Welcome!

Agile Computing Authors: Liz McMillan, Elizabeth White, Pat Romanski, Xenia von Wedel, Sanjay Zalavadia

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
IoT is rapidly changing the way enterprises are using data to improve business decision-making. In order to derive business value, organizations must unlock insights from the data gathered and then act on these. In their session at @ThingsExpo, Eric Hoffman, Vice President at EastBanc Technologies, and Peter Shashkin, Head of Development Department at EastBanc Technologies, discussed how one organization leveraged IoT, cloud technology and data analysis to improve customer experiences and effi...
Basho Technologies has announced the latest release of Basho Riak TS, version 1.3. Riak TS is an enterprise-grade NoSQL database optimized for Internet of Things (IoT). The open source version enables developers to download the software for free and use it in production as well as make contributions to the code and develop applications around Riak TS. Enhancements to Riak TS make it quick, easy and cost-effective to spin up an instance to test new ideas and build IoT applications. In addition to...
The cloud market growth today is largely in public clouds. While there is a lot of spend in IT departments in virtualization, these aren’t yet translating into a true “cloud” experience within the enterprise. What is stopping the growth of the “private cloud” market? In his general session at 18th Cloud Expo, Nara Rajagopalan, CEO of Accelerite, explored the challenges in deploying, managing, and getting adoption for a private cloud within an enterprise. What are the key differences between wh...
The idea of comparing data in motion (at the sensor level) to data at rest (in a Big Data server warehouse) with predictive analytics in the cloud is very appealing to the industrial IoT sector. The problem Big Data vendors have, however, is access to that data in motion at the sensor location. In his session at @ThingsExpo, Scott Allen, CMO of FreeWave, discussed how as IoT is increasingly adopted by industrial markets, there is going to be an increased demand for sensor data from the outermos...
CenturyLink has announced that application server solutions from GENBAND are now available as part of CenturyLink’s Networx contracts. The General Services Administration (GSA)’s Networx program includes the largest telecommunications contract vehicles ever awarded by the federal government. CenturyLink recently secured an extension through spring 2020 of its offerings available to federal government agencies via GSA’s Networx Universal and Enterprise contracts. GENBAND’s EXPERiUS™ Application...
Presidio has received the 2015 EMC Partner Services Quality Award from EMC Corporation for achieving outstanding service excellence and customer satisfaction as measured by the EMC Partner Services Quality (PSQ) program. Presidio was also honored as the 2015 EMC Americas Marketing Excellence Partner of the Year and 2015 Mid-Market East Partner of the Year. The EMC PSQ program is a project-specific survey program designed for partners with Service Partner designations to solicit customer feedbac...
The IoT is changing the way enterprises conduct business. In his session at @ThingsExpo, Eric Hoffman, Vice President at EastBanc Technologies, discussed how businesses can gain an edge over competitors by empowering consumers to take control through IoT. He cited examples such as a Washington, D.C.-based sports club that leveraged IoT and the cloud to develop a comprehensive booking system. He also highlighted how IoT can revitalize and restore outdated business models, making them profitable ...
There are several IoTs: the Industrial Internet, Consumer Wearables, Wearables and Healthcare, Supply Chains, and the movement toward Smart Grids, Cities, Regions, and Nations. There are competing communications standards every step of the way, a bewildering array of sensors and devices, and an entire world of competing data analytics platforms. To some this appears to be chaos. In this power panel at @ThingsExpo, moderated by Conference Chair Roger Strukhoff, Bradley Holt, Developer Advocate a...
SYS-CON Events has announced today that Roger Strukhoff has been named conference chair of Cloud Expo and @ThingsExpo 2016 Silicon Valley. The 19th Cloud Expo and 6th @ThingsExpo will take place on November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. "The Internet of Things brings trillions of dollars of opportunity to developers and enterprise IT, no matter how you measure it," stated Roger Strukhoff. "More importantly, it leverages the power of devices and the Interne...
The cloud promises new levels of agility and cost-savings for Big Data, data warehousing and analytics. But it’s challenging to understand all the options – from IaaS and PaaS to newer services like HaaS (Hadoop as a Service) and BDaaS (Big Data as a Service). In her session at @BigDataExpo at @ThingsExpo, Hannah Smalltree, a director at Cazena, provided an educational overview of emerging “as-a-service” options for Big Data in the cloud. This is critical background for IT and data profession...
Whether your IoT service is connecting cars, homes, appliances, wearable, cameras or other devices, one question hangs in the balance – how do you actually make money from this service? The ability to turn your IoT service into profit requires the ability to create a monetization strategy that is flexible, scalable and working for you in real-time. It must be a transparent, smoothly implemented strategy that all stakeholders – from customers to the board – will be able to understand and comprehe...
In addition to all the benefits, IoT is also bringing new kind of customer experience challenges - cars that unlock themselves, thermostats turning houses into saunas and baby video monitors broadcasting over the internet. This list can only increase because while IoT services should be intuitive and simple to use, the delivery ecosystem is a myriad of potential problems as IoT explodes complexity. So finding a performance issue is like finding the proverbial needle in the haystack.
Cloud Expo, Inc. has announced today that Andi Mann returns to 'DevOps at Cloud Expo 2016' as Conference Chair The @DevOpsSummit at Cloud Expo will take place on November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. "DevOps is set to be one of the most profound disruptions to hit IT in decades," said Andi Mann. "It is a natural extension of cloud computing, and I have seen both firsthand and in independent research the fantastic results DevOps delivers. So I am excited t...
Apixio Inc. has raised $19.3 million in Series D venture capital funding led by SSM Partners with participation from First Analysis, Bain Capital Ventures and Apixio’s largest angel investor. Apixio will dedicate the proceeds toward advancing and scaling products powered by its cognitive computing platform, further enabling insights for optimal patient care. The Series D funding comes as Apixio experiences strong momentum and increasing demand for its HCC Profiler solution, which mines unstruc...
The Internet of Things will challenge the status quo of how IT and development organizations operate. Or will it? Certainly the fog layer of IoT requires special insights about data ontology, security and transactional integrity. But the developmental challenges are the same: People, Process and Platform and how we integrate our thinking to solve complicated problems. In his session at 19th Cloud Expo, Craig Sproule, CEO of Metavine, will demonstrate how to move beyond today's coding paradigm ...
Internet of @ThingsExpo has announced today that Chris Matthieu has been named tech chair of Internet of @ThingsExpo 2016 Silicon Valley. The 6thInternet of @ThingsExpo will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA.
"We work in the area of Big Data analytics and Big Data analytics is a very crowded space - you have Hadoop, ETL, warehousing, visualization and there's a lot of effort trying to get these tools to talk to each other," explained Mukund Deshpande, head of the Analytics practice at Accelerite, in this SYS-CON.tv interview at 18th Cloud Expo, held June 7-9, 2016, at the Javits Center in New York City, NY.
UAS, drones or unmanned aircraft, no matter what you call them — this was their week. Our news stream was flooded with updates on the newly announced rules and regulations for commercial UAS from the FAA. So, naturally we have dedicated this week’s top news round up to highlight some of our favorite UAS stories.
When people aren’t talking about VMs and containers, they’re talking about serverless architecture. Serverless is about no maintenance. It means you are not worried about low-level infrastructural and operational details. An event-driven serverless platform is a great use case for IoT. In his session at @ThingsExpo, Animesh Singh, an STSM and Lead for IBM Cloud Platform and Infrastructure, will detail how to build a distributed serverless, polyglot, microservices framework using open source tec...
IoT offers a value of almost $4 trillion to the manufacturing industry through platforms that can improve margins, optimize operations & drive high performance work teams. By using IoT technologies as a foundation, manufacturing customers are integrating worker safety with manufacturing systems, driving deep collaboration and utilizing analytics to exponentially increased per-unit margins. However, as Benoit Lheureux, the VP for Research at Gartner points out, “IoT project implementers often ...