Welcome!

Industrial IoT Authors: William Schmarzo, Elizabeth White, Stackify Blog, Yeshim Deniz, SmartBear Blog

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

Java IoT: Blog Feed Post

Where Is Your Focus for Memory Leak Detection?

Some of these problems are extremely difficult to troubleshoot

*&%#* The system is running slow again!  Now what? Is there a space hog application sucking up all my resources?  Did we just crash? No, must not say that word...must not say that word...  ...still running, just sloooowly.  I wonder if anything new has been installed… Nice if they told me. I overheard that something new might have been installed  last week.  Could there be a memory leak?  Are they checking for one?  Are they looking in the right place? Hide and seek with a leak is NO fun.  How many times have you sat staring at your monitor until your eyes burn and blur, trying to figure out where the problem lies?

Detecting memory leaks

There are so many places to look for a leak, that it is virtually impossible to find manually. And how do I tell the difference between a leak and increased demand?  The symptoms can be  similar. It is important to analyze all of the leak possibilities, because at the end of the day, if you are leaking memory in the JVM, you will find an increase in the heap and an increase in GC activity, culminating in hangs or blocks and finally, OutOfMemory exceptions.  If the Java code is meant to run on a server 24 hours a day, then memory leaks can become significant.  Even the smallest leak in code that is run continuously will eventually result in the JVM exhausting all of the memory available.

Some examples of Memory Leak causes are:

  • Handle Leak
  • Class Loader Leak
  • Thread Leak
  • Unchecked arrays
  • Bugs in the code
  • Unchecked hash map growth
  • Programmers forgetting to close prepared statements, sockets or file handles

Some of these problems are extremely difficult to troubleshoot.  These leaks need to be found, addressed and handled ASAP. With the number of things an IT group has to handle on any given day, there just isn't the time or the manpower to take an exceptional amount of time to deal with manual leak detection.  Automation is the only logical way to find them.  To be notified when there is a possible leak detected and how to mitigate a JVM failure is the optimal solution.  No headaches, no blurry vision, no screaming users.  How good life could be. For more information on how you can automate your leak detection and ease the stress of your day, listen to the Nastel TechTalk, “Java Memory Leaks II – Detection to Diagnostics

The post Where Is Your Focus For Memory Leak Detection? appeared first on Middleware-centric APM.

Read the original blog entry...

More Stories By Charles Rich

Charles Rich is Vice President of Product Management at Nastel Technologies, a provider of middleware-centric application performance monitoring for mission-critical applications from the datacenter to the cloud. He is a software product management professional who brings over 27 years of technical hands-on experience working with large-scale customers to meet their application and systems management requirements.

IoT & Smart Cities Stories
Bill Schmarzo, Tech Chair of "Big Data | Analytics" of upcoming CloudEXPO | DXWorldEXPO New York (November 12-13, 2018, New York City) today announced the outline and schedule of the track. "The track has been designed in experience/degree order," said Schmarzo. "So, that folks who attend the entire track can leave the conference with some of the skills necessary to get their work done when they get back to their offices. It actually ties back to some work that I'm doing at the University of San...
In his general session at 19th Cloud Expo, Manish Dixit, VP of Product and Engineering at Dice, discussed how Dice leverages data insights and tools to help both tech professionals and recruiters better understand how skills relate to each other and which skills are in high demand using interactive visualizations and salary indicator tools to maximize earning potential. Manish Dixit is VP of Product and Engineering at Dice. As the leader of the Product, Engineering and Data Sciences team at D...
When talking IoT we often focus on the devices, the sensors, the hardware itself. The new smart appliances, the new smart or self-driving cars (which are amalgamations of many ‘things'). When we are looking at the world of IoT, we should take a step back, look at the big picture. What value are these devices providing. IoT is not about the devices, its about the data consumed and generated. The devices are tools, mechanisms, conduits. This paper discusses the considerations when dealing with the...
Bill Schmarzo, author of "Big Data: Understanding How Data Powers Big Business" and "Big Data MBA: Driving Business Strategies with Data Science," is responsible for setting the strategy and defining the Big Data service offerings and capabilities for EMC Global Services Big Data Practice. As the CTO for the Big Data Practice, he is responsible for working with organizations to help them identify where and how to start their big data journeys. He's written several white papers, is an avid blogge...
Dynatrace is an application performance management software company with products for the information technology departments and digital business owners of medium and large businesses. Building the Future of Monitoring with Artificial Intelligence. Today we can collect lots and lots of performance data. We build beautiful dashboards and even have fancy query languages to access and transform the data. Still performance data is a secret language only a couple of people understand. The more busine...
If a machine can invent, does this mean the end of the patent system as we know it? The patent system, both in the US and Europe, allows companies to protect their inventions and helps foster innovation. However, Artificial Intelligence (AI) could be set to disrupt the patent system as we know it. This talk will examine how AI may change the patent landscape in the years to come. Furthermore, ways in which companies can best protect their AI related inventions will be examined from both a US and...
Enterprises have taken advantage of IoT to achieve important revenue and cost advantages. What is less apparent is how incumbent enterprises operating at scale have, following success with IoT, built analytic, operations management and software development capabilities - ranging from autonomous vehicles to manageable robotics installations. They have embraced these capabilities as if they were Silicon Valley startups.
Chris Matthieu is the President & CEO of Computes, inc. He brings 30 years of experience in development and launches of disruptive technologies to create new market opportunities as well as enhance enterprise product portfolios with emerging technologies. His most recent venture was Octoblu, a cross-protocol Internet of Things (IoT) mesh network platform, acquired by Citrix. Prior to co-founding Octoblu, Chris was founder of Nodester, an open-source Node.JS PaaS which was acquired by AppFog and ...
The deluge of IoT sensor data collected from connected devices and the powerful AI required to make that data actionable are giving rise to a hybrid ecosystem in which cloud, on-prem and edge processes become interweaved. Attendees will learn how emerging composable infrastructure solutions deliver the adaptive architecture needed to manage this new data reality. Machine learning algorithms can better anticipate data storms and automate resources to support surges, including fully scalable GPU-c...
Cloud-enabled transformation has evolved from cost saving measure to business innovation strategy -- one that combines the cloud with cognitive capabilities to drive market disruption. Learn how you can achieve the insight and agility you need to gain a competitive advantage. Industry-acclaimed CTO and cloud expert, Shankar Kalyana presents. Only the most exceptional IBMers are appointed with the rare distinction of IBM Fellow, the highest technical honor in the company. Shankar has also receive...