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The Future of Big Data APM in 2022

Recent data shows that the global APM (application performance management) market is booming. Currently valued at $6.3 billion, the global APM industry is expected to reach $12 billion by 2026. This growth indicates the increasing importance of monitoring, diagnosing, and improving application performance.

Visibility and automation is key to sustaining the growth and evolution of APM. Speaking to APMdigest, Pepperdata CEO Ash Munshi delved deeper into why he thinks visibility and automation are the future of APM well into 2022.

The Big Shift to the Cloud Continues

By the end of 2021, nearly 70% of all enterprises' infrastructure was slated to become cloud based. By now, more than 80% of business organizations say they already have implemented or are planning to implement a multi-cloud strategy. In addition, 82% of workloads will be moved to the cloud.

Drivers of this shift include the ubiquity of mobile devices, as well as the growing need for online collaboration, remote work, and new digital services to support a hybrid workforce. Recent disruptions and the need to accelerate digital transformation hard pressed 90% of enterprises to increase their cloud usage.

Ash Munshi expects to see this trend continue to expand in 2022. Global cloud adoption will continue on a very rapid and massive scale in the immediate future. Global spend on public cloud services will go over $480 billion in 2022.

The Cloud's Complexity Will Grow, Too

"In the beginning, the cloud made everything easier. However, cloud complexity has increased dramatically," Ash Munshi told APMdigest. Enterprises are forced to increase their spending because they failed to anticipate the extra capacity needed to run their current cloud-based applications. As their cloud usage intensifies, so do the compute requirements of their applications and workloads.

Some key reasons why organizations accelerate their cloud migration are reducing their headcount, eliminating the difficulties of accessing data center facilities, and avoiding hardware supply chain delays.

However, many enterprises fail to realize how extremely complex cloud computing is. This has caused organizations to exceed their cloud budget by as much as 40%. In very extreme cases, enterprises that can't handle the challenges of cloud computing are forced to repatriate workloads and applications to their previous settings.

Adding to the cloud's complexity is the daunting number of application stack choices. Enterprises not only struggle to pick the right cloud vendor and the ideal application stack to run, but the current crop of APM solutions are also lacking the visibility and depth needed to help them fully optimize their cloud infrastructure, improve the performance of their big data stacks, and enjoy the promised benefits of cloud computing.

"For compute, there are over 400 different instance types on AWS alone. Add on to that a hybrid solution, and the choices companies need to make to move their data and application explodes," Munshi lamented. Managing application performance in the cloud while staying within their budget is also a formidable challenge for many enterprises.

The Future of APM

The increasing ubiquity of cloud computing and big data, along with its growing complications, necessitate a big overhaul in approach.

"Our approach to the cloud and application performance management must change in response," Ash emphasized.

According to Pepperdata's recent survey, approximately 42% of enterprises rely on their cloud vendors' solutions to monitor their cloud processes and manage their application performance. But this is problematic, as most APM tools are designed to track and measure surface metrics. These solutions don't have the depth and granularity needed by enterprises to look at the application level and truly perform powerful resource allocation and performance optimization at scale.

But Ash Munshi believes that enterprises will recognize this stumbling block and evolve their approach to APM.

The Impact of Visibility and Automation on APM

Most APM tools on the market don't have comprehensive, application-level visibility. When you can't see into your applications, their performance, resource utilization, and more, you can't gain deeper context into your applications. Your big data stack in the cloud is riddled with blind spots.

In one of our earlier surveys, 64% of enterprises highlighted "cost management and containment" as their biggest, most pressing concern with running cloud big data stacks and applications. On top of that, the majority of respondents said they wanted to "better optimize current cloud resources."

"This research shows us the importance of visibility into big data workloads. It also highlights the need for automated optimization as a means to control runaway costs," Ash stressed. APM tools that provide users with visibility and automated optimization help in getting their cloud costs under control.

"Future APM solutions will no longer be just about debugging and tuning on an application-by-application basis," Ash told APMDigest. "The future of application performance management needs visibility and automation to manage your compute, software stack, and ensure that your costs are within budget."

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The Future of Big Data APM in 2022

Recent data shows that the global APM (application performance management) market is booming. Currently valued at $6.3 billion, the global APM industry is expected to reach $12 billion by 2026. This growth indicates the increasing importance of monitoring, diagnosing, and improving application performance.

Visibility and automation is key to sustaining the growth and evolution of APM. Speaking to APMdigest, Pepperdata CEO Ash Munshi delved deeper into why he thinks visibility and automation are the future of APM well into 2022.

The Big Shift to the Cloud Continues

By the end of 2021, nearly 70% of all enterprises' infrastructure was slated to become cloud based. By now, more than 80% of business organizations say they already have implemented or are planning to implement a multi-cloud strategy. In addition, 82% of workloads will be moved to the cloud.

Drivers of this shift include the ubiquity of mobile devices, as well as the growing need for online collaboration, remote work, and new digital services to support a hybrid workforce. Recent disruptions and the need to accelerate digital transformation hard pressed 90% of enterprises to increase their cloud usage.

Ash Munshi expects to see this trend continue to expand in 2022. Global cloud adoption will continue on a very rapid and massive scale in the immediate future. Global spend on public cloud services will go over $480 billion in 2022.

The Cloud's Complexity Will Grow, Too

"In the beginning, the cloud made everything easier. However, cloud complexity has increased dramatically," Ash Munshi told APMdigest. Enterprises are forced to increase their spending because they failed to anticipate the extra capacity needed to run their current cloud-based applications. As their cloud usage intensifies, so do the compute requirements of their applications and workloads.

Some key reasons why organizations accelerate their cloud migration are reducing their headcount, eliminating the difficulties of accessing data center facilities, and avoiding hardware supply chain delays.

However, many enterprises fail to realize how extremely complex cloud computing is. This has caused organizations to exceed their cloud budget by as much as 40%. In very extreme cases, enterprises that can't handle the challenges of cloud computing are forced to repatriate workloads and applications to their previous settings.

Adding to the cloud's complexity is the daunting number of application stack choices. Enterprises not only struggle to pick the right cloud vendor and the ideal application stack to run, but the current crop of APM solutions are also lacking the visibility and depth needed to help them fully optimize their cloud infrastructure, improve the performance of their big data stacks, and enjoy the promised benefits of cloud computing.

"For compute, there are over 400 different instance types on AWS alone. Add on to that a hybrid solution, and the choices companies need to make to move their data and application explodes," Munshi lamented. Managing application performance in the cloud while staying within their budget is also a formidable challenge for many enterprises.

The Future of APM

The increasing ubiquity of cloud computing and big data, along with its growing complications, necessitate a big overhaul in approach.

"Our approach to the cloud and application performance management must change in response," Ash emphasized.

According to Pepperdata's recent survey, approximately 42% of enterprises rely on their cloud vendors' solutions to monitor their cloud processes and manage their application performance. But this is problematic, as most APM tools are designed to track and measure surface metrics. These solutions don't have the depth and granularity needed by enterprises to look at the application level and truly perform powerful resource allocation and performance optimization at scale.

But Ash Munshi believes that enterprises will recognize this stumbling block and evolve their approach to APM.

The Impact of Visibility and Automation on APM

Most APM tools on the market don't have comprehensive, application-level visibility. When you can't see into your applications, their performance, resource utilization, and more, you can't gain deeper context into your applications. Your big data stack in the cloud is riddled with blind spots.

In one of our earlier surveys, 64% of enterprises highlighted "cost management and containment" as their biggest, most pressing concern with running cloud big data stacks and applications. On top of that, the majority of respondents said they wanted to "better optimize current cloud resources."

"This research shows us the importance of visibility into big data workloads. It also highlights the need for automated optimization as a means to control runaway costs," Ash stressed. APM tools that provide users with visibility and automated optimization help in getting their cloud costs under control.

"Future APM solutions will no longer be just about debugging and tuning on an application-by-application basis," Ash told APMDigest. "The future of application performance management needs visibility and automation to manage your compute, software stack, and ensure that your costs are within budget."

Hot Topics

The Latest

Regardless of OpenShift being a scalable and flexible software, it can be a pain to monitor since complete visibility into the underlying operations is not guaranteed ... To effectively monitor an OpenShift environment, IT administrators should focus on these five key elements and their associated metrics ...

An overwhelming majority of IT leaders (95%) believe the upcoming wave of AI-powered digital transformation is set to be the most impactful and intensive seen thus far, according to The Science of Productivity: AI, Adoption, And Employee Experience, a new report from Nexthink ...

Overall outage frequency and the general level of reported severity continue to decline, according to the Outage Analysis 2025 from Uptime Institute. However, cyber security incidents are on the rise and often have severe, lasting impacts ...

In March, New Relic published the State of Observability for Media and Entertainment Report to share insights, data, and analysis into the adoption and business value of observability across the media and entertainment industry. Here are six key takeaways from the report ...

Regardless of their scale, business decisions often take time, effort, and a lot of back-and-forth discussion to reach any sort of actionable conclusion ... Any means of streamlining this process and getting from complex problems to optimal solutions more efficiently and reliably is key. How can organizations optimize their decision-making to save time and reduce excess effort from those involved? ...

As enterprises accelerate their cloud adoption strategies, CIOs are routinely exceeding their cloud budgets — a concern that's about to face additional pressure from an unexpected direction: uncertainty over semiconductor tariffs. The CIO Cloud Trends Survey & Report from Azul reveals the extent continued cloud investment despite cost overruns, and how organizations are attempting to bring spending under control ...

Image
Azul

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