|By Mahesh Kumar||
|January 7, 2014 08:15 AM EST||
Over the past few years, the cloud evolution has answered all questions on the cloud being the right strategy. The key challenge that remains now is leveraging cloud capabilities and features in such a way that they can be used to innovate as well as solve business problems. If we relate different cloud migration strategies executed over time, we'll find many similarities. There has been focus on cloud assessment as well as a consideration for application development approaches. Even though business cases are different, we can still link the proposed or implemented cloud-based solutions with a set of design patterns. If we have to define a design pattern, the most common definition states it as, ‘A widely used concept in computer science to describe good solutions to re-occurring problems in an abstract form.' Any abstract solution to recurring problems in the domain of cloud computing can be referred to as a cloud computing pattern that is independent of concrete providers, products and programming languages.
The following are some basic application architecture patterns. Most of these were referred to as cloud best practices in the beginning. As we come across multiple real-time implementations, we shall be able to easily identify a pattern in them.
On a higher level, traditional application architecture has to deal with challenges such as difficulties integrating with other applications and lack of flexibility for supporting changing functionalities in an application lifecycle. Since in a cloud environment applications can be scaled individually, it's always a good option to divide the application functionality into multiple components that can later be integrated to form a unified application.
Composite applications are one of the main elements in service-oriented architecture (SOA) that help in contextual collaboration. This approach makes applications extendable right from the beginning. The integration of other applications is also simplified by using the same integration techniques inside individual applications.
Example of a Composite Application for a Travel Booking Process
The key to a successful implementation of this pattern is achieving the correct balance in the distribution of functionality across multiple components. With too few components, integrating new functionality and changing the application flexibly will need extra time due to likelihood of errors. On the other hand, if the functionality is distributed among too many components, there will be a higher communication overhead for the application to perform. Composite application patterns used along with loose coupling (explained earlier) helps extract the benefits of cloud features like elasticity, payment models and standardized management.
In essence, loose coupling isolates the various layers and components of your application so that each component interacts asynchronously with the others and treats them as a "black box." The key principal for this pattern is to reduce the set of assumptions for the information exchange between components, which eventually results in better scalability.
Decoupling your components, building asynchronous systems and scaling horizontally become very important in the context of the cloud. It will not only allow you to scale out by adding more instances of the same component but also allow you to design innovative hybrid models in which a few components continue to run ‘on-premise' while the other components can take advantage of the ‘cloud-scale' and use the cloud for additional compute-power and bandwidth.
The following is a sample illustration of decoupling components using queues and AWS specific tactics:
Ref: Whitepaper on Architecting for the AWS Cloud: Best Practices.
AWS specific techniques for implementing this best practice are as follows:
- Use Amazon SQS to isolate components
- Use Amazon SQS as a buffer between components
- Design every component in a way that it exposes a service interface and is responsible for its own scalability in all appropriate dimensions and interacts with other components asynchronously
- Bundle the logical construct of a component into an Amazon Machine Image so that it can be deployed more often
- Make your applications as stateless as possible. Store session state outside of component (in Amazon SimpleDB, if appropriate)
Loose coupling normally results in performance reduction because asynchronous communication using messages adds a lot of overhead due to the communication path being longer. Though it needs to be weighed between loose coupling and performance, things can be easily handled by scaling resources out.
As an application is componentized, components are distributed among multiple compute nodes. The system utilization is tracked by these nodes using parameters like CPU load, memory usage, or network I/O for scaling decisions. As the utilization of compute nodes exceeds a specified threshold, additional hosting components are provisioned that contain the same application component.
In cloud, elasticity can be implemented in three ways:
- Proactive Cyclic Scaling: Periodic scaling that occurs at fixed interval
- Proactive Event-Based Scaling: Scaling just when you are expecting a big surge of traffic requests due to a scheduled business event
- Auto-scaling based on demand
Other Cloud Computing Patterns
The following are some other commonly used cloud computing patterns:
In regular component-based applications in cloud, the chances of failure increase as components can be distributed across multiple nodes. Components are added/ removed to address scalability needs with changes in demand. ‘Stateless Components' is a pattern in which components do not contain any internal state, rather external persistence storage is used for state management.
The Map-Reduce pattern is used to achieve performance requirements for complex queries on large data sets as most of the conventional storage solutions do not support such queries natively. Map-Reduce is often used to query large amounts of weakly structured/unstructured data for analysis purposes. For example, it can be used for the analysis of web service logs to determine user access statistics or the analysis of order information to find popular products.
Design patterns help not only in the development process but across the application development life cycle. In their abstracted form, patterns make themselves applicable to challenges that the developers of cloud application face today that are independent of the actual technologies as well as cloud services that are being used. Applying them to the cloud lets your application extract maximum benefits of cloud platforms.
You think you know what’s in your data. But do you? Most organizations are now aware of the business intelligence represented by their data. Data science stands to take this to a level you never thought of – literally. The techniques of data science, when used with the capabilities of Big Data technologies, can make connections you had not yet imagined, helping you discover new insights and ask new questions of your data. In his session at @ThingsExpo, Sarbjit Sarkaria, data science team lead ...
May. 2, 2016 11:00 PM EDT Reads: 993
In his session at @ThingsExpo, Chris Klein, CEO and Co-founder of Rachio, will discuss next generation communities that are using IoT to create more sustainable, intelligent communities. One example is Sterling Ranch, a 10,000 home development that – with the help of Siemens – will integrate IoT technology into the community to provide residents with energy and water savings as well as intelligent security. Everything from stop lights to sprinkler systems to building infrastructures will run ef...
May. 2, 2016 07:00 PM EDT Reads: 1,051
SYS-CON Events announced today that Peak 10, Inc., a national IT infrastructure and cloud services provider, 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. Peak 10 provides reliable, tailored data center and network services, cloud and managed services. Its solutions are designed to scale and adapt to customers’ changing business needs, enabling them to lower costs, improve performance and focus inter...
May. 2, 2016 06:30 PM EDT Reads: 1,307
Artificial Intelligence has the potential to massively disrupt IoT. In his session at 18th Cloud Expo, AJ Abdallat, CEO of Beyond AI, will discuss what the five main drivers are in Artificial Intelligence that could shape the future of the Internet of Things. AJ Abdallat is CEO of Beyond AI. He has over 20 years of management experience in the fields of artificial intelligence, sensors, instruments, devices and software for telecommunications, life sciences, environmental monitoring, process...
May. 2, 2016 05:15 PM EDT Reads: 1,001
Increasing IoT connectivity is forcing enterprises to find elegant solutions to organize and visualize all incoming data from these connected devices with re-configurable dashboard widgets to effectively allow rapid decision-making for everything from immediate actions in tactical situations to strategic analysis and reporting. In his session at 18th Cloud Expo, Shikhir Singh, Senior Developer Relations Manager at Sencha, will discuss how to create HTML5 dashboards that interact with IoT devic...
May. 2, 2016 05:00 PM EDT Reads: 1,100
So, you bought into the current machine learning craze and went on to collect millions/billions of records from this promising new data source. Now, what do you do with them? Too often, the abundance of data quickly turns into an abundance of problems. How do you extract that "magic essence" from your data without falling into the common pitfalls? In her session at @ThingsExpo, Natalia Ponomareva, Software Engineer at Google, will provide tips on how to be successful in large scale machine lear...
May. 2, 2016 03:45 PM EDT Reads: 1,352
The IoTs 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. In his session at @ThingsExpo, Craig Sproule, CEO of Metavine, will demonstrate how to move beyond today's coding paradigm and share the must-have mindsets for removing complexity from the development proc...
May. 2, 2016 03:00 PM EDT Reads: 381
SYS-CON Events announced today that Ericsson has been named “Gold Sponsor” of SYS-CON's @ThingsExpo, which will take place on June 7-9, 2016, at the Javits Center in New York, New York. Ericsson is a world leader in the rapidly changing environment of communications technology – providing equipment, software and services to enable transformation through mobility. Some 40 percent of global mobile traffic runs through networks we have supplied. More than 1 billion subscribers around the world re...
May. 2, 2016 02:45 PM EDT Reads: 1,100
You deployed your app with the Bluemix PaaS and it's gaining some serious traction, so it's time to make some tweaks. Did you design your application in a way that it can scale in the cloud? Were you even thinking about the cloud when you built the app? If not, chances are your app is going to break. Check out this webcast to learn various techniques for designing applications that will scale successfully in Bluemix, for the confidence you need to take your apps to the next level and beyond.
May. 2, 2016 12:00 PM EDT Reads: 1,554
There is an ever-growing explosion of new devices that are connected to the Internet using “cloud” solutions. This rapid growth is creating a massive new demand for efficient access to data. And it’s not just about connecting to that data anymore. This new demand is bringing new issues and challenges and it is important for companies to scale for the coming growth. And with that scaling comes the need for greater security, gathering and data analysis, storage, connectivity and, of course, the...
May. 2, 2016 11:45 AM EDT Reads: 974
SYS-CON Events announced today that Fusion, a leading provider of cloud services, 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. Fusion, a leading provider of integrated cloud solutions to small, medium and large businesses, is the industry's single source for the cloud. Fusion's advanced, proprietary cloud service platform enables the integration of leading edge solutions in the cloud, including cloud...
May. 2, 2016 10:00 AM EDT Reads: 2,641
Digital payments using wearable devices such as smart watches, fitness trackers, and payment wristbands are an increasing area of focus for industry participants, and consumer acceptance from early trials and deployments has encouraged some of the biggest names in technology and banking to continue their push to drive growth in this nascent market. Wearable payment systems may utilize near field communication (NFC), radio frequency identification (RFID), or quick response (QR) codes and barcodes...
May. 2, 2016 09:15 AM EDT Reads: 878
The increasing popularity of the Internet of Things necessitates that our physical and cognitive relationship with wearable technology will change rapidly in the near future. This advent means logging has become a thing of the past. Before, it was on us to track our own data, but now that data is automatically available. What does this mean for mHealth and the "connected" body? In her session at @ThingsExpo, Lisa Calkins, CEO and co-founder of Amadeus Consulting, will discuss the impact of wea...
May. 2, 2016 08:45 AM EDT Reads: 795
SYS-CON Events announced today that DatacenterDynamics 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. DatacenterDynamics is a brand of DCD Group, a global B2B media and publishing company that develops products to help senior professionals in the world's most ICT dependent organizations make risk-based infrastructure and capacity decisions.
May. 2, 2016 06:30 AM EDT Reads: 2,549
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. Florent Solt is the CTO and chief architect of Netvibes. Prior to joining Netvibes in 2007, he co-founded Rift Technol...
May. 1, 2016 11:00 PM EDT Reads: 1,629
We’ve worked with dozens of early adopters across numerous industries and will debunk common misperceptions, which starts with understanding that many of the connected products we’ll use over the next 5 years are already products, they’re just not yet connected. With an IoT product, time-in-market provides much more essential feedback than ever before. Innovation comes from what you do with the data that the connected product provides in order to enhance the customer experience and optimize busi...
May. 1, 2016 05:00 PM EDT Reads: 1,089
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. Stratoscale is revolutionizing the data center with a zero-to-cloud-in-minutes solution. With Stratoscale’s hardware-agnostic, Software Defined Data Center (SDDC) solution to store everything, run anything and scale everywhere...
May. 1, 2016 01:30 PM EDT Reads: 1,613
Angular 2 is a complete re-write of the popular framework AngularJS. Programming in Angular 2 is greatly simplified – now it's a component-based well-performing framework. This immersive one-day workshop at 18th Cloud Expo, led by Yakov Fain, a Java Champion and a co-founder of the IT consultancy Farata Systems and the product company SuranceBay, will provide you with everything you wanted to know about Angular 2.
May. 1, 2016 01:00 PM EDT Reads: 1,785
SYS-CON Events announced today that Men & Mice, the leading global provider of DNS, DHCP and IP address management overlay solutions, 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. The Men & Mice Suite overlay solution is already known for its powerful application in heterogeneous operating environments, enabling enterprises to scale without fuss. Building on a solid range of diverse platform support,...
May. 1, 2016 12:15 PM EDT Reads: 2,366
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...
May. 1, 2016 11:00 AM EDT Reads: 1,129