Click here to close now.

Welcome!

Microservices Expo Authors: Tom Lounibos, Elizabeth White, Carmen Gonzalez, Jason Bloomberg, Plutora Blog

Related Topics: @CloudExpo, Microservices Expo, Containers Expo Blog, Cloud Security, @BigDataExpo, SDN Journal

@CloudExpo: Blog Feed Post

Elastic Scaling of APIs in the Cloud

Here’s a quick set of practices we used to achieve our goal

As an Enterprise Architect for Intel IT, I worked with IT Engineering and our Software and Services group on the elastic scaling of the APIs that power the Intel AppUp® center. Our goal was to scale our APIs to at least 10x our baseline capacity (measured in transactions per second) by moving them to our private cloud, and ultimately to be able to connect to a public cloud provider for additional availability and scalability. Here’s a quick set of practices we used to achieve our goal:

  1. Virtualize everything.  This may seem obvious and is probably a no-op for new APIs, but in our case we were using a bare-metal installs at our gateway and database layers (the API servers themselves were already running as VMs). While our gateway hardware appliance had very good scalability, we knew we were ultimately targeting the public cloud and that our need for dynamic scaling could exceed our ability to add new physical servers.  Using a gateway that scales in pure software virtual machines without the need for special purpose-built hardware helped us achieve our goal here.
  2. Instrument everything.  We needed to be able to correlate leading indicators like transactions per second to system load at each layer so we could begin to identify bottlenecks. We also needed to characterize our workload for testing – understanding a real-world sequence of API methods and mix/ordering of reads and writes. This allowed us to create a viable set of load tests.
  3. Identify bottlenecks.  We used Apache jmeter to generate load and identify points where latency became an issue, correlating that against system loads to find out where we had reached saturation and needed to scale.
  4. Define a scaling unit. In our case, we were using dedicated DB instances rather than database-as-a-service, so we decided to scale all three layers together. We identified how many API servers would saturate the DB layer, and how many gateways we would need to manage the traffic. We then defined a collection of VMs that would provision all of these VMs together. We might have scaled each layer independently had our API been architected differently, or if we were building from scratch on database-as-a-service.

    Example collection for elastic scaling

  5. Repeat. The above let us scale from 1x to about 5x or 6x without any problem. However, when we hit 6x scaling we discovered that a new bottleneck: the overhead of replicating commits across the database instances. We went back to the drawing board and redesigned the back end for eventual consistency so we could reduce database load.
  6. Automate everything.  We use Nagios and Puppetto monitor and respond to health changes. A new scaling unit is provisioned when we hit predefined performance thresholds.

     

    Automation/Orchestration workflow

  7. Don’t forget to test scaling down.  If you set a threshold for removing capacity, it’s important to make sure that your workflow allows for a graceful shutdown and doesn’t impact calls that are in progress.

The above approach got us to 10x our initial capacity in a single data center. Because of some of our architecture decisions (coarse-grained scaling units and eventual consistency) we were then able to add a GLB and scale out to multiple data centers – first to another internal private cloud and then to a public cloud provider.

Read the original blog entry...

More Stories By Application Security

This blog references our expert posts on application and web services security.

@MicroservicesExpo Stories
I recently attended and presented at the east coast version of the Jenkins User Conference held this year in Washington, DC. The weather certainly fit the theme of the conference: The heat was continuous. The humidity was fully integrated with the heat. And, most importantly as you can see above, SWAG was out in full force. Right from the opening keynote by the founder of Jenkins, Kohsuke Kawaguchi, this conference was jam-packed with all the latest capabilities of Jenkins, including discussi...
While DevOps most critically and famously fosters collaboration, communication, and integration through cultural change, culture is more of an output than an input. In order to actively drive cultural evolution, organizations must make substantial organizational and process changes, and adopt new technologies, to encourage a DevOps culture. Moderated by Andi Mann, panelists discussed how to balance these three pillars of DevOps, where to focus attention (and resources), where organizations migh...
Containers have changed the mind of IT in DevOps. They enable developers to work with dev, test, stage and production environments identically. Containers provide the right abstraction for microservices and many cloud platforms have integrated them into deployment pipelines. DevOps and Containers together help companies to achieve their business goals faster and more effectively. In his session at DevOps Summit, Ruslan Synytsky, CEO and Co-founder of Jelastic, reviewed the current landscape of...
The causality question behind Conway’s Law is less about how changing software organizations can lead to better software, but rather how companies can best leverage changing technology in order to transform their organizations. Hints at how to answer this question surprisingly come from the world of devops – surprising because the focus of devops is ostensibly on building and deploying better software more quickly. Be that as it may, there’s no question that technology change is a primary fac...
Live Webinar with 451 Research Analyst Peter Christy. Join us on Wednesday July 22, 2015, at 10 am PT / 1 pm ET In a world where users are on the Internet and the applications are in the cloud, how do you maintain your historic SLA with your users? Peter Christy, Research Director, Networks at 451 Research, will discuss this new network paradigm, one in which there is no LAN and no WAN, and discuss what users and network administrators gain and give up when migrating to the agile world of clo...
DevOps Summit, taking place Nov 3-5, 2015, at the Santa Clara Convention Center in Santa Clara, CA, is co-located with 17th 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 development...
This week we're attending SYS-CON Event's DevOps Summit in New York City. It's a great conference and energy behind DevOps is enormous. Thousands of attendees from every company you can imagine are focused on automation, the challenges of DevOps, and how to bring greater agility to software delivery. But, even with the energy behind DevOps there's something missing from the movement. For all the talk of deployment automation, continuous integration, and cloud infrastructure I'm still not se...
I want to start by saying that, at ActiveState, we absolutely love Docker. We think it's phenomenal technology that is really becoming the global currency of the cloud. We've written about Docker a lot on the ActiveState blog – we've celebrated its birthday, discussed evolving technologies surrounding it, and shown how we've integrated Docker into Stackato. But, I wanted to share with you why we feel Docker alone is not enough for the enterprise. First, I'm going to discuss two underlying prob...
Containers are revolutionizing the way we deploy and maintain our infrastructures, but monitoring and troubleshooting in a containerized environment can still be painful and impractical. Understanding even basic resource usage is difficult – let alone tracking network connections or malicious activity. In his session at DevOps Summit, Gianluca Borello, Sr. Software Engineer at Sysdig, will cover the current state of the art for container monitoring and visibility, including pros / cons and liv...
SYS-CON Media announced today that CloudBees, the Jenkins Enterprise company, has launched ad campaigns on SYS-CON's DevOps Journal. CloudBees' campaigns focus on the business value of Continuous Delivery and how it has been recognized as a game changer for IT and is now a top priority for organizations, and the best ways to optimize Jenkins to ensure your continuous integration environment is optimally configured.
The last decade was about virtual machines, but the next one is about containers. Containers enable a service to run on any host at any time. Traditional tools are starting to show cracks because they were not designed for this level of application portability. Now is the time to look at new ways to deploy and manage applications at scale. In his session at 16th Cloud Expo, Jake Moshenko, Product Manager at CoreOS, examined how CoreOS + Quay.io fit into the development lifecycle from pushing gi...
One of the charter responsibilities of DevOps (because it's a charter responsibility of ops) is measuring and monitoring applications once they're in production. That means both performance and availability. Which means a lot more than folks might initially think because generally speaking what you measure and monitor is a bit different depending on whether you're looking at performance or availability*.
SYS-CON Events announced today that ProfitBricks, the provider of painless cloud infrastructure, will exhibit at SYS-CON's 17th International Cloud Expo®, which will take place on November 3–5, 2015, at the Santa Clara Convention Center in Santa Clara, CA. ProfitBricks is the IaaS provider that offers a painless cloud experience for all IT users, with no learning curve. ProfitBricks boasts flexible cloud servers and networking, an integrated Data Center Designer tool for visual control over the...
The 4th International Internet of @ThingsExpo, co-located with the 17th International Cloud Expo - to be held November 3-5, 2015, at the Santa Clara Convention Center in Santa Clara, CA - announces that its Call for Papers is open. The Internet of Things (IoT) is the biggest idea since the creation of the Worldwide Web more than
The most often asked question post-DevOps introduction is: “How do I get started?” There’s plenty of information on why DevOps is valid and important, but many managers still struggle with simple basics for how to initiate a DevOps program in their business. They struggle with issues related to current organizational inertia, the lack of experience on Continuous Integration/Delivery, understanding where DevOps will affect revenue and budget, etc. In their session at DevOps Summit, JP Morgenthal...
DevOps tends to focus on the relationship between Dev and Ops, putting an emphasis on the ops and application infrastructure. But that’s changing with microservices architectures. In her session at DevOps Summit, Lori MacVittie, Evangelist for F5 Networks, will focus on how microservices are changing the underlying architectures needed to scale, secure and deliver applications based on highly distributed (micro) services and why that means an expansion into “the network” for DevOps.
"Plutora provides release and testing environment capabilities to the enterprise," explained Dalibor Siroky, Director and Co-founder of Plutora, in this SYS-CON.tv interview at @DevOpsSummit, held June 9-11, 2015, at the Javits Center in New York City.
In his session at 16th Cloud Expo, Simone Brunozzi, VP and Chief Technologist of Cloud Services at VMware, reviewed the changes that the cloud computing industry has gone through over the last five years and shared insights into what the next five will bring. He also chronicled the challenges enterprise companies are facing as they move to the public cloud. He delved into the "Hybrid Cloud" space and explained why every CIO should consider ‘hybrid cloud' as part of their future strategy to achie...
SYS-CON Events announced today that WHOA.com, an ISO 27001 Certified secure cloud computing company, participated as “Bronze Sponsor” of SYS-CON's 16th International Cloud Expo® New York, which took place June 9-11, 2015, at the Javits Center in New York City, NY. WHOA.com is a leader in next-generation, ISO 27001 Certified secure cloud solutions. WHOA.com offers a comprehensive portfolio of best-in-class cloud services for business including Infrastructure as a Service (IaaS), Secure Cloud Desk...
One of the hottest new terms in the world of enterprise computing is the microservice. Starting with the seminal 2014 article by James Lewis and Martin Fowler of ThoughtWorks, microservices have taken on a life of their own – and as with any other overhyped term, they have generated their fair share of confusion as well. Perhaps the best definition of microservices comes from Janakiram MSV, Principal at Janakiram & Associates. “Microservices are fine-grained units of execution. They are designe...