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 li...| By AppDynamics Blog | Article Rating: |
|
| October 7, 2015 10:00 PM EDT | Reads: |
363 |
Understanding Node.js Memory LeaksWhat Is a Memory Leak?
A memory leak occurs when an application takes over part of a computer’s memory and fails to release it at the appropriate time. Over time, this can lead to the computer running out of memory, causing a decrease in performance. When a Node.js memory leak occurs, the affected application may run slowly or freeze completely. A memory leak can cause a serious performance problem that needs to be diagnosed and solved.
How Does Node.js Manage Memory?
Complications with the V8 garbage collector (Google’s Javascript engine) potentially lead to Node.js memory leaks. V8 is an open source engine that runs Node.js applications, although it was not designed specifically for Node. V8 deals with memory management on behalf of the Node.js applications, making life easier for Node developers because it takes away the manual task of writing code that deals with the management of memory. However, automatic memory management can also be a problem because it takes control away from application developers.
When V8 needs to allocate memory to an object in a Node.js application, it usually does so by using a pointer to assign an object or variable to a new piece of memory. Eventually, the available memory starts to run out, at which point V8 begins a process of garbage collection to free up memory.
The V8 garbage collector must identify which regions of memory can be reallocated without affecting the performance of the application. It follows pointers to find out which objects are currently live and which can not be reached by the existing set of pointers. Memory that contains unreachable objects is called a “dead” region, and can safely be reallocated.
What Causes Memory Leaks?
To avoid memory leaks, V8 needs to know the exact locations of all objects in memory. If objects are identified incorrectly as pointers, memory leaks can result. Memory leaks can occur when the actual memory used by an object extends beyond the memory that has been allocated to that object.
Another potential cause of memory leaks is a callback function, a Javascript function that can be passed as an argument to other code. The V8 garbage collector does not always know whether it is safe to remove objects used in a callback function that can be called multiple times, leading to memory not being reallocated when it should. Callback functions are examples of closures, functions that have access to the variables of the function that called it. Closures are a well-known cause of memory problems because the variables must be left in the memory for as long as closure functions could need to use them.
Node.js memory leaks most commonly occur in objects that contain large collections of data, such as arrays or hashmaps. However, Node.js memory leaks can also occur in other object types, such as strings.
Sometimes, the cause of a memory leak in a Node.js application is not in the application’s code, but rather in an upstream code that the application depends on for its execution. This makes Node.js memory leaks difficult to diagnose. If you have been staring at your Javascript code for ages, and you are convinced that it is not causing your memory leak, then consider looking at the upstream code for the source of your problem.
In summary, you should consider the following potential causes of a Node.js memory leak:
- Callbacks and closures
- Leaky constructors of classes you have defined
- Collection objects, such as arrays and hashmaps
- Upstream code
What Are the Symptoms of a Memory Leak in a Node.js Application?
Memory leaks can affect the performance of Node.js applications, causing them to run slowly, malfunction or freeze up completely. Many leaks begin very slowly, but over time, they can cause the app to slow down as V8 needs to spend more and more time in garbage collection mode to manage the app’s memory uses.
Memory leaks can also cause odd behavior in a Node.js application. For example, you might notice that your application stops being able to open new database connections. This occurs because the leaking code is hanging onto references to the resources that the app needs to open new connections. You may find that you need to restart the app to restore its performance.
Not all memory leaks cause noticeable symptoms during the development or testing phase. However, it is still worth trying to find memory leaks in your application so you can eliminate them. As your app becomes more popular, the greater the number of users that will make demands from it. Even a relatively slow memory leak can damage the performance of an app, slowing it down and preventing it from offering the best possible performance to your users. If you let a memory leak continue unchecked, your app will eventually crash, which can be extremely embarrassing and damaging to your reputation among your customers and the online community at large.
Making more RAM available for your app or restarting your service every time its memory usage starts to get out of hand can prevent a crisis. However, it is better to track down the problem and fix it, so your app runs efficiently and consistently without the constant need for you to monitor it or worry about it breaking down.
How Do You Diagnose a Memory Leak in a Node.js Application?
Many metrics can diagnose memory leaks in a Node.js application. These include heap usage, heap growth and frequency of garbage collection. You can also use tools to help you detect leaks in Node.js applications, some of which are listed in this summary from Mozilla.
A heap profiler is an extremely useful tool for diagnosing memory leaks in Node applications. A non-leaky memory profile shows memory usage increasing in response to incoming requests. After the requests are dealt with, you should see memory usage decrease as objects that are no longer needed are destroyed, and the used memory is released.
A leaky memory profile looks very different from a normal profile. Memory usage increases over time. The longer the application is open, the less memory is available, until you reach the point where you must restart the app to reduce the memory usage to normal and restore the app’s performance. Note that memory leaks can be rapid, in which case they are quick and easy to notice in the heap memory usage, or slow, in which case memory usage increases much more gradually.
Taking a look at the instance counts of various types of objects can help to pin down the source of the memory leak in a Node.js application. If the instance count of a particular type of object grows strongly and does not come back down, then this type of object is likely to be the source of the memory leak. Usually, you would expect instance counts of each object to come back down after each garbage collection cycle, so look for objects that don’t have this behavior.
Analyzing these metrics can help you work out which part of your code is causing the problem so you can track down the bug and fix it as quickly as possible. For example, if you have written a leaky class called myClass, then you are likely to see objects of type myClass using up most of the memory in the heap stack. You can then check your definition of the myClass class to look for code that allows a memory leak to occur.
Also, pay attention to the frequency with which the V8 engine runs the garbage collection. When this happens, you might notice your app slowing down. The leakier your code, the more often V8 needs to perform garbage collection.
Dealing With Node.js Memory Leaks
It is important to diagnose and control memory leaks while developing your Node application. Be aware that your application might be experiencing memory leaks from more than one source, so when you think you have eliminated a memory leak, repeat your tests to make sure that the leaks are gone.
Although diagnosing and eliminating memory leaks takes some time, it is worth making the effort to wipe out leaks while developing your app. If you try to build on a leaky code to add more functionality to your app later on, you may find that its performance becomes too detrimental for the app to be useful to your users.
By learning to deal with Node.js memory leaks, you can train yourself to build better apps that work well. You’ll learn to consider the possibility of memory leaks when writing new code. For example, when creating a new class, you need to watch out for constructors that create large objects that don’t get deleted when they should be. You can help to prevent Node.js memory leaks by always considering how and when objects will be created and destroyed while you write your code.
The post Understanding Node.js Memory Leaks appeared first on Application Performance Monitoring Blog | AppDynamics.
Published October 7, 2015 Reads 363
Copyright © 2015 SYS-CON Media, Inc. — All Rights Reserved.
Syndicated stories and blog feeds, all rights reserved by the author.
More Stories By AppDynamics Blog
In high-production environments where release cycles are measured in hours or minutes — not days or weeks — there's little room for mistakes and no room for confusion. Everyone has to understand what's happening, in real time, and have the means to do whatever is necessary to keep applications up and running optimally.
DevOps is a high-stakes world, but done well, it delivers the agility and performance to significantly impact business competitiveness.
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 li...Oct. 8, 2015 04:15 AM EDT |
By Pat Romanski Nowadays, a large number of sensors and devices are connected to the network. Leading-edge IoT technologies integrate various types of sensor data to create a new value for several business decision scenarios.
The transparent cloud is a model of a new IoT emergence service platform.
Many service providers store and access various types of sensor data in order to create and find out new business values by integrating such data.Oct. 8, 2015 04:00 AM EDT Reads: 529 |
By Pat Romanski Oct. 8, 2015 04:00 AM EDT Reads: 171 |
By Liz McMillan The modern software development landscape consists of best practices and tools that allow teams to deliver software in a near-continuous manner. By adopting a culture of automation, measurement and sharing, the time to ship code has been greatly reduced, allowing for shorter release cycles and quicker feedback from customers and users. Still, with all of these tools and methods, how can teams stay on top of what is taking place across their infrastructure and codebase? Hopping between services a...Oct. 8, 2015 04:00 AM EDT Reads: 433 |
By Elizabeth White Manufacturing has widely adopted standardized and automated processes to create designs, build them, and maintain them through their life cycle. However, many modern manufacturing systems go beyond mechanized workflows to introduce empowered workers, flexible collaboration, and rapid iteration.
Such behaviors also characterize open source software development and are at the heart of DevOps culture, processes, and tooling. Oct. 8, 2015 04:00 AM EDT Reads: 1,013 |
By Elizabeth White Between the compelling mockups and specs produced by analysts, and resulting applications built by developers, there exists a gulf where projects fail, costs spiral, and applications disappoint. Methodologies like Agile attempt to address this with intensified communication, with partial success but many limitations.
In his session at DevOps Summit, Charles Kendrick, CTO and Chief Architect at Isomorphic Software, will present a revolutionary model enabled by new technologies. Learn how busine...Oct. 8, 2015 03:45 AM EDT Reads: 160 |
By Elizabeth White 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 @DevOpsSummit, Brian “Redbeard” Harrington, a principal architect at CoreOS, will examine how CoreOS helps teams run in production. Attende...Oct. 8, 2015 03:45 AM EDT Reads: 1,159 |
By Liz McMillan The buzz continues for cloud, data analytics and the Internet of Things (IoT) and their collective impact across all industries. But a new conversation is emerging - how do companies use industry disruption and technology enablers to lead in markets undergoing change, uncertainty and ambiguity? Organizations of all sizes need to evolve and transform, often under massive pressure, as industry lines blur and merge and traditional business models are assaulted and turned upside down. In this new da...Oct. 8, 2015 03:30 AM EDT Reads: 167 |
By Elizabeth White IT data is typically silo'd by the various tools in place. Unifying all the log, metric and event data in one analytics platform stops finger pointing and provides the end-to-end correlation. Logs, metrics and custom event data can be joined to tell the holistic story of your software and operations. For example, users can correlate code deploys to system performance to application error codes.
Oct. 8, 2015 03:30 AM EDT |
By Pat Romanski Containers are changing the security landscape for software development and deployment. As with any security solutions, security approaches that work for developers, operations personnel and security professionals is a requirement. In his session at @DevOpsSummit, Kevin Gilpin, CTO and Co-Founder of Conjur, will discuss various security considerations for container-based infrastructure and related DevOps workflows.Oct. 8, 2015 03:15 AM EDT |
By Yeshim Deniz NHK, Japan Broadcasting, will feature the upcoming @ThingsExpo Silicon Valley in a special 'Internet of Things' and smart technology documentary that will be filmed on the expo floor between November 3 to 5, 2015, in Santa Clara. NHK is the sole public TV network in Japan equivalent to the BBC in the UK and the largest in Asia with many award-winning science and technology programs. Japanese TV is producing a documentary about IoT and Smart technology and will be covering @ThingsExpo Silicon Val...Oct. 8, 2015 03:00 AM EDT Reads: 239 |
By Elizabeth White The cloud has reached mainstream IT. Those 18.7 million data centers out there (server closets to corporate data centers to colocation deployments) are moving to the cloud.
In his session at 17th Cloud Expo, Achim Weiss, CEO & co-founder of ProfitBricks, will share how two companies – one in the U.S. and one in Germany – are achieving their goals with cloud infrastructure. More than a case study, he will share the details of how they prioritized their cloud computing infrastructure deployments ...Oct. 8, 2015 03:00 AM EDT Reads: 705 |
By Liz McMillan WebRTC converts the entire network into a ubiquitous communications cloud thereby connecting anytime, anywhere through any point.
In his session at WebRTC Summit,, Mark Castleman, EIR at Bell Labs and Head of Future X Labs, will discuss how the transformational nature of communications is achieved through the democratizing force of WebRTC. WebRTC is doing for voice what HTML did for web content.Oct. 8, 2015 03:00 AM EDT Reads: 1,368 |
By Anders Wallgren Developing software for the Internet of Things (IoT) comes with its own set of challenges. Security, privacy, and unified standards are a few key issues. In addition, each IoT product is comprised of at least three separate application components: the software embedded in the device, the backend big-data service, and the mobile application for the end user's controls. Each component is developed by a different team, using different technologies and practices, and deployed to a different stack/...Oct. 8, 2015 03:00 AM EDT Reads: 273 |
By Yeshim Deniz Overgrown applications have given way to modular applications, driven by the need to break larger problems into smaller problems. Similarly large monolithic development processes have been forced to be broken into smaller agile development cycles. Looking at trends in software development, microservices architectures meet the same demands.
Additional benefits of microservices architectures are compartmentalization and a limited impact of service failure versus a complete software malfunction....Oct. 8, 2015 02:45 AM EDT |
By Elizabeth White There are so many tools and techniques for data analytics that even for a data scientist the choices, possible systems, and even the types of data can be daunting.
In his session at @ThingsExpo, Chris Harrold, Global CTO for Big Data Solutions for EMC Corporation, will show how to perform a simple, but meaningful analysis of social sentiment data using freely available tools that take only minutes to download and install. Participants will get the download information, scripts, and complete en...Oct. 8, 2015 02:30 AM EDT Reads: 165 |
By Liz McMillan As-a-service models offer huge opportunities, but also complicate security. It may seem that the easiest way to migrate to a new architectural model is to let others, experts in their field, do the work. This has given rise to many as-a-service models throughout the industry and across the entire technology stack, from software to infrastructure. While this has unlocked huge opportunities to accelerate the deployment of new capabilities or increase economic efficiencies within an organization, i...Oct. 8, 2015 02:15 AM EDT Reads: 198 |
By Elizabeth White Interested in leveraging automation technologies and a cloud architecture to make developers more productive? Learn how PaaS can benefit your organization to help you streamline your application development, allow you to use existing infrastructure and improve operational efficiencies. Begin charting your path to PaaS with OpenShift Enterprise. Oct. 8, 2015 02:00 AM EDT Reads: 534 |
By Elizabeth White DevOps and Continuous Delivery software provider XebiaLabs has announced it has been selected to join the Amazon Web Services (AWS) DevOps Competency partner program. The program is designed to highlight software vendors like XebiaLabs who have demonstrated technical expertise and proven customer success in DevOps and specialized solution areas like Continuous Delivery.
DevOps Competency Partners provide solutions to, or have deep experience working with AWS users and other businesses to help t...Oct. 8, 2015 02:00 AM EDT Reads: 187 |
By Elizabeth White Data loss happens, even in the cloud. In fact, if your company has adopted a cloud application in the past three years, data loss has probably happened, whether you know it or not.
In his session at 17th Cloud Expo, Bryan Forrester, Senior Vice President of Sales at eFolder, will present how common and costly cloud application data loss is and what measures you can take to protect your organization from data loss.Oct. 8, 2015 01:00 AM EDT Reads: 546 |

Nowadays, a large number of sensors and devices are connected to the network. Leading-edge IoT technologies integrate various types of sensor data to create a new value for several business decision scenarios.
The transparent cloud is a model of a new IoT emergence service platform.
Many service providers store and access various types of sensor data in order to create and find out new business values by integrating such data.
The modern software development landscape consists of best practices and tools that allow teams to deliver software in a near-continuous manner. By adopting a culture of automation, measurement and sharing, the time to ship code has been greatly reduced, allowing for shorter release cycles and quicker feedback from customers and users. Still, with all of these tools and methods, how can teams stay on top of what is taking place across their infrastructure and codebase? Hopping between services a...
Manufacturing has widely adopted standardized and automated processes to create designs, build them, and maintain them through their life cycle. However, many modern manufacturing systems go beyond mechanized workflows to introduce empowered workers, flexible collaboration, and rapid iteration.
Such behaviors also characterize open source software development and are at the heart of DevOps culture, processes, and tooling.
Between the compelling mockups and specs produced by analysts, and resulting applications built by developers, there exists a gulf where projects fail, costs spiral, and applications disappoint. Methodologies like Agile attempt to address this with intensified communication, with partial success but many limitations.
In his session at DevOps Summit, Charles Kendrick, CTO and Chief Architect at Isomorphic Software, will present a revolutionary model enabled by new technologies. Learn how busine...
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 @DevOpsSummit, Brian “Redbeard” Harrington, a principal architect at CoreOS, will examine how CoreOS helps teams run in production. Attende...
The buzz continues for cloud, data analytics and the Internet of Things (IoT) and their collective impact across all industries. But a new conversation is emerging - how do companies use industry disruption and technology enablers to lead in markets undergoing change, uncertainty and ambiguity? Organizations of all sizes need to evolve and transform, often under massive pressure, as industry lines blur and merge and traditional business models are assaulted and turned upside down. In this new da...
IT data is typically silo'd by the various tools in place. Unifying all the log, metric and event data in one analytics platform stops finger pointing and provides the end-to-end correlation. Logs, metrics and custom event data can be joined to tell the holistic story of your software and operations. For example, users can correlate code deploys to system performance to application error codes.
Containers are changing the security landscape for software development and deployment. As with any security solutions, security approaches that work for developers, operations personnel and security professionals is a requirement. In his session at @DevOpsSummit, Kevin Gilpin, CTO and Co-Founder of Conjur, will discuss various security considerations for container-based infrastructure and related DevOps workflows.
NHK, Japan Broadcasting, will feature the upcoming @ThingsExpo Silicon Valley in a special 'Internet of Things' and smart technology documentary that will be filmed on the expo floor between November 3 to 5, 2015, in Santa Clara. NHK is the sole public TV network in Japan equivalent to the BBC in the UK and the largest in Asia with many award-winning science and technology programs. Japanese TV is producing a documentary about IoT and Smart technology and will be covering @ThingsExpo Silicon Val...
The cloud has reached mainstream IT. Those 18.7 million data centers out there (server closets to corporate data centers to colocation deployments) are moving to the cloud.
In his session at 17th Cloud Expo, Achim Weiss, CEO & co-founder of ProfitBricks, will share how two companies – one in the U.S. and one in Germany – are achieving their goals with cloud infrastructure. More than a case study, he will share the details of how they prioritized their cloud computing infrastructure deployments ...
WebRTC converts the entire network into a ubiquitous communications cloud thereby connecting anytime, anywhere through any point.
In his session at WebRTC Summit,, Mark Castleman, EIR at Bell Labs and Head of Future X Labs, will discuss how the transformational nature of communications is achieved through the democratizing force of WebRTC. WebRTC is doing for voice what HTML did for web content.
Developing software for the Internet of Things (IoT) comes with its own set of challenges. Security, privacy, and unified standards are a few key issues. In addition, each IoT product is comprised of at least three separate application components: the software embedded in the device, the backend big-data service, and the mobile application for the end user's controls. Each component is developed by a different team, using different technologies and practices, and deployed to a different stack/...
Overgrown applications have given way to modular applications, driven by the need to break larger problems into smaller problems. Similarly large monolithic development processes have been forced to be broken into smaller agile development cycles. Looking at trends in software development, microservices architectures meet the same demands.
Additional benefits of microservices architectures are compartmentalization and a limited impact of service failure versus a complete software malfunction....
There are so many tools and techniques for data analytics that even for a data scientist the choices, possible systems, and even the types of data can be daunting.
In his session at @ThingsExpo, Chris Harrold, Global CTO for Big Data Solutions for EMC Corporation, will show how to perform a simple, but meaningful analysis of social sentiment data using freely available tools that take only minutes to download and install. Participants will get the download information, scripts, and complete en...
As-a-service models offer huge opportunities, but also complicate security. It may seem that the easiest way to migrate to a new architectural model is to let others, experts in their field, do the work. This has given rise to many as-a-service models throughout the industry and across the entire technology stack, from software to infrastructure. While this has unlocked huge opportunities to accelerate the deployment of new capabilities or increase economic efficiencies within an organization, i...
Interested in leveraging automation technologies and a cloud architecture to make developers more productive? Learn how PaaS can benefit your organization to help you streamline your application development, allow you to use existing infrastructure and improve operational efficiencies. Begin charting your path to PaaS with OpenShift Enterprise.
DevOps and Continuous Delivery software provider XebiaLabs has announced it has been selected to join the Amazon Web Services (AWS) DevOps Competency partner program. The program is designed to highlight software vendors like XebiaLabs who have demonstrated technical expertise and proven customer success in DevOps and specialized solution areas like Continuous Delivery.
DevOps Competency Partners provide solutions to, or have deep experience working with AWS users and other businesses to help t...
Data loss happens, even in the cloud. In fact, if your company has adopted a cloud application in the past three years, data loss has probably happened, whether you know it or not.
In his session at 17th Cloud Expo, Bryan Forrester, Senior Vice President of Sales at eFolder, will present how common and costly cloud application data loss is and what measures you can take to protect your organization from data loss.
It is with great pleasure that I am able to announce that Jesse Proudman, Blue Box CTO, has been appointed to the position of IBM Distinguished Engineer.
Jesse is the first employee at Blue Box to receive this honor, and I’m quite confident there will be more to follow given the amazing talent at Blue Box with whom I have had the pleasure to collaborate. I’d like to provide an overview of what it means to become an IBM Distinguished Engineer.
Both Lightning and Thunder jolted the audience out of their seats at this week’s massive Dreamforce conference. But the news wasn’t about the weather. It was all about two major platform announcements by customer relationship management leader Salesforce.
Lightning is a collection of components and tools for building better applications with updated, modern user interfaces. Yet, just like its namesake, Lightning provides both flash and power, as Salesforce is gradually rewriting their Salesforce1 platform with Lightning components. Lightning, therefore, will be powering apps from Salesforce...
I have three words for everyone in software testing: prioritize, prioritize, and prioritize. You can't test every possible permutation of your software, especially so with APIs and IoT devices where you're placing much of the user experience in the hands of integrators to your core products and services. You just can't, so we should throw our hands up now and just give up, right?
Disaster recovery (DR) has traditionally been a major challenge for IT departments. Even with the advent of server virtualization and other technologies that have simplified DR implementation and some aspects of on-going management, it is still a complex and (often extremely) costly undertaking. For those applications that do not require high availability, but are still mission- and business-critical, the decision as to which [applications] to spend money on for true disaster recovery can be a struggle.
Citrix announced that the company has been named as a leader in the Forrester Research, Inc. report, The Forrester WaveTM: Server-Hosted Virtual Desktops (VDI), Q3 2015. The report evaluated seven vendors based on 26 criteria, including current offering, strategy and market presence.
According to the report, the "XenDesktop VDI offering is distinctive at several levels, from the user experience with Citrix Receiver endpoint clients that offer native HDX protocol support on all device and OS platforms to rich 3D graphics and multiple 4K monitor support and sophisticated features for multimed...
Ten years ago, there may have been only a single application that talked directly to the database and spit out HTML; customer service, sales - most of the organizations I work with have been moving toward a design philosophy more like unix, where each application consists of a series of small tools stitched together. In web example above, that likely means a login service combines with webpages that call other services - like enter and update record. That allows the customer service team to write their own tools using the web, the command line, scheduled, or any other interface.
Sound too g...
Too many multinational corporations delete little, if any, data even though at its creation, more than 70 percent of this data is useless for business, regulatory or legal reasons.[1] The problem is hoarding, and what businesses need is their own “Hoarders” reality show about people whose lives are driven by their stuff[2] (corporations are legally people, after all). The goal of such an intervention (and this article)? Turning hoarders into collectors.
Somebody call the buzzword police: we have a serious case of microservices-washing in progress. The term “microservices-washing” is derived from “whitewashing,” meaning to hide some inconvenient truth with bluster and nonsense.
We saw plenty of cloudwashing a few years ago, as vendors and enterprises alike pretended what they were doing was cloud, even though it wasn’t. Today, the hype around microservices has led to the same kind of obfuscation, as vendors and enterprise technologists alike are saying they’re building microservices—even though a cursory look at what they’re really up to woul...
IoT applications will come in all shapes and sizes but no matter the size, availability is paramount to support both customers and the business. The most basic high-availability architecture is the typical three-tier design. A pair of ADCs in the DMZ terminates the connection. They in turn intelligently distribute the client request to a pool (multiple) of IoT application servers which then query the database servers for the appropriate content. Each tier has redundant servers so in the event of a server outage, the others take the load and the system stays available.
Memory leaks can be a serious problem in Node.js, potentially affecting the performance of your Node apps. Although it might look like a predicament in the back-end is causing the application to fail, the real source of a bug could be a Node.js memory leak. It’s important to understand what memory leaks are, why they occur, and how to detect and solve memory leaks in Node.js, to get ultimately to the bottom of fixing memory leaks.
DevOps Summit at Cloud Expo 2014 Silicon Valley was a terrific event for us. The Qubell booth was crowded on all three days. We ran demos every 30 minutes with folks lining up to get a seat and usually standing around. It was great to meet and talk to over 500 people! My keynote was well received and so was Stan's joint presentation with RingCentral on Devops for BigData. I also participated in two Power Panels – ‘Women in Technology’ and ‘Why DevOps Is Even More Important than You Think,’ both featuring brilliant colleagues and moderators and it was a blast to be a part of.
Several years ago, I was a developer in a travel reservation aggregator. Our mission was to pull flight and hotel data from a bunch of cryptic reservation platforms, and provide it to other companies via an API library - for a fee. That was before companies like Expedia standardized such things.
We started with simple methods like getFlightLeg() or addPassengerName(), each performing a small, well-understood function. But our customers wanted bigger, more encompassing services that would "do it all." Soon, we'd "evolved" into a handful of über services, black boxes like createBookingFromScr...
Are you a winner? Are you someone who always gets what they want? Are you one of those people who do what they set their eyes on no matter what the circumstances? If you answered yes to all of these questions then you are among the highly successful people in the world that have a proven formula for success. If you did not answer yes to all of these questions, you are part of the other majority in the world that tries to succeed but has good and bad days. This post is for the majority – because you have some catching up to do.
For all the buzz-words and high-flying markets out there today, the truth of the matter is that at this point in time, IT is driven by speed. How fast can I spin up an image? How fast can I integrate the changes in my app? How fast can I test prior to deployment? How fast can I go from nothing deployed to functional app? The list goes on and on.
There are a lot of ancillary questions, but I would argue that at this point in time they are just that – ancillary. There are also a good number of catch-phrases that hide the reality of speed fueling everything.




















