|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.
There is growing need for data-driven applications and the need for digital platforms to build these apps. In his session at 19th Cloud Expo, Muddu Sudhakar, VP and GM of Security & IoT at Splunk, will cover different PaaS solutions and Big Data platforms that are available to build applications. In addition, AI and machine learning are creating new requirements that developers need in the building of next-gen apps. The next-generation digital platforms have some of the past platform needs a...
Aug. 26, 2016 09:45 AM EDT
Data is the fuel that drives the machine learning algorithmic engines and ultimately provides the business value. In his session at Cloud Expo, Ed Featherston, a director and senior enterprise architect at Collaborative Consulting, will discuss the key considerations around quality, volume, timeliness, and pedigree that must be dealt with in order to properly fuel that engine.
Aug. 26, 2016 09:45 AM EDT Reads: 1,802
The 19th International Cloud Expo has announced that its Call for Papers is open. Cloud Expo, to be held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, brings together Cloud Computing, Big Data, Internet of Things, DevOps, Digital Transformation, Microservices and WebRTC to one location. With cloud computing driving a higher percentage of enterprise IT budgets every year, it becomes increasingly important to plant your flag in this fast-expanding business opportuni...
Aug. 26, 2016 07:00 AM EDT Reads: 3,904
19th Cloud Expo, taking place November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, will feature technical sessions from a rock star conference faculty and the leading industry players in the world. Cloud computing is now being embraced by a majority of enterprises of all sizes. Yesterday's debate about public vs. private has transformed into the reality of hybrid cloud: a recent survey shows that 74% of enterprises have a hybrid cloud strategy. Meanwhile, 94% of enterpri...
Aug. 26, 2016 05:00 AM EDT Reads: 3,021
Personalization has long been the holy grail of marketing. Simply stated, communicate the most relevant offer to the right person and you will increase sales. To achieve this, you must understand the individual. Consequently, digital marketers developed many ways to gather and leverage customer information to deliver targeted experiences. In his session at @ThingsExpo, Lou Casal, Founder and Principal Consultant at Practicala, discussed how the Internet of Things (IoT) has accelerated our abil...
Aug. 26, 2016 02:15 AM EDT Reads: 1,947
With so much going on in this space you could be forgiven for thinking you were always working with yesterday’s technologies. So much change, so quickly. What do you do if you have to build a solution from the ground up that is expected to live in the field for at least 5-10 years? This is the challenge we faced when we looked to refresh our existing 10-year-old custom hardware stack to measure the fullness of trash cans and compactors.
Aug. 26, 2016 01:30 AM EDT Reads: 1,664
The emerging Internet of Everything creates tremendous new opportunities for customer engagement and business model innovation. However, enterprises must overcome a number of critical challenges to bring these new solutions to market. In his session at @ThingsExpo, Michael Martin, CTO/CIO at nfrastructure, outlined these key challenges and recommended approaches for overcoming them to achieve speed and agility in the design, development and implementation of Internet of Everything solutions wi...
Aug. 26, 2016 01:00 AM EDT Reads: 1,954
DevOps at Cloud Expo, taking place Nov 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, is co-located with 19th Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. The widespread success of cloud computing is driving the DevOps revolution in enterprise IT. Now as never before, development teams must communicate and collaborate in a dynamic, 24/7/365 environment. There is no time to wait for long dev...
Aug. 26, 2016 12:45 AM EDT Reads: 2,263
Cloud computing is being adopted in one form or another by 94% of enterprises today. Tens of billions of new devices are being connected to The Internet of Things. And Big Data is driving this bus. An exponential increase is expected in the amount of information being processed, managed, analyzed, and acted upon by enterprise IT. This amazing is not part of some distant future - it is happening today. One report shows a 650% increase in enterprise data by 2020. Other estimates are even higher....
Aug. 26, 2016 12:30 AM EDT Reads: 2,902
I wanted to gather all of my Internet of Things (IOT) blogs into a single blog (that I could later use with my University of San Francisco (USF) Big Data “MBA” course). However as I started to pull these blogs together, I realized that my IOT discussion lacked a vision; it lacked an end point towards which an organization could drive their IOT envisioning, proof of value, app dev, data engineering and data science efforts. And I think that the IOT end point is really quite simple…
Aug. 25, 2016 11:45 PM EDT Reads: 2,287
Today we can collect lots and lots of performance data. We build beautiful dashboards and even have fancy query languages to access and transform the data. Still performance data is a secret language only a couple of people understand. The more business becomes digital the more stakeholders are interested in this data including how it relates to business. Some of these people have never used a monitoring tool before. They have a question on their mind like “How is my application doing” but no id...
Aug. 25, 2016 10:15 PM EDT Reads: 1,718
Identity is in everything and customers are looking to their providers to ensure the security of their identities, transactions and data. With the increased reliance on cloud-based services, service providers must build security and trust into their offerings, adding value to customers and improving the user experience. Making identity, security and privacy easy for customers provides a unique advantage over the competition.
Aug. 25, 2016 09:15 PM EDT Reads: 2,209
Is the ongoing quest for agility in the data center forcing you to evaluate how to be a part of infrastructure automation efforts? As organizations evolve toward bimodal IT operations, they are embracing new service delivery models and leveraging virtualization to increase infrastructure agility. Therefore, the network must evolve in parallel to become equally agile. Read this essential piece of Gartner research for recommendations on achieving greater agility.
Aug. 25, 2016 05:15 PM EDT Reads: 704
Smart Cities are here to stay, but for their promise to be delivered, the data they produce must not be put in new siloes. In his session at @ThingsExpo, Mathias Herberts, Co-founder and CTO of Cityzen Data, will deep dive into best practices that will ensure a successful smart city journey.
Aug. 25, 2016 03:30 PM EDT Reads: 1,499
Internet of @ThingsExpo, taking place November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, is co-located with 19th Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. The Internet of Things (IoT) is the most profound change in personal and enterprise IT since the creation of the Worldwide Web more than 20 years ago. All major researchers estimate there will be tens of billions devices - comp...
Aug. 25, 2016 02:00 PM EDT Reads: 3,559
SYS-CON Events announced today that Venafi, the Immune System for the Internet™ and the leading provider of Next Generation Trust Protection, will exhibit at @DevOpsSummit at 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. Venafi is the Immune System for the Internet™ that protects the foundation of all cybersecurity – cryptographic keys and digital certificates – so they can’t be misused by bad guys in attacks...
Aug. 25, 2016 01:00 PM EDT Reads: 2,602
SYS-CON Events announced today Telecom Reseller has been named “Media Sponsor” of SYS-CON's 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. Telecom Reseller reports on Unified Communications, UCaaS, BPaaS for enterprise and SMBs. They report extensively on both customer premises based solutions such as IP-PBX as well as cloud based and hosted platforms.
Aug. 25, 2016 09:00 AM EDT Reads: 591
For basic one-to-one voice or video calling solutions, WebRTC has proven to be a very powerful technology. Although WebRTC’s core functionality is to provide secure, real-time p2p media streaming, leveraging native platform features and server-side components brings up new communication capabilities for web and native mobile applications, allowing for advanced multi-user use cases such as video broadcasting, conferencing, and media recording.
Aug. 25, 2016 08:45 AM EDT Reads: 2,137
Pulzze Systems was happy to participate in such a premier event and thankful to be receiving the winning investment and global network support from G-Startup Worldwide. It is an exciting time for Pulzze to showcase the effectiveness of innovative technologies and enable them to make the world smarter and better. The reputable contest is held to identify promising startups around the globe that are assured to change the world through their innovative products and disruptive technologies. There w...
Aug. 25, 2016 08:30 AM EDT Reads: 500
Akana has announced the availability of version 8 of its API Management solution. The Akana Platform provides an end-to-end API Management solution for designing, implementing, securing, managing, monitoring, and publishing APIs. It is available as a SaaS platform, on-premises, and as a hybrid deployment. Version 8 introduces a lot of new functionality, all aimed at offering customers the richest API Management capabilities in a way that is easier than ever for API and app developers to use.
Aug. 25, 2016 06:00 AM EDT Reads: 1,454