We performed a comparison between AWS X-Ray and Prometheus based on real PeerSpot user reviews in five categories. After reading all of the collected data, you can find our conclusion below.
Comparison Results: Based on user feedback, AWS X-Ray is the preferred choice when compared to Prometheus. Users appreciate its ability to efficiently detect and resolve errors, along with its comprehensive information like IP addresses and user locations, ensuring compliance and security. Conversely, users feel that Prometheus could benefit from improvements in query language, setup process, and stability. Furthermore, AWS X-Ray stands out with its technical support, while Prometheus relies on documentation and an online community for assistance.
"It is a very scalable solution."
"The solution has made it easier for us to trace the problems that we have with our requests and to monitor the timing of each step in each request we do in our endpoints."
"AWS X-RAY identifies bottlenecks in terms of stability and performance and how long certain data lives in terms of response time and duration."
"AWS X-Ray is a strong solution and has a smooth integration process."
"The most promising feature of AWS X-Ray is that you can debug the issues through the proper logs. You can also get an analysis out of the logs for some use cases, though I have yet to try all the features of AWS X-Ray."
"The most important one is compliance. We're able to achieve our regulatory levels. We're able to achieve the security level that we need for the federal government."
"The most valuable features of Prometheus for metrics collection and monitoring are its stability, robustness, and rich set of features."
"The most valuable features of Prometheus are the many functions available. The functions are helpful for understanding the behavior of applications and infrastructure."
"The best thing about Prometheus is its integration."
"The solution offers an easy way to install and scratch values."
"The most valuable features of the solution are metrics scraping capabilities and the open source community and support."
"Prometheus gives us high availability automatically."
"Prometheus provides a flexible and adjustable querying and describing time, allowing for more responsive monitoring."
"It is a stable solution...Based on the feedback I have received from my colleagues in our company's IT department, the setup phase of the solution is relatively easy."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"Like most Amazon products, the user interface, configuration, and tuning aren't the easiest. That's the biggest reason why people tend to go to products like TerraForm and Terragrunt. We use TerraForm and Terragrunt. So, for setting things up and interacting with X-Ray, it's definitely the user interface that can be better."
"If you have a small team, it's probably overkill."
"They can improve how traces are sent to other providers."
"I do not have any notes in terms of improvements."
"What needs to be better in AWS X-Ray is the log filtering. Predefined filters could be helpful because the power of analytics comes from how you can filter the data. I also want to see more KPIs from AWS X-Ray."
"The setup could be made easier for new users because it requires a bit of advance knowledge or experience."
"Its stability could be even better."
"There isn’t much clarity regarding the issues that happen at the server end. It is a push model and from the client’s point of view, it needs to look better and solve remote issues."
"Setting up the rules in Prometheus can be confusing, making it an area where improvements are required."
"Prometheus can definitely improve its visualization. For example, the matrices represented in Prometheus do not have a very good visualization on their dashboard."
"Its documentation could be clearer to understand."
"Prometheus requires improvement on the query side."
"When it comes to deployment, if you have no experience with something like a CI/CD pipeline, it might be a challenge."
AWS X-Ray is ranked 14th in Application Performance Monitoring (APM) and Observability with 6 reviews while Prometheus is ranked 9th in Application Performance Monitoring (APM) and Observability with 32 reviews. AWS X-Ray is rated 8.0, while Prometheus is rated 8.4. The top reviewer of AWS X-Ray writes "Saves time, is relatively cheap, and helps find errors". On the other hand, the top reviewer of Prometheus writes "A very flexible open box that can be used vastly to do anything you need". AWS X-Ray is most compared with Datadog, Azure Monitor, New Relic, Sentry and Elastic Observability, whereas Prometheus is most compared with Azure Monitor, New Relic, Dynatrace, Sentry and ITRS Geneos. See our AWS X-Ray vs. Prometheus report.
See our list of best Application Performance Monitoring (APM) and Observability vendors.
We monitor all Application Performance Monitoring (APM) and Observability reviews to prevent fraudulent reviews and keep review quality high. We do not post reviews by company employees or direct competitors. We validate each review for authenticity via cross-reference with LinkedIn, and personal follow-up with the reviewer when necessary.
