Amazon DevOps Guru: The Power of Machine Learning to Improve Applications
By Sarah Meyers
Last Modified Date
Amazon DevOps Guru is a marvel of machine learning capabilities. You can use it to better the applications you create. DevOps Guru runs on machine learning models that have been trained from the times of Amazon and later AWS. Your applications can greatly benefit from these top-of-the-line models, detect and eradicate anomalies way before they reach your customers. As a business, the first impression counts, so applications must be close to perfect before being deployed.
DevOps Guru identifies critical issues in your applications and sends you alerts. The alerts will be fully detailed and contain summaries of what exactly wrong along with the root cause. Anomalies that it detects include increased latency, resource constraints, and other errors. Full information is given about when and where the error occurred, making it much easier to pinpoint the issue exactly. If the error is understood immediately, using machine learning DevOps Guru will provide recommendations to ease or solve the problem.
DevOps Guru will also form a dashboard based on all your operational data from other AWS applications. The visualization of the issues makes it clear how your applications became flawed in the first place. DevOps Guru does not have a complicated setup nor do you need to have in-depth knowledge of machine learning.
Applications can have greater availability and be more reliable through all of this, the details of which we’ll discuss below.
Automatic Operational Issue Detection
Amazon DevOps Guru is constantly collecting relevant information for itself. These include application metrics, event logs, and abnormal behavior detected from applications. The purpose is to analyze all of this data so it can provide recommendations for it later down the line. It will send you timely alerts on any operational issues that develop such as configuration changes, memory leakages, overusing database I/O, and underusing computational capacity.
Automatic operational issue detection is a lifesaver for developers as this process takes ages manually. What’s more, some issues can become so complicated that they tend to remain hidden forever because of their nature.
Machine Learning Powered Insights
Amazon DevOps Guru reduces the time to identify and resolve problems present in applications immensely. It does this by making the relevant links between application misbehavior and operational events and issues. The insights are generated via AWS machine learning with trusted Amazon models, relating to the full context of the issue. Once it has that it can provide you with the ideal recommendations you need to remedy the situation.
With DevOps Guru, you will not have to constantly update alarms and static rules. You can start monitoring complex applications without having to go through all of those steps. It also makes the process of migrating to other AWS services a breeze. It automatically starts analyzing their metrics, events, and logs to make it easier to adapt to their new changing environment and architecture.
Reduce the Noise
DevOps Guru is made for developers and IT operations, and as such it helps get rid of alarm fatigue. It does this using trained machine learning models to correlate the right abnormalities to bring about the most important alerts. With all of this in place, you have less alert management to deal with, greatly enhancing workflows. You can now dedicate your focus to finding the root cause and hence fixing the issue completely. The lack of disturbances brings in an increase in productivity for your IT operators and developers. The result is better performing and readily available applications you can deploy at a more unprecedented rate than ever before.
Develop the Best Applications with DevOps Guru and Machine Learning
Using AWS DevOps practices, DevOps Guru is becoming the main destination for cloud application development. Machine learning opens the doors to making new workflows possible, AWS knows this and has made the appropriate tools available.
Leverage DevOps Guru to enhance your existing DevOps setup as well when you migrate your data to AWS.
Rolustech is an AWS certified firm and has completed several projects in AWS DevOps, AWS Cloud Application Development, Machine Learning & Artificial Intelligence, and more. Contact us now for a FREE Business Analysis. We will be glad to assist you!