Welcome!

Java IoT Authors: Liz McMillan, Mano Marks, Elizabeth White, Jason Bloomberg, Scott Allen

Related Topics: Microservices Expo, Java IoT, Industrial IoT, Microsoft Cloud, Machine Learning , Agile Computing

Microservices Expo: Article

Evaluating the Performance of SPDY-Enabled Web Servers

With all the advantages of SPDY, you may be wondering if there is a price to pay on the server side

As you may already know, SPDY (pronounced "SPeeDY") is a new networking protocol introduced by Google and designed to reduce the web latency associated with HTTP. With SPDY, web pages load up to 64 percent faster than HTTP alone, according to Google. It accomplishes this by adding a session layer between HTTP and SSL that supports concurrent, interleaved streams over a single TCP connection. The initial draft of HTTP/2.0, the future of the web, is based on SPDY, which is a welcome step forward considering that HTTP/1.0 was released in 1996. SPDY holds great potential for mobile devices, for which latency is more of an issue, and the market is catching on. As evidence of this, Microsoft recently announced the next version of Internet Explorer will support the new protocol.

Today, SPDY can be deployed on Apache by installing a single module (mod-spdy, the Apache SPDY module). No changes to website content are required. SPDY is now enabled by default on many of the latest modern browsers, including Chrome, Firefox, Opera, and Android Browser. (You can check your own browser's support by visiting isspdyenabled.com.)

Simply by deploying the SPDY module on your Apache server, you can provide a large percentage of your users with better response times. More important, the response times of a website are correlated with the site's conversion rate and bounce rate - so SPDY can have a significant positive impact on your business!

With all the advantages of SPDY, you may be wondering if there is a price to pay on the server side. Moving from HTTP to SPDY adds encryption and compression overhead, which clearly requires more resources. It does, however, use fewer TCP connections. It wasn't immediately clear to me if all these changes in aggregate would cause noticeable drawbacks on the server.

To get to the bottom of this question, I thought it would be interesting to get some real-world performance metrics on SPDY, in particular its effect on the server side. To obtain this information, I used the new SPDY support in NeoLoad to run load tests of SPDY and compare its performance against HTTP and HTTPS.

Test Configuration Details
My approach was to test a server with a fairly typical configuration - not one that is finely tuned for a specific purpose. This setup provides a basis for comparing HTTP, HTTPS and SPDY. It's important to note here that changes to the application or the server configuration will produce different results - perhaps vastly different.

Test setup:
●     Server:
○     OS: Linux CentOS 6.3
○     Hardware:
■      Intel Core i3 CPU 540 @ 3.07GHz
■     4GB RAM
○     Apache
■     Version 2.2.15
■     worker MPM:
<IfModuleworker.c>
>StartServers    5
MaxClients      600
MinSpareThreads       50
MaxSpareThreads      150
ThreadsPerChild         50
MaxRequestsPerChild 0
</IfModule>

■     SPDY module (mod-spdy-beta-0.9.3.3-386.x86_64). Default SPDY optimization flags were used (uncommented suggested values):
●     SpdyMaxThreadsPerProcess 30
●     SpdyMaxStreamsPerConnection 100
●     Application:
○     1 web page: 1 HTML 9.5kB + 50 PNG icons (32x32).
○     The web page and all resources were served by the same server.
●     Load testing tool: NeoLoad 4.1.2
●     Tests:
○     Ramp-up from 1 to 1000 users for 20 minutes.
○     Scenario: 1 page call, wait for 5s, restart.
○     Chrome browser simulated, with 6 parallel connections to the server.
○     Emulated latency: 40ms in download, 45ms in upload.
○     Test HTTP, HTTPS, and SPDY under the same conditions.
○      Aggregation period of 30s for graphs. This smoothes variations to simplify comparison between several tests.

Results and Analysis
First I wanted to examine the hit rate (hits per second), average response time (duration), and number of errors as the number of concurrent users increased.

Here are the results for the HTTP test:

The plot illustrates the following:

  • At three minutes, the maximum number of page per second is reached. This maximum rate (16 pages/s or 827 request/s) is reached at 120 virtual users (VU), and the rate decreases as more concurrent users are added.
  • At the same time (the three-minute mark), response time starts to increase significantly.
  • The first errors (which investigation revealed to be timeouts) appear at 405 users.

The table below compares these metrics for HTTP, HTTPS, and SPDY:

 

HTTP

HTTPS

SPDY

Maximum pages/s

16.3 pages/s

after 3 minutes at 120 users

15.9 pages/s

after 3 minutes at 120 users

98 pages/s

after 14 minutes at 777 users

Page response time at 100 users

1.1s

1.3s

1.1s

Page response time at 120 users

1.4 s

1.5s

1.1s

Page response time at 200 users

7.1s

7.8s

1.1s

Page response time at 777 users

70.2s

72s

2.7s

First error

405 Users

225 Users

884 Users

Service-level agreement violation (< 3s page load time)

133 Users

133 Users

794 Users

 

Based on a service-level agreement (SLA) of less than 3s for page load time, my test server handled almost six times as many users with SPDY than HTTP.

More users with fewer workers
To handle incoming requests in parallel, Apache web servers use worker threads to process each request. Because each thread consumes resources and memory, Apache lets the system administrator limit thread use, which has an effect on how incoming requests are handled.

My HTTP and HTTPS results are typical of a scenario known as thread starvation.

This is confirmed by the following graph, which shows busy workers in orange, page rate in green, and user load in blue:

The number of busy Apache workers (threads) hits its maximum at the same time the page rate reaches its maximum.

In contrast to HTTP/S, SPDY uses a single connection for all requests. The principal benefit of this is the decreased latency seen by the client, resulting in reduced response times for users. There is another great benefit on the server side: SPDY clients consume one worker instead of six. As a result it takes much longer (that is, many more users) for all workers to become busy:

SPDY enables the server to handle more users with the same number of workers.

Server CPU and memory consumption
So far, I showed how SPDY affects Apache worker usage with my test configuration. Next, I wanted to see how CPU usage and memory were affected by SPDY.

Here is a plot showing system idle time (low when the CPU is used intensively) for HTTP/HTTPS/SPDY:

No surprise here - as most HTTP/HTTPS requests are waiting to be served after the thread limit is reached, they don't consume much CPU. For the SPDY tests, Apache is below the worker limit for much longer, resulting in a higher page rate and consequently more CPU used. The curve plateau is reached when all workers are busy (around 11 minutes).

To better understand the behavior before the worker limit is reached, I focused on the numbers at two minutes, 88 virtual users, and 12.5 pages/s. The CPU idle time measurements are an average of six values taken over 30 seconds:

CPU

HTTP

HTTPS

SPDY

CPU Idle time at 2 minutes

93.33%

91.5%

92%

The values are comparable; SPDY consumes slightly less CPU than HTTPS and slightly more than HTTP for this load.

On the memory side, here's the global overview:

Again, it's interesting to examine the memory used before the worker limit is reached. The numbers are an average of six measurements over 30 seconds.

System Memory

01:00

02:00

Difference = Consumed Memory

HTTP

3,357 MB

3,416 MB

59 MB

HTTPS

3,500 MB

3,579 MB

79 MB

SPDY

3,607 MB

3,631 MB

24 MB

The server consumed less memory when handling SPDY requests than when handling HTTP and HTTPS.

During this test, SPDY consumed just 41% of the memory consumed by HTTP, and just 30% of the memory consumed by HTTPS.

Conclusion
It's no surprise that SPDY improves response times on the client side; that's what it was designed to do. It turns out that SPDY also has advantages on the server side:

  • Compared to HTTPS, SPDY requests consume fewer resources (CPU and memory) on the server.
  • Compared to HTTP, SPDY requests consume less memory but a bit more CPU. This may be good, bad, or irrelevant depending on which resource (if either) is currently limiting your server.
  • Compared to HTTP/S, SPDY requires fewer Apache worker threads, which increases server capacity. As a result, the server may attract more SPDY traffic.

From these results, it's clear that Apache tuning performed for HTTP/S may not be appropriate after SPDY is enabled on the server. It's important to take the time to re-evaluate server sizing and retune the server before you start handling SPDY requests from your users.

As I mentioned earlier, the test results I've shared here are specific to my server configuration and the web page I used for the tests. It's important to understand how your server will perform under a realistic user load before you make SPDY available to the users on your site. I encourage you to test your own server and website using a load testing tool such as NeoLoad (there's a free 30-day trial if you want) to see how SPDY will affect your users' response times and your server's performance.

More Stories By Hervé Servy

Hervé Servy is a Senior Performance Engineer at Neotys. He has spent 10 years working for IBM-Rational and Microsoft pre-sales and marketing in France and the Middle East. During the past 3 years, as a personal project, Hervé founded a nonprofit organization in the health 2.0 area. If that isn’t techie enough, Hervé was also born on the very same day Apple Computer was founded.

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
In the next five to ten years, millions, if not billions of things will become smarter. This smartness goes beyond connected things in our homes like the fridge, thermostat and fancy lighting, and into heavily regulated industries including aerospace, pharmaceutical/medical devices and energy. “Smartness” will embed itself within individual products that are part of our daily lives. We will engage with smart products - learning from them, informing them, and communicating with them. Smart produc...
"What is the next step in the evolution of IoT systems? The answer is data, information, which is a radical shift from assets, from things to input for decision making," stated Michael Minkevich, VP of Technology Services at Luxoft, in this SYS-CON.tv interview at @ThingsExpo, held November 3-5, 2015, at the Santa Clara Convention Center in Santa Clara, CA.
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 with...
WebRTC sits at the intersection between VoIP and the Web. As such, it poses some interesting challenges for those developing services on top of it, but also for those who need to test and monitor these services. In his session at WebRTC Summit, Tsahi Levent-Levi, co-founder of testRTC, reviewed the various challenges posed by WebRTC when it comes to testing and monitoring and on ways to overcome them.
Internet of @ThingsExpo, taking place June 6-8, 2017 at the Javits Center in New York City, New York, is co-located with the 20th International Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. @ThingsExpo New York Call for Papers is now open.
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, discussed the best practices that will ensure a successful smart city journey.
Every successful software product evolves from an idea to an enterprise system. Notably, the same way is passed by the product owner's company. In his session at 20th Cloud Expo, Oleg Lola, CEO of MobiDev, will provide a generalized overview of the evolution of a software product, the product owner, the needs that arise at various stages of this process, and the value brought by a software development partner to the product owner as a response to these needs.
@ThingsExpo has been named the ‘Top WebRTC Influencer' by iTrend. iTrend processes millions of conversations, tweets, interactions, news articles, press releases, blog posts - and extract meaning form them and analyzes mobile and desktop software platforms used to communicate, various metadata (such as geo location), and automation tools. In overall placement, @ThingsExpo ranked as the number one ‘WebRTC Influencer' followed by @DevOpsSummit at 55th.
In 2014, Amazon announced a new form of compute called Lambda. We didn't know it at the time, but this represented a fundamental shift in what we expect from cloud computing. Now, all of the major cloud computing vendors want to take part in this disruptive technology. In his session at 20th Cloud Expo, John Jelinek IV, a web developer at Linux Academy, will discuss why major players like AWS, Microsoft Azure, IBM Bluemix, and Google Cloud Platform are all trying to sidestep VMs and containers...
SYS-CON Events announced today that MobiDev, a client-oriented software development company, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place June 6-8, 2017, at the Javits Center in New York City, NY, and the 21st International Cloud Expo®, which will take place October 31-November 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. MobiDev is a software company that develops and delivers turn-key mobile apps, websites, web services, and complex softw...
The cloud market growth today is largely in public clouds. While there is a lot of spend in IT departments in virtualization, these aren’t yet translating into a true “cloud” experience within the enterprise. What is stopping the growth of the “private cloud” market? In his general session at 18th Cloud Expo, Nara Rajagopalan, CEO of Accelerite, explored the challenges in deploying, managing, and getting adoption for a private cloud within an enterprise. What are the key differences between wh...
"Tintri was started in 2008 with the express purpose of building a storage appliance that is ideal for virtualized environments. We support a lot of different hypervisor platforms from VMware to OpenStack to Hyper-V," explained Dan Florea, Director of Product Management at Tintri, in this SYS-CON.tv interview at 18th Cloud Expo, held June 7-9, 2016, at the Javits Center in New York City, NY.
The security needs of IoT environments require a strong, proven approach to maintain security, trust and privacy in their ecosystem. Assurance and protection of device identity, secure data encryption and authentication are the key security challenges organizations are trying to address when integrating IoT devices. This holds true for IoT applications in a wide range of industries, for example, healthcare, consumer devices, and manufacturing. In his session at @ThingsExpo, Lancen LaChance, vic...
WebRTC has had a real tough three or four years, and so have those working with it. Only a few short years ago, the development world were excited about WebRTC and proclaiming how awesome it was. You might have played with the technology a couple of years ago, only to find the extra infrastructure requirements were painful to implement and poorly documented. This probably left a bitter taste in your mouth, especially when things went wrong.
Big Data, cloud, analytics, contextual information, wearable tech, sensors, mobility, and WebRTC: together, these advances have created a perfect storm of technologies that are disrupting and transforming classic communications models and ecosystems. In his session at @ThingsExpo, Erik Perotti, Senior Manager of New Ventures on Plantronics’ Innovation team, provided an overview of this technological shift, including associated business and consumer communications impacts, and opportunities it m...
You have great SaaS business app ideas. You want to turn your idea quickly into a functional and engaging proof of concept. You need to be able to modify it to meet customers' needs, and you need to deliver a complete and secure SaaS application. How could you achieve all the above and yet avoid unforeseen IT requirements that add unnecessary cost and complexity? You also want your app to be responsive in any device at any time. In his session at 19th Cloud Expo, Mark Allen, General Manager of...
WebRTC is bringing significant change to the communications landscape that will bridge the worlds of web and telephony, making the Internet the new standard for communications. Cloud9 took the road less traveled and used WebRTC to create a downloadable enterprise-grade communications platform that is changing the communication dynamic in the financial sector. In his session at @ThingsExpo, Leo Papadopoulos, CTO of Cloud9, discussed the importance of WebRTC and how it enables companies to focus o...
Big Data engines are powering a lot of service businesses right now. Data is collected from users from wearable technologies, web behaviors, purchase behavior as well as several arbitrary data points we’d never think of. The demand for faster and bigger engines to crunch and serve up the data to services is growing exponentially. You see a LOT of correlation between “Cloud” and “Big Data” but on Big Data and “Hybrid,” where hybrid hosting is the sanest approach to the Big Data Infrastructure pro...
In his General Session at 16th Cloud Expo, David Shacochis, host of The Hybrid IT Files podcast and Vice President at CenturyLink, investigated three key trends of the “gigabit economy" though the story of a Fortune 500 communications company in transformation. Narrating how multi-modal hybrid IT, service automation, and agile delivery all intersect, he will cover the role of storytelling and empathy in achieving strategic alignment between the enterprise and its information technology.
Buzzword alert: Microservices and IoT at a DevOps conference? What could possibly go wrong? In this Power Panel at DevOps Summit, moderated by Jason Bloomberg, the leading expert on architecting agility for the enterprise and president of Intellyx, panelists peeled away the buzz and discuss the important architectural principles behind implementing IoT solutions for the enterprise. As remote IoT devices and sensors become increasingly intelligent, they become part of our distributed cloud enviro...