Click here to close now.

Welcome!

Microservices Journal Authors: Carmen Gonzalez, Liz McMillan, Roger Strukhoff, Pat Romanski, Jayaram Krishnaswamy

Related Topics: Cloud Expo, Java, Microservices Journal, .NET, Web 2.0, Open Web

Cloud Expo: Article

Why Your Analytics Should Be Hosted

It’s become increasingly clear that Big Data is transforming the business landscape

It's become increasingly clear that Big Data, and the tools for manipulating, visualizing and analyzing it, are transforming the business landscape. McKinsey released a report in 2011 that projects 40 percent growth in global data generated per year. This is all well and good, but more and more companies are finding that their toolbox for dealing with all of this data is antiquated and confusing.

Indeed, 58 percent of enterprise decision makers surveyed in March 2012 by DataXu felt they lacked the skills and technology required for marketing analytics. Marketers should be chomping at the bit to fruitfully employ the data they have. Successful marketing requires proper segmentation of the customer base to create more targeted campaigns. Real-time insight into the performance of existing campaigns and a clear grasp of where to redirect efforts can also turn a campaign that would have failed into a success. These are the promises made by the drivers of the current "data movement." The unfortunate reality, however, is that the accumulation of data just adds to the costs of an organization as it struggles to merely store the incoming torrent of data, let alone harness it and allow non-technical individuals to explore and understand it.

Luckily, this isn't the first time that industries have experienced this type of problem. The data movement is just like any other one that starts out as a niche interest to a select few people, eventually growing into a commoditized marketplace that competes on usability and ease of access.

Of all metaphors to pick for this process, the restaurant is an apt one. Cooking is something everyone can do. Mix up some batter, put it on a hot skillet, and you'll get pancakes. Add some eggs and a glass of orange juice and you've either got your brain on drugs or a complete breakfast. You can also go to your local IHOP and order the same thing. If you make it yourself, you know everything that's in it and can control the various aspects of the meal. But you also have to deal with acquiring the ingredients, having the facilities to cook, and doing the cleanup. If you go to a restaurant, all you have to do is show up, tell them what you want, and pay.

Similarly, the analytics space has two types of offerings. You can choose to do it yourself or you can use a hosted service to take care of things for you. As with cooking versus going to a restaurant, there are costs and benefits associated with both, but my biased opinion is that a hosted solution is the best choice for tackling the current influx of data.

Economies of Scale
Restaurants provide the benefits of economies of scale to their patrons, allowing customers to consume and enjoy foods that they normally wouldn't be able to at home. High-quality tuna is rather expensive and generally comes in quantities that no individual person could ever consume before it goes bad. Yet, you can go to a sushi restaurant and get various parts of the fish. This is economies of scale in action. The restaurant can afford to put down a significant sum of money to acquire the whole tuna and resell it in pieces to its patrons.

Hosted analytics presents a similar case. A hosted analytics provider is able to pay more money upfront for hardware than any one of its customers would. The reality of data processing is that there are physical limitations to the amount of data a computer can process given a certain amount of time. This problem can only be overcome with more and better hardware.

Because it serves multiple users, a hosted system is actually incentivized to provision enough machines to answer questions quickly. The compute resources are only required for the duration of a query against the system. The faster a query gets answered, the quicker those resources are freed up to answer someone else's query. Responding to queries fast enough to free up resources for the next query is actually the only way to achieve high levels of concurrency. Because the hosted provider is building their business on the idea that multiple customers will share the same infrastructure, they have to support more than just one query at a time and thus are naturally forced to provide their users with a faster querying experience. Economies of scale work to the users' advantage.

Integration of Diverse Data Streams
Another benefit of hosted analytics systems is that they can provide overnight integration with other data sets, both public and private. Taking this back to the restaurant analogy, restaurants add new items to their menu on a regular basis. If they find a supplier that will give them Alaskan king crab for the same price as a lesser form of crab, patrons will all of a sudden start eating better crab without having even known it was coming. The hosted analytics case is similar in that users can take advantage of new data sets that the provider has integrated.

Consider the following scenario. A marketer might normally have access to customer profile and engagement information through their analytics system. Companies like Amazon Web Services offer up data sets from the human genome, the U.S. Census Bureau, and Wikipedia. If a hosted analytics company integrates a public data set like one of these, they can then expose it to all of their clients. This means that if there are 1,000 customers of the hosted offering and only one of them asks for the integration of the public data set, 999 customers get that same integration overnight. All of the participants reap the benefits of having more data sets available. Through the process of overlaying various data streams, marketers can learn more about their customers and their behavior in order to better target their campaigns. This is just one more benefit hosted offerings provide to ensure that companies can maximally leverage the value of their data.

Useful Analytics
Analytics are only good if they are understandable and actionable, just as restaurants are only good if their food is edible and delicious. There are thousands of ingredients that could be mixed in with fried eggs, but some will taste delicious and some will just result in an inedible concoction. As patrons of many restaurants, we often come to a consensus on what various restaurants do well, personal taste notwithstanding. This knowledge can be employed to eat only the best meals. The same mechanism of collective understanding will play itself out in the hosted analytics space.

Any company that provides hosted analytics to a variety of businesses wants to give its customers only the most useful analytical metrics and functionalities. Marketers may not have the specific training to pinpoint exactly which analysis methods to leverage for maximal effect. That's where the multi-tenant properties of hosted analytics work to your benefit. The hosted analytics provider will be sensitive to which of their tools are providing the most value across their entire customer base. In other words, the individual customers all come together to form a collaborative filter to ensure that the less useful analytics features will be cast aside in favor of those that yield valuable insights. As with the integration of public data sets, this filtering mechanism ensures that benefits cascade throughout the entire system of analytics users. Even for features that do not seem to be immediately relevant to your company's success, as a customer of a hosted provider you can rest assured that once your company turns that corner in its business growth, the hosted provider already knows the kinds of analysis you'll find yourself needing and has the tools available. Newcomers to the platform are thus quickly able to reap the benefits of an analytical toolset that has been vetted by the crowd.

In the past few years, Big Data has exploded in importance. Marketers must learn how to take away useful, actionable insights from the mass of data at their hands in order to create a competitive advantage for their companies. Hosted analytics systems will truly prove themselves to be a staple choice for deciphering the increasing amounts of data that companies have to deal with, just as restaurants are a ubiquitous presence in our current lives.

In closing, we can stretch the restaurant metaphor just a little bit more. In both a restaurant and a home kitchen, there's an able cook who knows how to turn raw ingredients into a delicious meal. Similarly, the future still includes analysts who understand the intricacies of your business. You will, however, achieve much more efficient use of your analyst's time by leveraging the benefits of a hosted analytics provider: improved performance, "free" integration of external data sets, and collaborative vetting of the analytical feature set.

More Stories By Eric Tschetter

Eric Tschetter is the lead architect at Metamarkets, a leader in big data analytics for web-scale companies. Follow Metamarkets on Twitter @Metamarkets and learn more at www.metamarkets.com.

Comments (0)

Share your thoughts on this story.

Add your comment
You must be signed in to add a comment. Sign-in | Register

In accordance with our Comment Policy, we encourage comments that are on topic, relevant and to-the-point. We will remove comments that include profanity, personal attacks, racial slurs, threats of violence, or other inappropriate material that violates our Terms and Conditions, and will block users who make repeated violations. We ask all readers to expect diversity of opinion and to treat one another with dignity and respect.


@MicroservicesExpo Stories
SYS-CON Events announced today the IoT Bootcamp – Jumpstart Your IoT Strategy, being held June 9–10, 2015, in conjunction with 16th Cloud Expo and Internet of @ThingsExpo at the Javits Center in New York City. This is your chance to jumpstart your IoT strategy. Combined with real-world scenarios and use cases, the IoT Bootcamp is not just based on presentations but includes hands-on demos and walkthroughs. We will introduce you to a variety of Do-It-Yourself IoT platforms including Arduino, Ras...
SYS-CON Events announced today the DevOps Foundation Certification Course, being held June ?, 2015, in conjunction with DevOps Summit and 16th Cloud Expo at the Javits Center in New York City, NY. This sixteen (16) hour course provides an introduction to DevOps – the cultural and professional movement that stresses communication, collaboration, integration and automation in order to improve the flow of work between software developers and IT operations professionals. Improved workflows will res...
SYS-CON Events announced today that Soha will exhibit at SYS-CON's DevOps Summit New York, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. Soha delivers enterprise-grade application security, on any device, as agile as the cloud. This turnkey, cloud-based service enables customers to solve secure application access and delivery challenges that traditional or virtualized network solutions cannot solve because they are too expensive, inflexible and operational...
SYS-CON Events announced today that Ciqada will exhibit at SYS-CON's @ThingsExpo, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. Ciqada™ makes it easy to connect your products to the Internet. By integrating key components - hardware, servers, dashboards, and mobile apps - into an easy-to-use, configurable system, your products can quickly and securely join the internet of things. With remote monitoring, control, and alert messaging capability, you will mee...
Containers and microservices have become topics of intense interest throughout the cloud developer and enterprise IT communities. Accordingly, attendees at the upcoming 16th Cloud Expo at the Javits Center in New York June 9-11 will find fresh new content in a new track called PaaS | Containers & Microservices Containers are not being considered for the first time by the cloud community, but a current era of re-consideration has pushed them to the top of the cloud agenda. With the launch ...
of cloud, colocation, managed services and disaster recovery solutions, will exhibit at SYS-CON's 16th International Cloud Expo®, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. TierPoint, LLC, is a leading national provider of information technology and data center services, including cloud, colocation, disaster recovery and managed IT services, with corporate headquarters in St. Louis, MO. TierPoint was formed through the strategic combination of some of t...
Dave will share his insights on how Internet of Things for Enterprises are transforming and making more productive and efficient operations and maintenance (O&M) procedures in the cleantech industry and beyond. Speaker Bio: Dave Landa is chief operating officer of Cybozu Corp (kintone US). Based in the San Francisco Bay Area, Dave has been on the forefront of the Cloud revolution driving strategic business development on the executive teams of multiple leading Software as a Services (SaaS) ap...
Public Cloud IaaS started it's life in the developer and startup communities and has grown rapidly to a $20B+ industry, but it still pales in comparison to how much is spent worldwide on IT: $3.6 trillion. In fact, there are 8.6 million data centers worldwide, the reality is many small and medium sized business have server closets and colocation footprints filled with servers and storage gear. While on-premise environment virtualization may have peaked at 75%, the Public Cloud has lagged in ado...
Microsoft is releasing in the near future Azure Service Fabric as a preview beta. Azure Service Fabric is built to run microservices - a complex application consisting of smaller, interlocked components that enables updating components without disrupting service. Microsoft has used this over the past few years internally for many of its own applications and the new release is for general use, a new product. OSIsoft is an early adopter of this system and run with it to expand into the explo...
ProfitBricks, the provider of painless cloud infrastructure IaaS, today released its SDK for Ruby, written against the company's new RESTful API. The new SDK joins ProfitBricks' previously announced support for the popular multi-cloud open-source Fog project. This new Ruby SDK, which exposes advanced functionality to take advantage of ProfitBricks' simplicity and productivity, aligns with ProfitBricks' mission to provide a painless way to automate infrastructure in the cloud. Ruby is a genera...
ProfitBricks, the provider of painless cloud infrastructure for IaaS, today announced the release of a Node.js SDK written against its recently launched REST API. This new JavaScript based library provides coverage for all existing ProfitBricks REST API functions. With additional libraries set to release this month, ProfitBricks continues to prove its dedication to the DevOps community and commitment to making cloud migrations and cloud management painless. Node.js is an open source, cross-pl...
The 5th International DevOps Summit, co-located with 17th International Cloud Expo – being held November 3-5, 2015, 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...
So I guess we’ve officially entered a new era of lean and mean. I say this with the announcement of Ubuntu Snappy Core, “designed for lightweight cloud container hosts running Docker and for smart devices,” according to Canonical. “Snappy Ubuntu Core is the smallest Ubuntu available, designed for security and efficiency in devices or on the cloud.” This first version of Snappy Ubuntu Core features secure app containment and Docker 1.6 (1.5 in main release), is available on public clouds, ...
There is no quick way to learn Jython API but to experiment with it. The easiest way is to start with Jytutor extension for XL Deploy. Now you can also use the code snippet for exposing jython/python context in XL Deploy environment by running it directly in Jytutor Here’s how you can go ahead with that Download the Jytutor extension referring to the Jytutor Blog or from the following link https://github.com/xebialabs-community/xld-jytutor-plugin/releases Shutdown your XL Deploy server...
ProfitBricks has launched its new DevOps Central and REST API, along with support for three multi-cloud libraries and a Python SDK. This, combined with its already existing SOAP API and its new RESTful API, moves ProfitBricks into a position to better serve the DevOps community and provide the ability to automate cloud infrastructure in a multi-cloud world. Following this momentum, ProfitBricks has also introduced several libraries that enable developers to use their favorite language to code ...
ProfitBricks, the provider of painless cloud infrastructure IaaS, announced the launch of its new DevOps Central and REST API, along with support for three multi-cloud libraries and a Python SDK. This, combined with its already existing SOAP API and its new RESTful API, moves ProfitBricks into a position to better serve the DevOps community and provide the ability to automate cloud infrastructure in a multi-cloud world. Following this momentum, ProfitBricks is also today introducing several l...
What exactly is a cognitive application? In her session at 16th Cloud Expo, Ashley Hathaway, Product Manager at IBM Watson, will look at the services being offered by the IBM Watson Developer Cloud and what that means for developers and Big Data. She'll explore how IBM Watson and its partnerships will continue to grow and help define what it means to be a cognitive service, as well as take a look at the offerings on Bluemix. She will also check out how Watson and the Alchemy API team up to off...
The 17th International Cloud Expo has announced that its Call for Papers is open. 17th International Cloud Expo, to be held November 3-5, 2015, at the Santa Clara Convention Center in Santa Clara, CA, brings together Cloud Computing, APM, APIs, Microservices, Security, Big Data, Internet of Things, DevOps 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 bu...
79% of new products miss their launch date. That was the conclusion of a CGT/Sopheon Survey in which the impact of such market misses were also explored. What it didn't dig into was the reason why so many products and projects miss their launch date. When we start digging into the details with respect to applications, we can find at least one causal factor in the delivery process, specifically that portion which focuses on the actual move into production, from which consumers (internal and...
Security is one the more prominent of the application service categories, likely due to its high profile impact. After all, if security fails, we all hear about it. The entire Internet. Forever. So when one conducts a survey on the state of application delivery (which is implemented using application services) you kinda have to include security. Which of course, we did.