|By Jim Kaskade||
|February 24, 2013 09:45 AM EST||
Lets assume that your entire organization had access to the following building blocks:
- Data: All sources of data from the enterprise (at rest and in motion)
- Analytics: Queries, Algorithms, Machine Learning Models
- Application Business Logic: Domain specific use-cases / business problems
- Actionable Insights: Knowledge of how to apply analytics against data through the use of application business logic to produce a positive impact to the business
- Infrastructure Configuration: High scalable, distributed, enterprise-class infrastructure capable of combining data, analytics, with app logic to produce actionable insights
Imagine if your entire organization was empowered to produce data-driven applications tailored specifically for your vertical use-cases?
Data-Driven Vertical Apps
You are a regional bank who is under heavier regulation, focused on risk management, and expanding your mobile offerings. You are seeking ways to get ahead of your competition through the use of Big Data by optimizing financial decisions and yields.
What if there was an easy and automated way to define new data sources, create new algorithms, apply these to gain better insight into your risk position, and ultimately operationalize all this by improving your ability to reject and accept loans?
You are a retailer who is being affected by the economic downturn, demographic shifts, and new competition from online sources. You are seeking ways of leveraging the fact that your customers are empowered by mobile and social by transforming the shopping experience through the use of Big Data.
What if there was an easy and automated way to capture all customer touch points, create new segmentation and customer experience analytics, apply these to create a customized cross-channel solution which integrates online shopping with social media, personalized promotions, and relevant content?
You are a fixed line operator, wireless network provider, or fixed broadband provider who is in the middle of convergence of both services and networks, and feeling price pressures of existing services. You are seeking ways to leverage cloud and Big Data to create smarter networks (autonomous and self-analyzing), smarter operations (improving working efficiency and capacity of day-to-day operations), and ways to leverage subscriber demographic data to create new data products and services to partners.
What if there was an easy and automated way to start by consuming additional data across the organization, deploy segmentation analytics to better target customers and increase ARPU?
It Starts With The "Infrastructure Recipe"
Ok. You are a member of the application development team. All you have to do is create a data driven application "deploy package". It's your recipe of what data sources, analytics, and application logic needed to insert into this magical cloud service which produces your industry and use-case specific application. You don't need to be an analytics expert; you don't need to be a DBA; an ETL expert; let alone a Big Data technologist. All you need is a clear understanding of your business problem and you can assemble the parts through a simple-to-use "recipe" which is abstracted from the details of the infrastructure used to execute on that recipe.
Any Data Source
Imagine an environment where your enterprise data is at your fingertips. No heavy ETL tools, no database exports, no Hadoop flume or sqoop jobs. Access to data is as simple as defining "nouns" in a sentence. Where your data lives is not a worry. You are equipped with the magic ability to simply define what the data source is and where it lives and accessing it is automated. You also care less whether the data is some large historic volume living in a relational database or whether it is real-time streaming event data.
Analytics Made Easy
Imagine a world where you can pick from literally thousands of algorithms and apply them to any of the above data sources in part or in combination. You create one algorithm and can apply it to years of historic data and/or a stream of live real-time data. Also, imagine a world where configuring your data in a format that your algorithms can consume is made seamless. Lastly, your algorithms execute on infrastructure in a parallel, distributed, highly scalable way. Getting excited yet?
Focus on Applications With Actionable Insights
Now lets embody this combination of analytics and data in a way that can actually be consumed and acted upon. Imagine a world where you can produce your insights and report on them with your BI tool of choice. That's kind of exciting.
But what's even more exciting is the ability to deploy your insights operationally through an application which leverages your domain expertise and understanding of the business logic associated with the targeted use-case you are solving against. Translation - you can code up a Java, Python, PHP, or Ruby application which is light, simple, and easy to build/maintain. Why? Because the underlying logic normally embedded in ETL tools, separate analytics software tools, MapReduce code, NoSQL queries, and stream processing logic is pushed up into the hands of application developer. Drooling yet? Wait, it gets better.
Big Data, Cloud, and The Enterprise
Lets take this entire programming paradigm and automate it within an elastic cloud service purpose built for the organization with the ability to submit your application "deploy packages" to be instantly processed without having to understand the compute infrastructure and, better yet, without having to understand the underlying data analytic services required to process your various data sources in real-time, near real-time, or in batch modes.
Ok...if we had such an environment, we'd all be producing a ton of next-generation applications.....data-driven, highly intelligent, and specific to our industry and use-cases.
I'm ready...are you?
This digest provides an overview of good resources that are well worth reading. We’ll be updating this page as new content becomes available, so I suggest you bookmark it. Also, expect more digests to come on different topics that make all of our IT-hearts go boom!
Jul. 30, 2016 12:45 AM EDT Reads: 3,771
Keeping pace with advancements in software delivery processes and tooling is taxing even for the most proficient organizations. Point tools, platforms, open source and the increasing adoption of private and public cloud services requires strong engineering rigor – all in the face of developer demands to use the tools of choice. As Agile has settled in as a mainstream practice, now DevOps has emerged as the next wave to improve software delivery speed and output. To make DevOps work, organization...
Jul. 30, 2016 12:30 AM EDT Reads: 2,327
SYS-CON Events announced today that Isomorphic Software will exhibit at DevOps Summit at 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. Isomorphic Software provides the SmartClient HTML5/AJAX platform, the most advanced technology for building rich, cutting-edge enterprise web applications for desktop and mobile. SmartClient combines the productivity and performance of traditional desktop software with the simp...
Jul. 29, 2016 10:00 PM EDT Reads: 1,285
Internet of @ThingsExpo, taking place November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, is co-located with the 19th International Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world and ThingsExpo Silicon Valley Call for Papers is now open.
Jul. 29, 2016 08:00 PM EDT Reads: 2,745
There's a lot of things we do to improve the performance of web and mobile applications. We use caching. We use compression. We offload security (SSL and TLS) to a proxy with greater compute capacity. We apply image optimization and minification to content. We do all that because performance is king. Failure to perform can be, for many businesses, equivalent to an outage with increased abandonment rates and angry customers taking to the Internet to express their extreme displeasure.
Jul. 29, 2016 03:45 PM EDT Reads: 1,680
Right off the bat, Newman advises that we should "think of microservices as a specific approach for SOA in the same way that XP or Scrum are specific approaches for Agile Software development". These analogies are very interesting because my expectation was that microservices is a pattern. So I might infer that microservices is a set of process techniques as opposed to an architectural approach. Yet in the book, Newman clearly includes some elements of concept model and architecture as well as p...
Jul. 29, 2016 02:45 PM EDT Reads: 9,827
Ovum, a leading technology analyst firm, has published an in-depth report, Ovum Decision Matrix: Selecting a DevOps Release Management Solution, 2016–17. The report focuses on the automation aspects of DevOps, Release Management and compares solutions from the leading vendors.
Jul. 29, 2016 12:00 PM EDT Reads: 1,843
Adding public cloud resources to an existing application can be a daunting process. The tools that you currently use to manage the software and hardware outside the cloud aren’t always the best tools to efficiently grow into the cloud. All of the major configuration management tools have cloud orchestration plugins that can be leveraged, but there are also cloud-native tools that can dramatically improve the efficiency of managing your application lifecycle. In his session at 18th Cloud Expo, ...
Jul. 29, 2016 11:30 AM EDT Reads: 1,299
SYS-CON Events announced today that LeaseWeb USA, a cloud Infrastructure-as-a-Service (IaaS) provider, will exhibit at the 19th International Cloud Expo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. LeaseWeb is one of the world's largest hosting brands. The company helps customers define, develop and deploy IT infrastructure tailored to their exact business needs, by combining various kinds cloud solutions.
Jul. 29, 2016 11:15 AM EDT Reads: 1,352
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...
Jul. 29, 2016 09:45 AM EDT Reads: 1,490
No matter how well-built your applications are, countless issues can cause performance problems, putting the platforms they are running on under scrutiny. If you've moved to Node.js to power your applications, you may be at risk of these issues calling your choice into question. How do you identify vulnerabilities and mitigate risk to take the focus off troubleshooting the technology and back where it belongs, on innovation? There is no doubt that Node.js is one of today's leading platforms of ...
Jul. 29, 2016 08:30 AM EDT Reads: 659
Let's just nip the conflation of these terms in the bud, shall we?
"MIcro" is big these days. Both microservices and microsegmentation are having and will continue to have an impact on data center architecture, but not necessarily for the same reasons. There's a growing trend in which folks - particularly those with a network background - conflate the two and use them to mean the same thing.
They are not.
One is about the application. The other, the network. T...
Jul. 29, 2016 04:45 AM EDT Reads: 3,726
DevOps at Cloud Expo – being held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA – announces that its Call for Papers is open. Born out of proven success in agile development, cloud computing, and process automation, DevOps is a macro trend you cannot afford to miss. From showcase success stories from early adopters and web-scale businesses, DevOps is expanding to organizations of all sizes, including the world's largest enterprises – and delivering real results. Am...
Jul. 29, 2016 04:45 AM EDT Reads: 2,376
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...
Jul. 29, 2016 04:15 AM EDT Reads: 2,697
This is a no-hype, pragmatic post about why I think you should consider architecting your next project the way SOA and/or microservices suggest. No matter if it’s a greenfield approach or if you’re in dire need of refactoring. Please note: considering still keeps open the option of not taking that approach. After reading this, you will have a better idea about whether building multiple small components instead of a single, large component makes sense for your project. This post assumes that you...
Jul. 29, 2016 04:15 AM EDT Reads: 4,286
Before becoming a developer, I was in the high school band. I played several brass instruments - including French horn and cornet - as well as keyboards in the jazz stage band. A musician and a nerd, what can I say? I even dabbled in writing music for the band. Okay, mostly I wrote arrangements of pop music, so the band could keep the crowd entertained during Friday night football games. What struck me then was that, to write parts for all the instruments - brass, woodwind, percussion, even k...
Jul. 29, 2016 01:30 AM EDT Reads: 2,359
In his session at @DevOpsSummit at 19th Cloud Expo, Yoseph Reuveni, Director of Software Engineering at Jet.com, will discuss Jet.com's journey into containerizing Microsoft-based technologies like C# and F# into Docker. He will talk about lessons learned and challenges faced, the Mono framework tryout and how they deployed everything into Azure cloud. Yoseph Reuveni is a technology leader with unique experience developing and running high throughput (over 1M tps) distributed systems with extre...
Jul. 28, 2016 10:15 PM EDT Reads: 2,250
Sharding has become a popular means of achieving scalability in application architectures in which read/write data separation is not only possible, but desirable to achieve new heights of concurrency. The premise is that by splitting up read and write duties, it is possible to get better overall performance at the cost of a slight delay in consistency. That is, it takes a bit of time to replicate changes initiated by a "write" to the read-only master database. It's eventually consistent, and it'...
Jul. 28, 2016 08:30 PM EDT Reads: 2,362
Jul. 28, 2016 07:15 PM EDT Reads: 3,970
If you are within a stones throw of the DevOps marketplace you have undoubtably noticed the growing trend in Microservices. Whether you have been staying up to date with the latest articles and blogs or you just read the definition for the first time, these 5 Microservices Resources You Need In Your Life will guide you through the ins and outs of Microservices in today’s world.
Jul. 28, 2016 04:15 AM EDT Reads: 4,172