Grafana Loki vs. Prometheus

Overview
ProductRatingMost Used ByProduct SummaryStarting Price
Grafana Loki
Score 7.9 out of 10
N/A
Grafana Logs (powered by Loki) brings together logs from applications and infrastructure in a single place. By using the exact same service discovery and label model as Prometheus, Grafana Logs can systematically guarantee logs have consistent metadata with metrics. Grafana Logs lets users send logs in any format, from any source so it’s easy to add to existing infrastructure and get up and running quickly. Leverage a wide array of clients for shipping logs like…
$0
Prometheus
Score 7.9 out of 10
N/A
Prometheus is a service monitoring and time series database, which is open source.N/A
Pricing
Grafana LokiPrometheus
Editions & Modules
No answers on this topic
No answers on this topic
Offerings
Pricing Offerings
Grafana LokiPrometheus
Free Trial
NoNo
Free/Freemium Version
YesNo
Premium Consulting/Integration Services
YesNo
Entry-level Setup FeeOptionalNo setup fee
Additional Details
More Pricing Information
Community Pulse
Grafana LokiPrometheus
Considered Both Products
Grafana Loki
Chose Grafana Loki
Loki is an essential complement to Grafana and provides logging metrics for dashboards and other visual tools. Loki can handle the service logging, while other data source plugins can provide more specific quantifiable metrics to support the logging data. Different types of …
Chose Grafana Loki
First and foremost if Grafana Loki is based on CNCF open source projects so organizations can get freedom to choice to configure it at your own other main thing is Grafana Loki is totally free of cost and we can deploy it on our infrastructure. On compared with other managed …
Prometheus
Chose Prometheus
Prometheus is great for quantifiable metrics. Loki is intended for log aggregation. Depending on project a different combination of data source types may be needed. However, quantifiable metrics are predominantly supported by Prometheus. Other data sources like elastic search …
Chose Prometheus
We used Grafana and Prometheus to take advantage of both tools' features (ex. alerting, and visualization with Grafana).
Best Alternatives
Grafana LokiPrometheus
Small Businesses
SolarWinds Papertrail
SolarWinds Papertrail
Score 8.9 out of 10
InfluxDB
InfluxDB
Score 8.8 out of 10
Medium-sized Companies
Sumo Logic
Sumo Logic
Score 8.8 out of 10

No answers on this topic

Enterprises
Sumo Logic
Sumo Logic
Score 8.8 out of 10

No answers on this topic

All AlternativesView all alternativesView all alternatives
User Ratings
Grafana LokiPrometheus
Likelihood to Recommend
6.4
(3 ratings)
7.7
(35 ratings)
Likelihood to Renew
10.0
(1 ratings)
-
(0 ratings)
Usability
5.9
(2 ratings)
6.8
(3 ratings)
Support Rating
-
(0 ratings)
5.0
(1 ratings)
User Testimonials
Grafana LokiPrometheus
Likelihood to Recommend
Grafana Labs
Grafana Loki can compile data logs for easy exploration of a service and enable quick troubleshooting and error tracing for engineers who may not have deeper access. However, Loki is dependent on the service logging complexity, which, depending on the logger, may not be robust enough and limit the value offered.
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Open Source
This program works from the roots of the problem and creates a professional matrix for each of its users. This will give them more skills and resources to carry out tasks and reduce the difficulties of operating each of the processes of my work, as well as being An ally for the manipulation and operability of all your master data; Prometheus is very easy to recommend since it is a program that fulfills its mission.
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Pros
Grafana Labs
  • Access to many open-source dashboards, access to add many data-sources to gather and visualize data from.
  • Grafana Loki does well gathering of logs from various data-sources, we can also filter the logs based on our needs.
  • One stop solution for all the logs and monitoring.
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Open Source
  • Looking at metrics such as the aggregate number of HTTP requests served.
  • Understanding how our services are performing in aggregate.
  • Easy to deploy within a variety of architectures/environments.
  • Open source so new features are added regularly and bugs are fixed in a timely manner.
  • Free so there are no licensing restrictions.
  • Endorsed by the Cloud Native Computing Foundation.
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Cons
Grafana Labs
  • Learning curve is very steep
  • Longer term log insight is a challenge
  • Very easy on AWS, integration with other systems can be more of a challenge
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Open Source
  • Customer Service: since this is an open-source tool, customer service is not that great. Generally, you get all answers to your problems in online forums, but in case you got stuck, nobody will assist you in a channelised manner. You will have to find the way out on your own, and it may become frustrating at times.
  • More metrics for dashboards shall be added per the application being monitored. Standards metrics will work in most cases but may not in specific applications. Therefore, customised metrics shall be created for some of the industry-standard niche applications.
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Usability
Grafana Labs
Grafana Loki makes accessing and viewing service logs easy for engineers who may not be familiar with going into service. However, useability can be limited if engineers are unaware of what the queries should look like or where in the service to direct Loki to look for logging.
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Open Source
It is usable and one can learn if few people in the team are already using it. It can be difficult to understand at the beginning because of non intuitive UI and syntax of the rules. So, I've gone for 7 points as there is some room for improvement in user interface and rules syntax.
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Support Rating
Grafana Labs
No answers on this topic
Open Source
Never had to reach out to them.
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Alternatives Considered
Grafana Labs
First and foremost if Grafana Loki is based on CNCF open source projects so organizations can get freedom to choice to configure it at your own other main thing is Grafana Loki is totally free of cost and we can deploy it on our infrastructure. On compared with other managed services like Datadog, New Relic it is very expensive and we also don't have much control on the tools we use.
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Open Source
Highly customized pricing plans to choose from. Lower pricing for the same features compared to competitors. Easy to reach the support team, which provided detailed documentation and helped set up the Prometheus. Monitoring metrics gets very easy after the integration with Grafana. It also has a sophisticated alert setting mechanism to ensure we don't miss anything critical.
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Return on Investment
Grafana Labs
  • Company wide (realtime) insights in complex aws setup is great
  • Dashboarding options are easily set up
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Open Source
  • We are still working on the ROI
  • The ROI mentioned during the purchase has not been achieved, however this could be due to lack of data from our side. 2 years of implementation is too early to calculate and confirm the ROI.
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ScreenShots