Prometheus vs Sumo Logic Observability comparison

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Prometheus Logo
6,474 views|5,765 comparisons
100% willing to recommend
Sumo Logic Logo
401 views|306 comparisons
100% willing to recommend
Comparison Buyer's Guide
Executive Summary

We performed a comparison between Prometheus and Sumo Logic Observability based on real PeerSpot user reviews.

Find out in this report how the two Application Performance Monitoring (APM) and Observability solutions compare in terms of features, pricing, service and support, easy of deployment, and ROI.
To learn more, read our detailed Prometheus vs. Sumo Logic Observability Report (Updated: May 2024).
770,141 professionals have used our research since 2012.
Featured Review
Quotes From Members
We asked business professionals to review the solutions they use.
Here are some excerpts of what they said:
Pros
"The scalability of Prometheus is very good.""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 feature I found most valuable is the number of integrations. It is the industry standard for metrics.""It is highly valuable as it serves as the foundation for our infrastructure monitoring tools.""The most valuable feature of Prometheus is the ease of pulling the metrics.""Prometheus provides a flexible and adjustable querying and describing time, allowing for more responsive monitoring.""It is an efficient solution."

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"Sumo Logic Observability presents a range of valuable features, including well-crafted dashboards and a diverse selection of helpful apps. However, personally, I don't hold a favorable opinion of the solution. While I don't struggle with writing queries, my main difficulty lies in recruiting competent individuals and ensuring their proficiency in utilizing the solution. This often leads to additional challenges and complexities. From my perspective, when compared to Microsoft Sentinel or even Splunk, Sumo Logic Observability has a steeper learning curve. One contributing factor to this disparity is the solution's long existence in the market compared to Synlogic. Nevertheless, I acknowledge that there are capable and knowledgeable professionals employed at Sumo Logic Observability. The effectiveness of the solution largely depends on how it is integrated into your internal operations and environment. Its utility and benefits can vary significantly. It is worth noting that organizations like the NSA and, I believe, the CIA used it in the past, primarily for rapidly searching and analyzing large volumes of data. To leverage its capabilities effectively, you must determine how to tailor it to your specific needs.""I have not seen any stability issues in the product.""The solution allows multiple groups to converge on a unified platform, allowing for different utilization by various teams.""The product is easy to learn.""Alerting and consistency are key. We have different tiers with log collectors, and continuous querying provides near-real-time updates. It's almost like instantly when something happens, like pending transactions or error fees. This helps reduce incident resolution time compared to waiting for thresholds on other platforms. We can continue logging in with them seamlessly and quickly get into action."

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Cons
"Its stability could be even better.""The simplicity of the query language could be improved. The current query language is not easy to work with.""The query language in Prometheus is an area of concern where improvements are required.""They could provide efficient logs in terms of clarity and ease of access similar to Datadog’s paid version.""If you want to collect details of metrics, you should be able to write a query for it directly. I want the product to offer better queries for the metrics.""Prometheus has a learning curve when setting it up. It definitely requires a little bit more hands-on than other solutions. It is an open source solution which means you do need to go through and read the literature that they have online for setting it up. The setup could be made easier.""The solution has shortcomings regarding security monitoring-oriented features to support custom use cases, like out-of-the-box test scenarios and threat-related use cases of its users.""The solution's error handling part could be improved."

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"Documentation could be better. While it's generally good, sometimes finding what you need requires extensive searching. It's not always clear where to look for specific things.""SearchUI.exe is a bit clunky in the product, making it an area where the product needs improvements.""Implementing a more streamlined enrichment process, and conceptualizing the observability data collection as an ETL pipeline would be helpful.""Fine-grained data can be quite frustrating to work with and should be made easier."

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Pricing and Cost Advice
  • "The price of Prometheus is good, it is affordable because it is open source and there is no cost to it. You put it on your own server and the costs incurred completely depend on how you set it up."
  • "This is an open-source solution."
  • "The solution is not expensive."
  • "The solution is open source."
  • "The solution is free of cost."
  • "We use the solution's open-source version."
  • "The tool is open-sourced."
  • "We have the open-source version, so we don't pay for it."
  • More Prometheus Pricing and Cost Advice →

  • "I started on the free tier to try it out, but because of our usage, we're now paying for it."
  • More Sumo Logic Observability Pricing and Cost Advice →

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    Questions from the Community
    Top Answer:The most valuable feature of Prometheus is its ability to collect metrics.
    Top Answer:For a project I am currently working on in my company, I use Grafana, but for the data source part, I use Prometheus. I use Prometheus in a Kubernetes cluster. I use Prometheus for the processes… more »
    Top Answer:We accumulate more systems, and they become more ephemeral. Consequently, this leads to an exponential increase in observability data. Therefore, it's crucial to continuously explore, employ, and… more »
    Top Answer:The product helps to monitor data and alerts when it is triggered.
    Ranking
    Views
    6,474
    Comparisons
    5,765
    Reviews
    32
    Average Words per Review
    387
    Rating
    8.3
    Views
    401
    Comparisons
    306
    Reviews
    5
    Average Words per Review
    611
    Rating
    8.0
    Comparisons
    Learn More
    Overview

    Prometheus is a powerful open-source monitoring and alerting toolkit designed for cloud-native environments. 

    It collects metrics from various sources, including applications, services, and infrastructure components, providing real-time insights into system performance. 

    With its flexible data model and query language, Prometheus enables users to analyze and visualize metrics, facilitating troubleshooting and capacity planning. Its robust alerting system allows for proactive monitoring, notifying users of any anomalies or issues. 

    Prometheus also offers seamless integration with popular tools and frameworks, making it a versatile solution for monitoring and observability.

    Sumo Logic empowers the people who power modern, digital business. Our cloud-native SaaS analytics platform powered by logs helps customers deliver reliable and secure cloud-native applications. With Sumo Logic, practitioners and developers can ensure application reliability, secure and protect against modern threats and gain insights into their cloud infrastructures. Customers worldwide rely on our scalable platform to get powerful real-time analytics and insights across observability and security solutions for their cloud-native applications. For more information, visit: SUMOLOGIC.COM

    Top Industries
    REVIEWERS
    Financial Services Firm20%
    Retailer13%
    Computer Software Company13%
    Security Firm7%
    VISITORS READING REVIEWS
    Financial Services Firm27%
    Computer Software Company16%
    Manufacturing Company7%
    Government5%
    VISITORS READING REVIEWS
    Financial Services Firm20%
    Computer Software Company19%
    Manufacturing Company10%
    Media Company8%
    Company Size
    REVIEWERS
    Small Business41%
    Midsize Enterprise28%
    Large Enterprise31%
    VISITORS READING REVIEWS
    Small Business20%
    Midsize Enterprise12%
    Large Enterprise69%
    VISITORS READING REVIEWS
    Small Business21%
    Midsize Enterprise12%
    Large Enterprise67%
    Buyer's Guide
    Prometheus vs. Sumo Logic Observability
    May 2024
    Find out what your peers are saying about Prometheus vs. Sumo Logic Observability and other solutions. Updated: May 2024.
    770,141 professionals have used our research since 2012.

    Prometheus is ranked 9th in Application Performance Monitoring (APM) and Observability with 32 reviews while Sumo Logic Observability is ranked 29th in Application Performance Monitoring (APM) and Observability with 5 reviews. Prometheus is rated 8.4, while Sumo Logic Observability is rated 8.0. The top reviewer of Prometheus writes "A very flexible open box that can be used vastly to do anything you need". On the other hand, the top reviewer of Sumo Logic Observability writes "Easy creation of custom fields, no need to alter applications; supports ten active logging applications simultaneously and faster than aster than default search tools". Prometheus is most compared with Azure Monitor, New Relic, Dynatrace, Sentry and AWS X-Ray, whereas Sumo Logic Observability is most compared with Dynatrace, New Relic and Chronosphere. See our Prometheus vs. Sumo Logic Observability 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.