Grafana vs Lumigo comparison

Application Performance Monitoring (APM) and Observability

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Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

Grafana

Ranking in Application Performance Monitoring (APM) and Observability

6th

Average Rating

8.0

Reviews Sentiment

6.8

Number of Reviews

Ranking in other categories

No ranking in other categories

Lumigo

Ranking in Application Performance Monitoring (APM) and Observability

55th

Average Rating

8.6

Reviews Sentiment

8.5

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of November 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of Grafana is 2.3%, down from 4.5% compared to the previous year. The mindshare of Lumigo is 0.3%, up from 0.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Application Performance Monitoring (APM) and Observability Mindshare Distribution
Product	Mindshare (%)
Grafana	2.3%
Lumigo	0.3%
Other	97.4%

Application Performance Monitoring (APM) and Observability

Featured Reviews

Vitthal Gole

Devops Engineer at AIQOD

Proactive monitoring has transformed how our teams detect issues and resolve incidents faster

For improving Grafana, the alert configuration could be more intuitive for new users. Dashboard management becomes complex in large environments. So if we have multiple environments and we have to manage our dashboards for them, sometimes it becomes complicated to manage all the dashboards. The learning curve is steep for beginners. More built-in reporting and analytics features would be helpful. Documentation for advanced features could be more detailed. Role-based access management could be simpler to configure. Performance could be optimized for very large dashboards with high cardinality data sources. Grafana could improve its alert configuration workflow and make advanced dashboard management easier for new users. More built-in reporting features would also be beneficial. A simpler onboarding experience for first-time users and more built-in dashboard templates for common monitoring scenarios would be helpful. Grafana is a powerful monitoring platform, but it could improve dashboard organization in large environments, simplify alert management, provide more built-in reporting capabilities, enhance plugin compatibility during upgrades, and offer better AI-driven insights for fast root cause analysis. For example, if we are hitting a CPU metric of ninety to ninety-five percent or a system load of seventy to eighty percent, we have to act on that. But if Grafana suggests something on that metric, such as an AI suggestion, it would be more helpful. We could get an idea of how to solve that issue. For the Grafana dashboards, they could provide more built-in compliance and audit reporting, enhance AI recommendations with clearer explanations of why an issue was flagged, enhance accessibility and keyboard navigation, add more native integrations with emerging cloud and DevOps tools, and improve scalability for very large enterprise deployments. Grafana is a mature platform, but it could benefit from better dashboard version control, simpler environment migration, enhanced AI explanations, more built-in reporting, and improved performance for large-scale deployments with complex dashboards.

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Vinay Lal

Head of Testing & AVP at Flash AI

Distributed tracing has transformed our testing workflows and now uncovers hidden failures fast

The best features Lumigo offers include the live stream architecture and transaction mapping, which helps to automatically generate and update the visual execution topology for every single test transaction. After seeing the exact flow from the edge API through intermediate queues and containerized microservices down to managed storage, it gives our QA engineers instant context. Additionally, I love the request-response payload inspection feature, which captures input and output parameters, request headers, and invocation payload safely. When an automated integration test fails, the exact offending payload is visible right inside the trace, helping to save our QA and engineering teams a lot of time, leading to at least a 48.33% drop in wasted time previously spent finding the root cause. With automation saved, automated root cause correlation has helped to correlate logs, metrics, and trace spans across asynchronous boundaries, which is notoriously difficult to debug in event-driven AI pipelines. The live stream architecture and transaction mapping make such a difference for my team, as it generates updates regularly via visual execution and the topology for every single test transaction, providing us with a view through intermediate queues and microservices to managed storage, giving engineers instant context of transactions and payloads, which saves at least 49% of our time and allows overall resources to be used more effectively. Regarding Lumigo's AI capabilities, I find the governance of security to be really good, and we have seen a positive impact due to the AI capabilities alongside strict compliance regulations such as SOC 2 and ISO 27001, proving it is compliant with applicable regulations and policies. Lumigo's accuracy is close to 100%, making it very reliable. Lumigo integrates seamlessly with other AWS services we use, and we have not faced any issues.

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Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"Provides good dashboard visualization."

"The dashboards are the most valuable features."

"It integrates well with other solutions."

"The best thing about Grafana is the visualization. The colors and the ease of use make it very user-friendly."

"Grafana integrates with some of the tools we've chosen beforehand, and while I'm not the right person to elaborate on this since I'm more focused on managing big teams, the teams working with it seem happy."

"The integration between Loki and Tempo is valuable."

"Grafana has helped our organization with observability and operational excellence."

"Grafana provides a user-friendly interface for viewing infrastructure metrics through dashboards."

More Grafana pros

"Lumigo has positively impacted our organization with transformative ROI for our quality engineering and delivery cycles, where the meantime to defect and resolve due to debugging failed end-to-end integration test runs has dropped over 68.3%."

"Any new member, whether from the development side or business team, finds the user-friendly UI easy to understand."

Cons

"It would be helpful if Grafana provided more information and training on how to use Prometheus."

"Lacks event management which affects our DevOps people."

"The look and feel of the charting and graph capabilities in Grafana could improve."

"Grafana could improve by having its own query language. Currently, it uses languages like Prometheus or InfluxDB, which not everyone knows. Their query language should be easier."

"The interface is not well-liked by my customers."

"The product could be improved with a feature that provides detailed error messages when we encounter issues."

"Its interface could be more accessible."

"There is a need for improvement in automating daily monitoring reports, especially when alerts are triggered due to system downtimes or fluctuations."

More Grafana cons

"I think support needs to be improved."

Pricing and Cost Advice

"Grafana is free and open source."

"We are using the open-source license."

"I use the open source model so it is free."

"My company uses the open-source version of Grafana, so it's free."

"I am using an open-source version"

"I give the price an eight out of ten."

"We use the open-source version of Grafana."

"For me, Grafana is a cheap tool because I don't have to spend much time learning the product since it is a simple solution."

More Grafana pricing and cost advice

Information not available

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Top Industries

By visitors reading reviews

Financial Services Firm

14%

Manufacturing Company

10%

Comms Service Provider

Computer Software Company

No data available

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	15
Midsize Enterprise	10
Large Enterprise	27

No data available

Questions from the Community

What is your experience regarding pricing and costs for Grafana?

We are using the community edition. We have used the community edition, the open-source edition. So, there were no licensing costs. The setup was straightforward, and the main investment was the ti...

What needs improvement with Grafana?

What is your primary use case for Grafana?

The main use case for Grafana is that we are using Prometheus to collect the metrics, and primarily use Grafana for infrastructure and application monitoring. It helps me visualize system metrics t...

What is your experience regarding pricing and costs for Lumigo?

My experience with pricing, setup cost, and licensing was good, and I rate it ten out of ten.

What needs improvement with Lumigo?

I think support needs to be improved. Lumigo can be improved particularly in support. When comparing it with AWS monitoring, Dynatrace, or other solutions, if we encounter any trouble, everyone loo...

What is your primary use case for Lumigo?

My main use case for Lumigo is microservice monitoring in my day-to-day experience. A specific example of how I use Lumigo for microservice monitoring involves comparing it to other tools such as D...

Splunk Observability Cloud vs Grafana

Comparisons

Sentry vs Grafana

Compared 5% of the time

Compared 5% of the time

Azure Monitor vs Grafana

Compared 5% of the time

Dynatrace vs Grafana

Compared 4% of the time

Elastic Observability vs Grafana

Compared 4% of the time

More Grafana Competitors

Datadog vs Lumigo

Compared 43% of the time

Coralogix vs Lumigo

Compared 38% of the time

AWS Auto Scaling vs Lumigo

Compared 7% of the time

OpenTelemetry vs Lumigo

Compared 7% of the time

OpenText Real User Monitoring vs Lumigo

Compared 5% of the time

More Lumigo Competitors

Product Reports

Grafana

Download Grafana product report

Application Performance Monitoring (APM) and Observability

Download Lumigo product report

Overview

Grafana offers a customizable, user-friendly platform for robust data visualization and integration, enhancing real-time monitoring with extensive alerting and collaboration capabilities supported by an active open-source community.

Grafana stands out for its flexible dashboards and robust visualization options, integrating smoothly with tools like Prometheus. This open-source platform supports diverse environments, aiding in the visualization of IT infrastructure and business analytics. Its alerting system efficiently supports real-time monitoring. While it is praised for its community backing and cost-effectiveness, there is demand for better data aggregation, intuitive interfaces, and enhanced documentation compared to competitors such as Splunk. Simplification of configuration and the interface is sought, alongside improvements in machine learning and reporting features.

What are Grafana's most important features?

Customizable Dashboards: User-friendly, richly customizable dashboards for precise data presentation.
Visualization Capabilities: Strong support for visualizing complex datasets from multiple sources.
Integration Options: Extensive compatibility with data sources and tools like Prometheus.
Alerting System: Efficient real-time monitoring and issue identification.
Open-Source Nature: Supported by a vibrant community, offering a cost-effective solution.

What benefits or ROI should users seek in Grafana reviews?

Adaptability: Supports diverse environments and use cases.
Cost-Effectiveness: Offers valuable features at a competitive price.
Community Support: Backed by an active and vibrant open-source community.
Collaborative Platform: Seamless integration with various data tools refining monitoring and analytics efforts.

Grafana is implemented widely across industries for monitoring IT infrastructure and visualizing business analytics. Companies utilize it to analyze server performance or monitor Kubernetes environments and payment transactions. The platform integrates with AWS services and other data sources to ensure observability and system health tracking, focusing on performance metrics through customized dashboards and alerts. Organizations employ Grafana to bolster observability and optimize infrastructure through robust data insights.

Grafana Labs

Lumigo offers comprehensive monitoring and troubleshooting capabilities for serverless applications, particularly in AWS Lambda environments. It provides real-time insights and detailed logs to help users identify performance bottlenecks and optimize application performance.

Lumigo is designed to trace issues within AWS Lambda environments, providing users with real-time insights and detailed logs. Its visualization features assist in understanding application flows and dependencies, facilitating quicker problem resolution. The platform's ease of integration with existing frameworks and robust support for debugging issues are additional advantages. Users can effectively pinpoint issues and reduce downtime due to the efficiency of Lumigo’s real-time monitoring and detailed error tracking.

What are the key features?

Seamless Integration: Easily integrates with cloud services to provide comprehensive monitoring.
Real-Time Monitoring: Offers immediate insights into serverless environments.
Detailed Error Tracking: Allows users to track errors efficiently, aiding in quick resolutions.
Intuitive Dashboard: User-friendly setup and navigation for enhanced user experience.
Application Visualization: Visualizes serverless environments to better understand application flows and dependencies.

What benefits and ROI can be expected?

Enhanced Performance: Identify performance bottlenecks and optimize application performance.
Reduced Downtime: Pinpoint issues quickly and reduce downtime with efficient monitoring tools.
Actionable Insights: Gain comprehensive insights and analytics to make informed decisions.
Improved Integration: Benefit from the easy integration with existing frameworks and cloud services.

Companies across various industries implement Lumigo to enhance their serverless application performance. It is used extensively in finance, healthcare, and technology sectors to monitor AWS Lambda environments, providing real-time monitoring, error tracking, and application visualization to ensure optimal performance and quick issue resolution.

Lumigo

Sample Customers

Microsoft, Adobe, Optum, Sky, Nvidia, Roblox, Wells Fargo, BlackRock, Informatica, Maersk, Daimler Truck, SNCF, Atlassian, DHL, SAP, JPMorgan Chase, Cisco, Citi and many others.

Information Not Available

Application Performance Monitoring (APM) and Observability