The Future of Application Monitoring: Trends and Innovations to Watch in 2024

by Anand Suresh

The global application monitoring market was valued at US $ 5.9 Bn in 2021, which is expected to exceed US $ 18.2 Bn by 2031. A booming industry – application design and development is at the helm of technology transformation. Application development has changed from monolithic architecture to microservices and distributed systems, and the need for monitoring those applications has also evolved. The advent of application monitoring technology allows for the easy monitoring of various applications across distributed platforms such as cloud, on-prem, or even hybrid

As we strategize for the upcoming year, let’s take a look at some of the trends and innovations in application monitoring to watch for in 2024.

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Just a few years ago, most of the applications were mostly monolithic and deployed on-premises. It was easier to monitor the application by collecting preset metrics. The scope was easy to manage because all the infrastructure belonged to the company. However, that’s not the case now. The IT applications environment is now shifting towards a more comprehensive kind of environment. 

Now, several teams within the organization create and use the applications or services. As organizations seek cloud-native solutions, they have migrated most applications from data centers to the cloud, where they also use various cloud services. Even the core application has increased by many folds. This has introduced a new requirement – a complete end-to-end performance monitoring of applications. Even down to the several components that organizations do not personally own, such as cloud services, and third-party services. 

Whether it is a company CEO, a developer developing code, or a program manager, everyone needs to have clear visibility and transparency across the organization to completely fulfill their roles and responsibilities. Monitoring technology is designed to help organizations deeper insights from tons of data, logs, and activities generated across the organization. Here are some of the trends to look out for in 2024. 

  1. Business Goals: Organizations are steadily looking for ways to make the best use of business metrics. The IT infrastructure and application monitoring are expected to focus more on looking at how the monitoring metrics align with the overall business goals. 
  2. Developer Focused: There’s a lot of conversation around building simple monitoring systems for developers. This will be integral for them to continue to see how the system is functioning from the end user’s perspective. The developer does not need to have complete knowledge of the stack for this type of monitoring. 
  3. Cybersecurity Visibility: There were many incidents of cyber attacks on vulnerable applications in 2023. Cybercriminals are constantly on the lookout to exploit the vulnerabilities within the organization’s infrastructure. There is a growing need for complete visibility into the organization’s IT infrastructure. This type of visibility will help IT teams to take proactive steps and mitigate any risks to the organizations.
  1. Code for Monitoring: Also look out for developers monitoring the applications with code. In this approach, the developer and operations teams will integrate monitoring as a code into the application. This will make it easy for them to monitor the applications regularly. 
  2. Bugs Visibility: This may seem like a ‘ should have already’ feature. But it needs refinement that we can expect to look for in 2024. A lot of focus is being given to achieving greater visibility of the bugs. This includes the context, root cause, potential business impact, and root level of the bugs. 

While the above trends are what we can look forward to in 2024, there are still some that are progressive from the last few years. And, we think that in 2024, these will be more advanced than they already are. 

The Impact of AI and ML 
Application design

AI ( artificial intelligence) and ML ( machine learning) play a significant role in application monitoring. With the advent of several AI-based tools and technologies in 2023, we are confident that in 2024 it will play a critical role in aiding the application monitoring efforts across several industries. With AI and ML combination, the application can be monitored and even fixed at scale. Let’s see how AI and ML can have an impact. 

AI in Application Monitoring: AI brings the capability of advanced analytics and predictive insights into the monitoring ecosystem. As a result, it also brings in automation capabilities which is a big time saver. One of the biggest advantages of AI is its ability to analyze a vast amount of data from several sources in real-time. This approach helps in identifying and solving the problems before they become too big. 

ML in Application Monitoring: ML is designed to continuously learn from the monitoring patterns within the ecosystem being used. ML can be very effective in detecting anomalies and irregularities in the application. It is a sort of self-improvement process over time that helps to stay adept with any threats that may occur in the application and then mitigate them within the right time. ML also helps in correlating the various metrics and logs, thereby aiding in the root cause analysis when a problem appears. 

2024 and Beyond Predictive Analytics in Application Monitoring

Predictive analysis should be the go-to theme for organizations in 2024. With the vast amounts of data being generated and monitored by applications. Technologies such as AI and ML doing their bit in analyzing, predicting, and mitigating errors from within the system, the predictive analytics will help an organization to take proactive steps in working on any issues that may develop in the future. 

For example, based on historical data and trends, predictive analytics can predict what could go wrong, or things that need attention before it’s too late. The team then springs into action and resolves most of these issues in time. We’re expecting years 2024 to be in several of such tools where an organization does not wait for a problem to occur but takes proactive steps to mitigate those. 

Role of Big Data in Application Monitoring Evolution

Big data is contributing to the progressive application monitoring systems. The processing and analysis of vast data volumes has just become easier. The data being processed is generated by the application, infrastructure, and users. At times, the traditional monitoring tools may miss out on the subtle correlations and patterns in the application monitoring. However, big data can do that and give a more comprehensive report. 

It also can deliver a rather holistic view of the application and integrate a wide range of data sources such as logs, user feedback, metrics, etc. By analyzing the user interactions across the application, big data can also deliver more personalized user experiences that will help organizations achieve larger business goals. 

Preparing for the Future: Adapting to New Technologies

Application Monitoring
As 2024 is just around the corner, organizations should deeply analyze their current application monitoring systems and stay abreast of new trends and innovations from 2024 to integrate them into their ecosystem. What will help an organization is to consider the below-mentioned critical aspects: 

  • Observability: Look for whether the monitoring tool can give you full-stack observability across your IT environment. Just looking at one piece of the puzzle will not help you solve a larger problem. Such visibility will add democratization to your overall monitoring and design process. 
  • Scalability: Constantly moving from one tool to another is not an ideal scenario for organizations. It is important that you look for a solution or tool that has the capability to scale with time. Even as the environment continues to become more complex, look for tools that will help you keep up with the current trends. A futuristic solution will help you keep this aspect of growth in mind. 
  • Automation: This is largely becoming a key to success for many organizations. Look for tools and processes that can help with automation alerts, automated incident remediation, and automated incident report creation. This will help you reduce the manual and repetitive work that your IT or DevOps team needs to do. Your teams can then focus on the more critical issues of the business without experiencing any cognitive load. 

Practical Logix: Your Application Monitoring Partner

We are looking forward to the year 2024 with anticipation for the new set of tools and technologies. Practical Logix has years of experience in designing, developing, and supporting applications across several domains. Our team has experienced professionals to help you design your application monitoring strategy for the year 2024. The tools and technologies will help you to create a proactive strategy and mitigate several issues without these turning into a serious threat to the business, organization, and end users. 

At Practical Logix, our mantra has always been to build for scale. We believe that the right things to build take time and strategic thinking. We work closely with our clients to understand their specific tech stack, their day-to-day problems, future goals, and expectations, and only then design a custom solution that fits the bill. If you are looking to implement resilient application monitoring systems in your organization, do feel free to reach out to us.

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