Welcome!

Machine Learning Authors: Yeshim Deniz, Liz McMillan, Elizabeth White, Pat Romanski, Ed Featherston

Related Topics: Java IoT, Machine Learning , @CloudExpo

Java IoT: Article

The Super Bowl Effect on Website Performance

Synthetic monitoring of a website

Whether or not you are a fan of U.S. football - it was really hard to avoid this huge sports event on February 5. In addition to the actual game, it's the Super Bowl commercials that - besides being very expensive to air - usually drive a lot of load on the websites of the companies that run their ads. The question is whether the millions of dollars spent really drive consumers to these websites and make them do business with them.

As we won't get an answer from the top brands that advertised about the actual conversion rates we can look at the End User Experience and performance of their websites while these ads were aired. By analyzing the data that we can get through continuous synthetic monitoring combined with deep dive browser diagnostics, we'll be able to see whether their web application was actually able to handle the load and didn't leave too many of these users with a bad user experience.

Use Case: What Was the User Experience at One of the Top Brands on Super Bowl Day
In order to avoid any discussions on whether the numbers we present are good or bad and mean that this company did a good or terrible job, we present all this data without giving an actual name as the purpose of this exercise is to show how to perform this type of analysis.

Synthetic Monitoring of a Web Site
In order to monitor web site performance of a site we set up a Gomez Synthetic Monitor to be executed on a scheduled basis. The monitor not only monitored the performance of the initial home page but also walked through several main use-case scenarios on that page, e.g., searched for a product. These tests were also executed from multiple U.S. locations, using low- and high-bandwidth connections and also using both the Internet Explorer and Firefox browsers. In addition we captured individual performance sessions using dynaTrace Browser Diagnostics.

The following screenshot shows the response time of the home page of this website via our Last Mile platform via a Firefox browser in the days before the Super Bowl as well as during the Super Bowl. The average page load time was around 9 seconds with the exception of the time-frame during the Super Bowl - that's when it jumped up to 30 seconds:

Synthetic Monitoring shows peak during the Super Bowl of up to 30s to load the Homepage

Analyzing Page Load Time from Monitoring Data
There were two factors that drove this spike:

  1. Higher load on their application due to the commercial aired during the Super Bowl
  2. Additional content on their page that doubled the page size

Factor 1: Higher Load
That's of course intended and a success for their marketing campaign. What you want to make sure is that you can handle the additional expected load by using CDNs (Content Delivery Networks) to deliver that static content to your end users as well as provide additional resources on your web and application servers to handle the extra load. To be prepared for that it's highly recommended that you do some up-front large scale load-testing. For more information on that you can read my recent blog posts on To Load Test or Not to Load Test: That Is Not the Question.

Factor 2: Additional Content
The average size of the home page jumped from 776kb to 1.497kb - that's double the page size. The reason for this is additional images and content that was displayed on the home page when accessed during the Super Bowl. The Gomez Monitor as well as the dynaTrace Browser Diagnostics Sessions provides detailed resource analysis that immediately highlights the additional images, stylesheets and JavaScript files. The following shows some of the additional Super Bowl-related content including size and download time:

Additional content downloaded during the Super Bowl resulting in up to 3 times higher page load times

The additional content in this case may have been necessary to fulfill the company's marketing campaign. The question is whether the additional content could have been optimized not to download 40 additional resources with a total size of > 700kb.

Deep Dive Browser Diagnostics
Looking at the dynaTrace Browser Diagnostics Data we can observe several interesting aspects.

Observation 1: Load Impact of additional resources
We can see the actual impact of these additional resources that got downloaded during the time of the game. Two of these resources took a very long time and had a major impact on page load time. The background image was delivered by their own web server and was not put on a CDN, which results in more traffic on their web servers and less than optimal performance for end users who are far away from their data centers. Another interesting aspect was an additional Facebook Like button that took 600ms to download and execute.

dynaTrace Timeline View showing the impact of additional resources on the page load time

Observation 2: Page Transition Impact of CDN User Tracking Logic
Some tracking tools out there send their data in the onbeforeunload event handler. Modern browsers actually don't allow the onbeforeunload event handlers to take too long or send any data. The workaround for this is to put in an "artificial" JavaScript loop that waits for 750ms to ensure the browser sends the AJAX Request with the tracking data before the browser navigates to the next page. We can also see this behavior on this page:

JavaScript Tracing Code from a CDN Provider adding a 750ms loop to ensure tracing data gets send before navigating to the next page

Conclusion
When you are responsible for a website that is going to see high user volume for a marketing campaign you want to:

  1. Make sure the additional content for that marketing campaign is optimized, e.g., make sure this content is on CDNs and follow the Best Practices for Web Performance Optimization
  2. Make sure you test your application with the campaign-specific features under realistic load
  3. Analyze the impact of third-party tracking tools and other widgets you put on your page

More Stories By Andreas Grabner

Andreas Grabner has been helping companies improve their application performance for 15+ years. He is a regular contributor within Web Performance and DevOps communities and a prolific speaker at user groups and conferences around the world. Reach him at @grabnerandi

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.


@CloudExpo Stories
Join IBM November 1 at 21st Cloud Expo at the Santa Clara Convention Center in Santa Clara, CA, and learn how IBM Watson can bring cognitive services and AI to intelligent, unmanned systems. Cognitive analysis impacts today’s systems with unparalleled ability that were previously available only to manned, back-end operations. Thanks to cloud processing, IBM Watson can bring cognitive services and AI to intelligent, unmanned systems. Imagine a robot vacuum that becomes your personal assistant tha...
Data scientists must access high-performance computing resources across a wide-area network. To achieve cloud-based HPC visualization, researchers must transfer datasets and visualization results efficiently. HPC clusters now compute GPU-accelerated visualization in the cloud cluster. To efficiently display results remotely, a high-performance, low-latency protocol transfers the display from the cluster to a remote desktop. Further, tools to easily mount remote datasets and efficiently transfer...
SYS-CON Events announced today that TidalScale will exhibit at SYS-CON's 21st International Cloud Expo®, which will take place on Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. TidalScale is the leading provider of Software-Defined Servers that bring flexibility to modern data centers by right-sizing servers on the fly to fit any data set or workload. TidalScale’s award-winning inverse hypervisor technology combines multiple commodity servers (including their ass...
As hybrid cloud becomes the de-facto standard mode of operation for most enterprises, new challenges arise on how to efficiently and economically share data across environments. In his session at 21st Cloud Expo, Dr. Allon Cohen, VP of Product at Elastifile, will explore new techniques and best practices that help enterprise IT benefit from the advantages of hybrid cloud environments by enabling data availability for both legacy enterprise and cloud-native mission critical applications. By rev...
Infoblox delivers Actionable Network Intelligence to enterprise, government, and service provider customers around the world. They are the industry leader in DNS, DHCP, and IP address management, the category known as DDI. We empower thousands of organizations to control and secure their networks from the core-enabling them to increase efficiency and visibility, improve customer service, and meet compliance requirements.
In his session at 21st Cloud Expo, Michael Burley, a Senior Business Development Executive in IT Services at NetApp, will describe how NetApp designed a three-year program of work to migrate 25PB of a major telco's enterprise data to a new STaaS platform, and then secured a long-term contract to manage and operate the platform. This significant program blended the best of NetApp’s solutions and services capabilities to enable this telco’s successful adoption of private cloud storage and launchi...
With major technology companies and startups seriously embracing Cloud strategies, now is the perfect time to attend 21st Cloud Expo October 31 - November 2, 2017, at the Santa Clara Convention Center, CA, and June 12-14, 2018, at the Javits Center in New York City, NY, and learn what is going on, contribute to the discussions, and ensure that your enterprise is on the right path to Digital Transformation.
Amazon is pursuing new markets and disrupting industries at an incredible pace. Almost every industry seems to be in its crosshairs. Companies and industries that once thought they were safe are now worried about being “Amazoned.”. The new watch word should be “Be afraid. Be very afraid.” In his session 21st Cloud Expo, Chris Kocher, a co-founder of Grey Heron, will address questions such as: What new areas is Amazon disrupting? How are they doing this? Where are they likely to go? What are th...
SYS-CON Events announced today that N3N will exhibit at SYS-CON's @ThingsExpo, which will take place on Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. N3N’s solutions increase the effectiveness of operations and control centers, increase the value of IoT investments, and facilitate real-time operational decision making. N3N enables operations teams with a four dimensional digital “big board” that consolidates real-time live video feeds alongside IoT sensor data a...
In the fast-paced advances and popularity in cloud technology, one of the most critical factors revolves around concerns for security of your critical data. How to assure both your company and your customers they can confidently trust and utilize your cloud environment is most often top on the list. There is a method to evaluating and providing security that exceeds conventional modes of protecting data both within the cloud as well externally on mobile and other devices. With the public failure...
In his Opening Keynote at 21st Cloud Expo, John Considine, General Manager of IBM Cloud Infrastructure, will lead you through the exciting evolution of the cloud. He'll look at this major disruption from the perspective of technology, business models, and what this means for enterprises of all sizes. John Considine is General Manager of Cloud Infrastructure Services at IBM. In that role he is responsible for leading IBM’s public cloud infrastructure including strategy, development, and offering ...
Digital transformation is changing the face of business. The IDC predicts that enterprises will commit to a massive new scale of digital transformation, to stake out leadership positions in the "digital transformation economy." Accordingly, attendees at the upcoming Cloud Expo | @ThingsExpo at the Santa Clara Convention Center in Santa Clara, CA, Oct 31-Nov 2, will find fresh new content in a new track called Enterprise Cloud & Digital Transformation.
Smart cities have the potential to change our lives at so many levels for citizens: less pollution, reduced parking obstacles, better health, education and more energy savings. Real-time data streaming and the Internet of Things (IoT) possess the power to turn this vision into a reality. However, most organizations today are building their data infrastructure to focus solely on addressing immediate business needs vs. a platform capable of quickly adapting emerging technologies to address future ...
SYS-CON Events announced today that NetApp has been named “Bronze Sponsor” of SYS-CON's 21st International Cloud Expo®, which will take place on Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. NetApp is the data authority for hybrid cloud. NetApp provides a full range of hybrid cloud data services that simplify management of applications and data across cloud and on-premises environments to accelerate digital transformation. Together with their partners, NetApp emp...
The dynamic nature of the cloud means that change is a constant when it comes to modern cloud-based infrastructure. Delivering modern applications to end users, therefore, is a constantly shifting challenge. Delivery automation helps IT Ops teams ensure that apps are providing an optimal end user experience over hybrid-cloud and multi-cloud environments, no matter what the current state of the infrastructure is. To employ a delivery automation strategy that reflects your business rules, making r...
Most technology leaders, contemporary and from the hardware era, are reshaping their businesses to do software. They hope to capture value from emerging technologies such as IoT, SDN, and AI. Ultimately, irrespective of the vertical, it is about deriving value from independent software applications participating in an ecosystem as one comprehensive solution. In his session at @ThingsExpo, Kausik Sridhar, founder and CTO of Pulzze Systems, will discuss how given the magnitude of today's applicati...
As popularity of the smart home is growing and continues to go mainstream, technological factors play a greater role. The IoT protocol houses the interoperability battery consumption, security, and configuration of a smart home device, and it can be difficult for companies to choose the right kind for their product. For both DIY and professionally installed smart homes, developers need to consider each of these elements for their product to be successful in the market and current smart homes.
In his session at 21st Cloud Expo, Raju Shreewastava, founder of Big Data Trunk, will provide a fun and simple way to introduce Machine Leaning to anyone and everyone. Together we will solve a machine learning problem and find an easy way to be able to do machine learning without even coding. Raju Shreewastava is the founder of Big Data Trunk (www.BigDataTrunk.com), a Big Data Training and consulting firm with offices in the United States. He previously led the data warehouse/business intellige...
We all know that end users experience the Internet primarily with mobile devices. From an app development perspective, we know that successfully responding to the needs of mobile customers depends on rapid DevOps – failing fast, in short, until the right solution evolves in your customers' relationship to your business. Whether you’re decomposing an SOA monolith, or developing a new application cloud natively, it’s not a question of using microservices – not doing so will be a path to eventual b...
Transforming cloud-based data into a reportable format can be a very expensive, time-intensive and complex operation. As a SaaS platform with more than 30 million global users, Cornerstone OnDemand’s challenge was to create a scalable solution that would improve the time it took customers to access their user data. Our Real-Time Data Warehouse (RTDW) process vastly reduced data time-to-availability from 24 hours to just 10 minutes. In his session at 21st Cloud Expo, Mark Goldin, Chief Technolo...