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The Application Apocalypse - Rethink Performance or Prepare to Meet Thy Doom

Pete Waterhouse

With the inevitable zombie apocalypse, having the right strategies to combat the plague will be essential. Turns out that trouble-shooting application performance isn’t much different. As any good zombie fighter will tell you, in a pandemic that threatens to consume all humanity, it’ll be important to find the first person infected – called “patient zero”. Knowing that sucker's history can help determine how and when the infection started, and with a bit of luck, a way to stop it.

You might scoff, but there are many parallels between this and the way we manage application performance. Ok, perhaps not on a World War Z scale, but still troublesome enough to bite your business where it hurts most.

Heroic Best Effort Hurts People and the Business

In the aforementioned movie, the hero risked everything to lead a worldwide search for the source of the plague. In IT we have our own heroes -- administrators who spend lots of time scrambling from console to console hoping to find the root cause of the latest event storm. Guys who puts everything aside, getting called in after hours to try and figure out why customers suddenly can’t check-out goods with that new mobile app – yes, the one those wretched code junkies just threw over the wall.

It’s not that our heroes doesn’t have the tools for the job. On the contrary, they’re armed with enough products, dashboards and diagnostic wizardry to slay an army of performance problems. They are our champions, veritable experts in configuring systems, the uber nerds who can sift through logs and data; the undisputed king gods of monitoring the monitors.

Yet problems still persist, customer experience degrades and business suffers, Oh, and our valued APM admin just missed his wedding anniversary after an all-weekend triage binge – been there, done that.

So how do we end this vicious cycle?

It requires new approaches to monitoring; rethinking the traditional ways we go about finding our own “patient zeros” – changes - and quickly understanding how they impact performance. When IT can detect changes quickly they no longer need a “shoot them in the head” approach to managing performance – that might work with one or two zombies, but it no longer scales in business.

Constant Change is a Both a Blessing and a Curse

Forget the hype – the real reason businesses must employ mobile and cloud is the opportunity to engage with customers at scale. This, however, precipitates the need for faster development of high-quality software. Software that changes not for change sake, but in order to quickly test assumptions, build new markets, and create and solve problems customers didn’t know they had. Yet these changes are a curse on IT operations.

Call me captain obvious, but the vast majority of application performance problems are caused by some kind of change. Again, it’s not that we don’t have enough tools. We have truck load full of products to detect changes in code, infrastructure and configuration screw ups. The problem is we lack context – or the link and association between performance behavior and changes. And because changes now happen more frequently (and cumulatively), it’s left in the hands of heroes to painstakingly sift through the wreckage to determine the root cause. That requires expertise yes, but more often gut feel and dumb luck. Even a vision impaired squirrel will sometimes find a nut, right?

Lessons Learned from Air Crash Investigation

If you want to see the best example of effective root cause analysis watch the TV show Air Emergency. You’ll see the importance of cockpit voice and flight data recorders. Not only do they gather all the data leading up to an incident, they’re also the focal point around which experts in many fields (across metallurgy, weather, instrumentation, even psychology) coalesce to gain a true picture of what caused the problem. Without this there’ll blame games, conjecture – even whacky conspiracy theories.

In IT we need similar capabilities that understand changes over time and provide the ability to dive into any changes that precede a performance issue. If you will, a system that provides an integrated change/performance timeline which lets our own teams of experts see the chronological order of change events and navigates the event series to the impact of change related to application elements. This is invaluable in a production context, but also in pre-production. Because by identifying the beginning of a performance issues (perhaps before a new code release) and understanding change related elements, teams can quickly gain agreement on root cause. Then through DevOps style feedback and collaboration they can work to prevent issues reoccurring.

Modern APM solutions are now employing these approaches, so cross-functional teams can quickly pinpoint what and where changes occurred and correlate to any resulting performance impact. They find that “patient zero” quickly and often without involving any other team member.

And without this type of functionality? Well, there’ll be blame games, conjecture (“I think its Frank’s lousy code”), and yes, maybe even conspiracy theories.

The modern digital business understands that loyalty is only ever earned by providing a rich, high quality customer experience. Supporting this, our IT staff don’t need more tools, just better methods that apply common sense thinking to address problems that continue to plague operations, hurt staff and bite the business.

Now if you’ll excuse me, I must get back to my command center, turn on my monitors – and wait for the zombie hoards.

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Businesses that face downtime or outages risk financial and reputational damage, as well as reducing partner, shareholder, and customer trust. One of the major challenges that enterprises face is implementing a robust business continuity plan. What's the solution? The answer may lie in disaster recovery tactics such as truly immutable storage and regular disaster recovery testing ...

IT spending is expected to jump nearly 10% in 2025, and organizations are now facing pressure to manage costs without slowing down critical functions like observability. To meet the challenge, leaders are turning to smarter, more cost effective business strategies. Enter stage right: OpenTelemetry, the missing piece of the puzzle that is no longer just an option but rather a strategic advantage ...

Amidst the threat of cyberhacks and data breaches, companies install several security measures to keep their business safely afloat. These measures aim to protect businesses, employees, and crucial data. Yet, employees perceive them as burdensome. Frustrated with complex logins, slow access, and constant security checks, workers decide to completely bypass all security set-ups ...

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In the early days of the cloud revolution, business leaders perceived cloud services as a means of sidelining IT organizations. IT was too slow, too expensive, or incapable of supporting new technologies. With a team of developers, line of business managers could deploy new applications and services in the cloud. IT has been fighting to retake control ever since. Today, IT is back in the driver's seat, according to new research by Enterprise Management Associates (EMA) ...

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The Application Apocalypse - Rethink Performance or Prepare to Meet Thy Doom

Pete Waterhouse

With the inevitable zombie apocalypse, having the right strategies to combat the plague will be essential. Turns out that trouble-shooting application performance isn’t much different. As any good zombie fighter will tell you, in a pandemic that threatens to consume all humanity, it’ll be important to find the first person infected – called “patient zero”. Knowing that sucker's history can help determine how and when the infection started, and with a bit of luck, a way to stop it.

You might scoff, but there are many parallels between this and the way we manage application performance. Ok, perhaps not on a World War Z scale, but still troublesome enough to bite your business where it hurts most.

Heroic Best Effort Hurts People and the Business

In the aforementioned movie, the hero risked everything to lead a worldwide search for the source of the plague. In IT we have our own heroes -- administrators who spend lots of time scrambling from console to console hoping to find the root cause of the latest event storm. Guys who puts everything aside, getting called in after hours to try and figure out why customers suddenly can’t check-out goods with that new mobile app – yes, the one those wretched code junkies just threw over the wall.

It’s not that our heroes doesn’t have the tools for the job. On the contrary, they’re armed with enough products, dashboards and diagnostic wizardry to slay an army of performance problems. They are our champions, veritable experts in configuring systems, the uber nerds who can sift through logs and data; the undisputed king gods of monitoring the monitors.

Yet problems still persist, customer experience degrades and business suffers, Oh, and our valued APM admin just missed his wedding anniversary after an all-weekend triage binge – been there, done that.

So how do we end this vicious cycle?

It requires new approaches to monitoring; rethinking the traditional ways we go about finding our own “patient zeros” – changes - and quickly understanding how they impact performance. When IT can detect changes quickly they no longer need a “shoot them in the head” approach to managing performance – that might work with one or two zombies, but it no longer scales in business.

Constant Change is a Both a Blessing and a Curse

Forget the hype – the real reason businesses must employ mobile and cloud is the opportunity to engage with customers at scale. This, however, precipitates the need for faster development of high-quality software. Software that changes not for change sake, but in order to quickly test assumptions, build new markets, and create and solve problems customers didn’t know they had. Yet these changes are a curse on IT operations.

Call me captain obvious, but the vast majority of application performance problems are caused by some kind of change. Again, it’s not that we don’t have enough tools. We have truck load full of products to detect changes in code, infrastructure and configuration screw ups. The problem is we lack context – or the link and association between performance behavior and changes. And because changes now happen more frequently (and cumulatively), it’s left in the hands of heroes to painstakingly sift through the wreckage to determine the root cause. That requires expertise yes, but more often gut feel and dumb luck. Even a vision impaired squirrel will sometimes find a nut, right?

Lessons Learned from Air Crash Investigation

If you want to see the best example of effective root cause analysis watch the TV show Air Emergency. You’ll see the importance of cockpit voice and flight data recorders. Not only do they gather all the data leading up to an incident, they’re also the focal point around which experts in many fields (across metallurgy, weather, instrumentation, even psychology) coalesce to gain a true picture of what caused the problem. Without this there’ll blame games, conjecture – even whacky conspiracy theories.

In IT we need similar capabilities that understand changes over time and provide the ability to dive into any changes that precede a performance issue. If you will, a system that provides an integrated change/performance timeline which lets our own teams of experts see the chronological order of change events and navigates the event series to the impact of change related to application elements. This is invaluable in a production context, but also in pre-production. Because by identifying the beginning of a performance issues (perhaps before a new code release) and understanding change related elements, teams can quickly gain agreement on root cause. Then through DevOps style feedback and collaboration they can work to prevent issues reoccurring.

Modern APM solutions are now employing these approaches, so cross-functional teams can quickly pinpoint what and where changes occurred and correlate to any resulting performance impact. They find that “patient zero” quickly and often without involving any other team member.

And without this type of functionality? Well, there’ll be blame games, conjecture (“I think its Frank’s lousy code”), and yes, maybe even conspiracy theories.

The modern digital business understands that loyalty is only ever earned by providing a rich, high quality customer experience. Supporting this, our IT staff don’t need more tools, just better methods that apply common sense thinking to address problems that continue to plague operations, hurt staff and bite the business.

Now if you’ll excuse me, I must get back to my command center, turn on my monitors – and wait for the zombie hoards.

Hot Topics

The Latest

According to Auvik's 2025 IT Trends Report, 60% of IT professionals feel at least moderately burned out on the job, with 43% stating that their workload is contributing to work stress. At the same time, many IT professionals are naming AI and machine learning as key areas they'd most like to upskill ...

Businesses that face downtime or outages risk financial and reputational damage, as well as reducing partner, shareholder, and customer trust. One of the major challenges that enterprises face is implementing a robust business continuity plan. What's the solution? The answer may lie in disaster recovery tactics such as truly immutable storage and regular disaster recovery testing ...

IT spending is expected to jump nearly 10% in 2025, and organizations are now facing pressure to manage costs without slowing down critical functions like observability. To meet the challenge, leaders are turning to smarter, more cost effective business strategies. Enter stage right: OpenTelemetry, the missing piece of the puzzle that is no longer just an option but rather a strategic advantage ...

Amidst the threat of cyberhacks and data breaches, companies install several security measures to keep their business safely afloat. These measures aim to protect businesses, employees, and crucial data. Yet, employees perceive them as burdensome. Frustrated with complex logins, slow access, and constant security checks, workers decide to completely bypass all security set-ups ...

Image
Cloudbrink's Personal SASE services provide last-mile acceleration and reduction in latency

In MEAN TIME TO INSIGHT Episode 13, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA discusses hybrid multi-cloud networking strategy ... 

In high-traffic environments, the sheer volume and unpredictable nature of network incidents can quickly overwhelm even the most skilled teams, hindering their ability to react swiftly and effectively, potentially impacting service availability and overall business performance. This is where closed-loop remediation comes into the picture: an IT management concept designed to address the escalating complexity of modern networks ...

In 2025, enterprise workflows are undergoing a seismic shift. Propelled by breakthroughs in generative AI (GenAI), large language models (LLMs), and natural language processing (NLP), a new paradigm is emerging — agentic AI. This technology is not just automating tasks; it's reimagining how organizations make decisions, engage customers, and operate at scale ...

In the early days of the cloud revolution, business leaders perceived cloud services as a means of sidelining IT organizations. IT was too slow, too expensive, or incapable of supporting new technologies. With a team of developers, line of business managers could deploy new applications and services in the cloud. IT has been fighting to retake control ever since. Today, IT is back in the driver's seat, according to new research by Enterprise Management Associates (EMA) ...

In today's fast-paced and increasingly complex network environments, Network Operations Centers (NOCs) are the backbone of ensuring continuous uptime, smooth service delivery, and rapid issue resolution. However, the challenges faced by NOC teams are only growing. In a recent study, 78% state network complexity has grown significantly over the last few years while 84% regularly learn about network issues from users. It is imperative we adopt a new approach to managing today's network experiences ...

Image
Broadcom

From growing reliance on FinOps teams to the increasing attention on artificial intelligence (AI), and software licensing, the Flexera 2025 State of the Cloud Report digs into how organizations are improving cloud spend efficiency, while tackling the complexities of emerging technologies ...