fain, co-founder of Farata Systems and SuranceBay, will show you how small IoT-enabled devices from multiple manufacturers can be integrated into the workflow of an enterprise application. This is a practical demo of building a framework and components in HTML/Java/Mobile technologies to serve as a platform that can integrate new devices as they become available on the market.
SYS-CON Events announced today that Utimaco will exhibit at SYS-CON's 15th International Cloud Expo®, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Utimaco is a leading manufacturer of hardware based security solutions that provide the root of trust to keep cryptographic keys safe, secure critical digital infrastructures and protect high value data assets. Only Utimaco delivers a general-purpose hardware security module (HSM) as a customizable platform to easily integrate into existing software solutions, embed business logic and build s...
Connected devices are changing the way we go about our everyday life, from wearables to driverless cars, to smart grids and entire industries revolutionizing business opportunities through smart objects, capable of two-way communication. But what happens when objects are given an IP-address, and we rely on that connection, sometimes with our lives? How do we secure those vast data infrastructures and safe-keep the privacy of sensitive information? This session will outline how each and every connected device can uphold a core root of trust via a unique cryptographic signature – a “bir...
Internet of @ThingsExpo Silicon Valley announced on Thursday its first 12 all-star speakers and sessions for its upcoming event, which will take place November 4-6, 2014, at the Santa Clara Convention Center in California. @ThingsExpo, the first and largest IoT event in the world, debuted at the Javits Center in New York City in June 10-12, 2014 with over 6,000 delegates attending the conference. Among the first 12 announced world class speakers, IBM will present two highly popular IoT sessions, which will take place November 4-6, 2014 at the Santa Clara Convention Center in Santa Clara, Calif...
Almost everyone sees the potential of Internet of Things but how can businesses truly unlock that potential. The key will be in the ability to discover business insight in the midst of an ocean of Big Data generated from billions of embedded devices via Systems of Discover. Businesses will also need to ensure that they can sustain that insight by leveraging the cloud for global reach, scale and elasticity.
WebRTC defines no default signaling protocol, causing fragmentation between WebRTC silos. SIP and XMPP provide possibilities, but come with considerable complexity and are not designed for use in a web environment. In his session at Internet of @ThingsExpo, Matthew Hodgson, technical co-founder of the Matrix.org, will discuss how Matrix is a new non-profit Open Source Project that defines both a new HTTP-based standard for VoIP & IM signaling and provides reference implementations.

SUNNYVALE, Calif., Oct. 20, 2014 /PRNewswire/ -- Spansion Inc. (NYSE: CODE), a global leader in embedded systems, today added 96 new products to the Spansion® FM4 Family of flexible microcontrollers (MCUs). Based on the ARM® Cortex®-M4F core, the new MCUs boast a 200 MHz operating frequency and support a diverse set of on-chip peripherals for enhanced human machine interfaces (HMIs) and machine-to-machine (M2M) communications. The rich set of periphera...

SYS-CON Events announced today that Aria Systems, the recurring revenue expert, has been named "Bronze Sponsor" of SYS-CON's 15th International Cloud Expo®, which will take place on November 4-6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Aria Systems helps leading businesses connect their customers with the products and services they love. Industry leaders like Pitney Bowes, Experian, AAA NCNU, VMware, HootSuite and many others choose Aria to power their recurring revenue business and deliver exceptional experiences to their customers.
The Internet of Things (IoT) is going to require a new way of thinking and of developing software for speed, security and innovation. This requires IT leaders to balance business as usual while anticipating for the next market and technology trends. Cloud provides the right IT asset portfolio to help today’s IT leaders manage the old and prepare for the new. Today the cloud conversation is evolving from private and public to hybrid. This session will provide use cases and insights to reinforce the value of the network in helping organizations to maximize their company’s cloud experience.
The Internet of Things (IoT) is making everything it touches smarter – smart devices, smart cars and smart cities. And lucky us, we’re just beginning to reap the benefits as we work toward a networked society. However, this technology-driven innovation is impacting more than just individuals. The IoT has an environmental impact as well, which brings us to the theme of this month’s #IoTuesday Twitter chat. The ability to remove inefficiencies through connected objects is driving change throughout every sector, including waste management. BigBelly Solar, located just outside of Boston, is trans...
SYS-CON Events announced today that Matrix.org has been named “Silver Sponsor” of Internet of @ThingsExpo, which will take place on November 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. Matrix is an ambitious new open standard for open, distributed, real-time communication over IP. It defines a new approach for interoperable Instant Messaging and VoIP based on pragmatic HTTP APIs and WebRTC, and provides open source reference implementations to showcase and bootstrap the new standard. Our focus is on simplicity, security, and supporting the fullest feature set.
Predicted by Gartner to add $1.9 trillion to the global economy by 2020, the Internet of Everything (IoE) is based on the idea that devices, systems and services will connect in simple, transparent ways, enabling seamless interactions among devices across brands and sectors. As this vision unfolds, it is clear that no single company can accomplish the level of interoperability required to support the horizontal aspects of the IoE. The AllSeen Alliance, announced in December 2013, was formed with the goal to advance IoE adoption and innovation in the connected home, healthcare, education, aut...