Welcome!

Linux Containers Authors: Elizabeth White, Liz McMillan, Gregor Petri, Pat Romanski, APM Blog

Related Topics: Linux Containers, Mobile IoT, @CloudExpo, @BigDataExpo

Linux Containers: Blog Post

Solutions to the Mobile Content Delivery Dilemma | @CloudExpo #Cloud #MachineLearning

The world has gone mobile and there’s no going back

Surprising Solutions to the Mobile Content Delivery Dilemma

From EMEA to APAC to the EU, growth in mobile devices and consumption of Internet bandwidth have grown at an incredible rate. One of the features of mobile devices that consumers like best is the ability to have their experience tailored to their geographic location, demographic profile, behaviors and preferences. These capabilities have greatly enhanced the user experience by providing users with information that is most relevant to them, whether that means finding the closest gas station, locating the best sushi restaurant within a city block or finding the best deal on a new pair of shoes while riding the bus to work.

Understandably, global mobile data usage is growing at a CAGR of 53 percent and will reach more than 30.6 exabytes per month in 2016, according to Cisco's Visual Networking Index. Interestingly, the Middle East and Africa region has the highest CAGR at 117 percent, followed by Asia Pacific (83 percent), Latin America (73 percent) and Central and Eastern Europe (71 percent). North America (55 percent) and Western Europe (52 percent) sit at the bottom of the pack in terms of growth.

This is the age of mobile, and it's had a profound impact on business. Organizations that embrace mobile and truly understand the value of user experience have outperformed their peers - think of Jim Cramer's FANG stocks (Facebook, Amazon, Netflix and Google) - and have dominated their respective markets.

However, mobile has to be done right for businesses to experience its benefits. It introduces a host of challenges and complexities that, if not properly addressed, can hinder the user experience, resulting in customer churn, shorter sessions and lost revenue. Mobile content delivery is highly dependent on devices, operation systems, infrastructure and network capabilities - meaning there are literally billions of combinations, all changing in real time, that have to be accounted for in order to meet consumer expectations. This is especially true in the last mile - the segment of the route from the cell tower to the device.

Mobile Performance Issues
Mobile application performance has found a friend in intelligent infrastructure solutions, which help application developers ensure their apps - and their business - don't fall behind. This is important in all regions of the world but is extremely important in emerging markets, which are also the fastest-growing markets, where bandwidth is limited and infrastructure is not as robust as more developed parts of the world.

There are some excellent examples of geo-specific challenges that impact mobile application performance in Twin Prime's State of Global Networks Report (Q1, 2016). In this report, billions of network requests were analyzed from over 150 countries, 3,600 operators, 12,000 device models and more than 100 content types to gain a deep understanding of how networks perform.

There's more interesting information in the report, including good examples of how network (3G, HSAP, 4G, Wi-Fi) performance issues impact mobile application performance, broken down by city, country and region. The report is definitely worth a look if you want to get a better understanding of the factors that impact network performance and work to build more performant mobile applications.

DNS: The Solution to Mobile Content Delivery Challenges
Any time a person types "ILoveShoes.com" or taps an app on their mobile phone, the first thing their device does is ask the internet, "Which IP address should I go to?" The internet responds with an IP address. At its most basic level, that is how DNS works. But in a world of mobile devices, multiple data centers, CDNs, fiber cuts, traffic congestion and servers spinning up or going down, what appears to be a simple answer becomes much more complicated and important.

To assist with this complicated issue and arrive at the optimum answer, intelligent DNS solutions - which use application, network and infrastructure data - can be deployed to optimize mobile content delivery and avoid global internet potholes based on geographic information and dynamic telemetry. Some use cases for intelligent DNS include:

  • Telemetry: It's not always the geographically closest data center that's the optimal place to send users. Network congestion, fiber cuts, server health and load distribution are chief among factors that negatively impact mobile content delivery and are challenges that intelligent DNS solutions can solve. Advanced traffic routing solutions can extend these capabilities to include real user monitoring (RUM) data as well as AppDex data from virtually any source.
  • Geo: Uses geo-location, including country, state/province or latitude/longitude, to route users to the geographically closest data center or, where needed, geo-fence users to a predefined set of end points (made even more accurate with EDNS-client-subnet support).

Since the earliest days of the internet, DNS has been quietly doing its job behind the scenes. As the digital ecosystem has shifted from the PC to mobile, the old ways of managing DNS simply stopped being effective. Fortunately, intelligent DNS offers application developers a way to make traffic routing decisions much closer to the end user and improve user experience at a very granular level.

Better Performance via Machine Learning
Part of this intelligence comes from being able to make predictions based on data, and that's where machine learning comes in. Machine learning has been around for a long time but, because of the tremendous computing power that is required to ingest, interpret and accurately predict, machine learning was limited to those with access to high-powered computers - typically found at a major university or government agency.

Today, thanks to the universal accessibility that the cloud enables, developers across the globe can gain access to the compute power necessary to use machine learning in a broad set of applications. This is good news because solving last-mile challenges involves understanding literally billions of user, device and network data inputs and combinations, making machine learning a critical tool for solving mobile content delivery challenges.

The image below reveals the advantages that machine learning-accelerated users have over non-accelerated users. In this example, 88 percent of the app's global traffic saw an increase in speed of 75 percent. In addition, users who needed 400ms to 500ms to download content were able to download that content in 150ms or less. Overall, accelerated users benefited from a significant performance advantage and, based on a great deal of user experience data, those users are more likely to improve metrics like session length, session interval, retention rate and abandonment which, in turn, has been shown to boost revenue and LTV.

Mobile content accelerators that are based on machine learning can make a positive impact on both the client-side and server-side aspect of mobile content delivery, including:

  • Selecting the best origin server for content retrieval
  • Reducing packet loss during transport
  • Optimizing cache to increase your app's cache hit ratio
  • Selecting the best protocol and protocol parameters based on context
  • Minimizing DNS latency and optimizing routing
  • Defining the optimal congestion control and TCP ramp-up based on user context

The world has gone mobile and there's no going back. Old methods of content delivery fall short, so modern mobile content accelerator solutions were created to fill in the gaps. They are intended to work alongside CDNs and supplement commonly used application performance management and monitoring tools. They are a low-cost-for-performance solution when deployed using SDKs. As data growth continues, such a configuration will equip your organization for the present and prepare it for what's to come.

More Stories By Carl J. Levine

Carl J. Levine is the Senior Technical Evangelist for NS1. He is a marketer, technologist and startup enthusiast all rolled up into one dynamic team leader. Levine is an established and time-tested product manager with the unique ability to iterate use cases, bring understanding to those seeking to explore complicated technical concepts and increase revenue across diverse sales channels. He is an advocate for world-class customer experience and an active participant in New Hampshire High Tech Council's Entrepreneur Forum.

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.


@ThingsExpo Stories
SYS-CON Events announced today that China Unicom 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. China United Network Communications Group Co. Ltd ("China Unicom") was officially established in 2009 on the basis of the merger of former China Netcom and former China Unicom. China Unicom mainly operates a full range of telecommunications services including mobile broadband (GSM, WCDMA, LTE F...
Enterprise IT has been in the era of Hybrid Cloud for some time now. But it seems most conversations about Hybrid are focused on integrating AWS, Microsoft Azure, or Google ECM into existing on-premises systems. Where is all the Private Cloud? What do technology providers need to do to make their offerings more compelling? How should enterprise IT executives and buyers define their focus, needs, and roadmap, and communicate that clearly to the providers?
SYS-CON Events announced today that SoftLayer, an IBM Company, has been named “Gold Sponsor” of SYS-CON's 18th Cloud Expo, which will take place on June 7-9, 2016, at the Javits Center in New York, New York. SoftLayer, an IBM Company, provides cloud infrastructure as a service from a growing number of data centers and network points of presence around the world. SoftLayer’s customers range from Web startups to global enterprises.
The Transparent Cloud-computing Consortium (abbreviation: T-Cloud Consortium) will conduct research activities into changes in the computing model as a result of collaboration between "device" and "cloud" and the creation of new value and markets through organic data processing High speed and high quality networks, and dramatic improvements in computer processing capabilities, have greatly changed the nature of applications and made the storing and processing of data on the network commonplace.
Digital innovation is the next big wave of business transformation based on digital technologies of which IoT and Big Data are key components, For example: Business boundary innovation is a challenge to excavate third-party business value using IoT and BigData, like Nest Business structure innovation may propose re-building business structure from scratch, as Uber does in the taxicab industry The social model innovation is also a big challenge to the new social architecture with the design fr...
Big Data has been changing the world. IoT fuels the further transformation recently. How are Big Data and IoT related? In his session at @BigDataExpo, Tony Shan, a renowned visionary and thought leader, will explore the interplay of Big Data and IoT. He will anatomize Big Data and IoT separately in terms of what, which, why, where, when, who, how and how much. He will then analyze the relationship between IoT and Big Data, specifically the drilldown of how the 4Vs of Big Data (Volume, Variety,...
I'm a lonely sensor. I spend all day telling the world how I'm feeling, but none of the other sensors seem to care. I want to be connected. I want to build relationships with other sensors to be more useful for my human. I want my human to understand that when my friends next door are too hot for a while, I'll soon be flaming. And when all my friends go outside without me, I may be left behind. Don't just log my data; use the relationship graph. In his session at @ThingsExpo, Ryan Boyd, Engi...
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...
Video experiences should be unique and exciting! But that doesn’t mean you need to patch all the pieces yourself. Users demand rich and engaging experiences and new ways to connect with you. But creating robust video applications at scale can be complicated, time-consuming and expensive. In his session at @ThingsExpo, Zohar Babin, Vice President of Platform, Ecosystem and Community at Kaltura, will discuss how VPaaS enables you to move fast, creating scalable video experiences that reach your...
SYS-CON Events announced today the Enterprise IoT Bootcamp, being held November 1-2, 2016, in conjunction with 19th Cloud Expo | @ThingsExpo at the Santa Clara Convention Center in Santa Clara, CA. Combined with real-world scenarios and use cases, the Enterprise IoT Bootcamp is not just based on presentations but with hands-on demos and detailed walkthroughs. We will introduce you to a variety of real world use cases prototyped using Arduino, Raspberry Pi, BeagleBone, Spark, and Intel Edison. Y...
Information technology is an industry that has always experienced change, and the dramatic change sweeping across the industry today could not be truthfully described as the first time we've seen such widespread change impacting customer investments. However, the rate of the change, and the potential outcomes from today's digital transformation has the distinct potential to separate the industry into two camps: Organizations that see the change coming, embrace it, and successful leverage it; and...
Digital transformation is too big and important for our future success to not understand the rules that apply to it. The first three rules for winning in this age of hyper-digital transformation are: Advantages in speed, analytics and operational tempos must be captured by implementing an optimized information logistics system (OILS) Real-time operational tempos (IT, people and business processes) must be achieved Businesses that can "analyze data and act and with speed" will dominate those t...
Technology vendors and analysts are eager to paint a rosy picture of how wonderful IoT is and why your deployment will be great with the use of their products and services. While it is easy to showcase successful IoT solutions, identifying IoT systems that missed the mark or failed can often provide more in the way of key lessons learned. In his session at @ThingsExpo, Peter Vanderminden, Principal Industry Analyst for IoT & Digital Supply Chain to Flatiron Strategies, will focus on how IoT de...
The many IoT deployments around the world are busy integrating smart devices and sensors into their enterprise IT infrastructures. Yet all of this technology – and there are an amazing number of choices – is of no use without the software to gather, communicate, and analyze the new data flows. Without software, there is no IT. In this power panel at @ThingsExpo, moderated by Conference Chair Roger Strukhoff, panelists will look at the protocols that communicate data and the emerging data analy...
SYS-CON Events announced today that Roundee / LinearHub will exhibit at the WebRTC Summit at @ThingsExpo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. LinearHub provides Roundee Service, a smart platform for enterprise video conferencing with enhanced features such as automatic recording and transcription service. Slack users can integrate Roundee to their team via Slack’s App Directory, and '/roundee' command lets your video conference ...
SYS-CON Events announced today that Numerex Corp, a leading provider of managed enterprise solutions enabling the Internet of Things (IoT), will exhibit at the 19th International Cloud Expo | @ThingsExpo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. Numerex Corp. (NASDAQ:NMRX) is a leading provider of managed enterprise solutions enabling the Internet of Things (IoT). The Company's solutions produce new revenue streams or create operating...
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...
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...
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....
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.