AWS X-Ray vs Splunk Observability Cloud comparison

Amazon Web Services (AWS) and Splunk are both solutions in the Application Performance Monitoring (APM) and Observability category. Amazon Web Services (AWS) is ranked #18 with an average rating of 7.4, while Splunk is ranked #7 with an average rating of 8.3. Amazon Web Services (AWS) holds a 1.3% mindshare in APM, compared to Splunk’s 2.3% mindshare. Additionally, 90% of Amazon Web Services (AWS) users are willing to recommend the solution, compared to 95% of Splunk users who would recommend it.

AWS X-Ray

Read 11 AWS X-Ray reviews

4,768 Views
4,577 Comparison Views

90% willing to recommend

Splunk Observability Cloud

Read 86 Splunk Observability Cloud reviews

14,270 Views
7,135 Comparison Views

95% willing to recommend

AWS X-Ray

Splunk Observability Cloud

Comparison Buyer's Guide

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Executive SummaryUpdated on Mar 29, 2026

Splunk Observability Cloud and AWS X-Ray compete in the observability and monitoring category. Splunk Observability Cloud seems to have the upper hand due to its broader integration capabilities and advanced data visualization features.

Features: Splunk Observability Cloud offers real-time monitoring, scalability, and customizable dashboards that integrate with tools like ServiceNow. It allows comprehensive data visualization and fast deployment. AWS X-Ray provides error reporting and tracing with an effective service map, highly useful for service performance and latency tracking within AWS environments.

Room for Improvement: Splunk Observability Cloud could improve by enhancing pricing transparency, log management, and navigation. Users also call for smarter alerting systems. AWS X-Ray needs a more intuitive user interface, expanded support for AWS services, and better customization options for tracing and log filtering.

Ease of Deployment and Customer Service: Splunk Observability Cloud supports both on-premises and cloud environments with robust support and high customer satisfaction. It excels in incident response and data monitoring. AWS X-Ray, designed for cloud environments, integrates easily with AWS services but lacks the broader support functionalities found in Splunk.

Pricing and ROI: Splunk Observability Cloud is seen as expensive long-term due to licensing tied to data volume, though many report significant ROI through increased efficiency and reduced downtime. AWS X-Ray offers scalable, cost-effective pricing for growing businesses. When integrated deeply into AWS, it provides substantial returns, although some users prefer open-source alternatives.

To learn more, read our detailed AWS X-Ray vs. Splunk Observability Cloud Report (Updated: April 2026).

Buyer's Guide

AWS X-Ray vs. Splunk Observability Cloud

April 2026

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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

AWS X-Ray

Ranking in Application Performance Monitoring (APM) and Observability

18th

Average Rating

7.8

Reviews Sentiment

6.6

Number of Reviews

Ranking in other categories

No ranking in other categories

Splunk Observability Cloud

Ranking in Application Performance Monitoring (APM) and Observability

7th

Average Rating

8.2

Reviews Sentiment

6.8

Number of Reviews

Ranking in other categories

Network Monitoring Software (7th), IT Infrastructure Monitoring (7th), Cloud Monitoring Software (6th), Container Management (5th), Digital Experience Monitoring (DEM) (2nd)

Mindshare comparison

As of May 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 1.3%, down from 3.4% compared to the previous year. The mindshare of Splunk Observability Cloud is 2.3%, up from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Application Performance Monitoring (APM) and Observability Mindshare Distribution
Product	Mindshare (%)
Splunk Observability Cloud	2.3%
AWS X-Ray	1.3%
Other	96.4%

Application Performance Monitoring (APM) and Observability

Featured Reviews

Allan Møller

Consult Manager at Conscia

Provides quick insights into service interactions and identifies bottlenecks effortlessly

The challenges we faced with AWS X-Ray were that some of the AWS services we were using did not support it, which we discovered at a later stage. This was potentially a design consideration we should have known about, requiring us to redeploy some services in another SKU version to get it functioning. This is the only challenge, as AWS X-Ray is relatively new. It is important to consider that not all AWS services support it out of the box. My recommendation for AWS X-Ray would be broader support. We have been working in a relatively small area of AWS, using approximately six or seven services, so I have not explored all other available services. In general, the more services it supports, the better it would be. AWS X-Ray should be able to support more services for improved functionality.

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Taiwo Ige

IT Operations Engineer at ABC Supply Co. Inc.

Alerting improves incident response across teams and enables faster awareness before customer impact

Splunk Observability Cloud could be improved in terms of integrations with more technical add-ons, such as Zoom. Although they have one with Zoom, it's not available in the cloud, so having that feature would be beneficial. Essentially, Splunk should continue expanding to create easier ways to ingest logs from different products. The out-of-the-box customizable dashboards in Splunk Observability Cloud are very effective in showcasing IT performance to business leaders. However, there are aspects that could be improved, such as linking dashboards to one another. While IT leaders may not drill down, it's crucial to create levels of dashboards for technical users to find root causes, making it effective for stakeholders.

Read full review

Quotes from Members

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

Pros

"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 beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."

"AWS X-Ray's endpoints and user monitoring are considered the most valuable features."

"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 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."

"The best feature of AWS X-Ray is the ability to correlate data out of the box, ensuring that if one service calls another service, it will provide a full flow of what has happened without needing to build or develop anything around it."

"I would give AWS X-Ray a nine out of ten overall."

"AWS X-Ray shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."

More AWS X-Ray pros

"This solution is very quick to deploy as it is a SaaS solution and integrates with tools like ServiceNow."

"The ability to create custom dashboards is one of the best features and that's typically why most people deploy Splunk."

"I have seen a return on investment with Splunk Observability Cloud, with current metrics showing over 75% efficiency, and it has really helped our workflow, saved time, reduced costs, and also saved employees' time."

"Great monitoring of network devices."

"The out-of-the-box customizable dashboards provided by Splunk Observability Cloud are effective in showcasing IT performance to business leaders."

"I recommend Splunk Observability Cloud to other organizations because we are currently saving our engineers time by 20 to 30 percent, and for infrastructure alerting, we can use it to ensure that servers will not go down."

"It is a good tool. It allows you to set alerts for application and infrastructure monitoring, and it allows you to create dashboards."

"Customer service and technical support respond very quickly."

More Splunk Observability Cloud pros

Cons

"I do not have any notes in terms of improvements."

"A significant downside is that it is very expensive."

"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."

"Sometimes, the collector agents are confusing to configure initially."

"It should have X-Ray SDKs for different languages like Node.js, Python, or Java."

"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."

"AWS X-Ray should improve its implementation process to make it easier for developers."

"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."

More AWS X-Ray cons

"Primarily, the logs in Splunk APM can be challenging to navigate and comprehend, making it difficult to understand the details within each log. Compared to other tools like LogDNA, which are more intuitive in this aspect, the logs in Splunk APM can require more effort to understand."

"We were facing some challenges with the stability of Splunk Observability Cloud regarding the login page. It was not working several times and was not accepting SSO authentication."

"The UI enhancements could be a way to improve the solution in the future."

"They do not have all the features that I expect right now."

"In the next release, I would like to see more integration with other solutions."

"The price of this solution is very high and can be improved."

"Overall, I would rate Splunk Observability Cloud a three out of ten."

"The cost needs to be re-examined. It's extremely expensive to run."

More Splunk Observability Cloud cons

Pricing and Cost Advice

"The pricing for AWS X-Ray is a six out of ten."

"As you develop a relationship with Amazon, your pricing gets lower. You get credits for the amount of the system you use, and then if you're the government, you can get government pricing. For commercial users, there's a hump when you go from small to medium to big enterprise. Small businesses can live pretty easily off the free tier in a lot of cases, but when you go from a medium to a big enterprise, it becomes more expensive on a per-user basis. I'd like to see that curve going in a different way where pricing can be driven down while people are trying to adopt the technology."

"The solution is a bit expensive."

"Splunk's infrastructure monitoring costs can be high because our billing is based on data volume measured in terabytes, rather than the number of devices being monitored."

"Licensing cost is the biggest argument I get from those divesting from Splunk. There are those within our organization who say we are going to go to other tools since Splunk is too expensive."

"The solution's pricing is costly."

"The price of Splunk APM is less than some of its competitors."

"I would rate the price of Splunk Infrastructure Monitoring as an eight out of ten, with ten being the most expensive."

"The solution's pricing is competitive. I rate the solution's pricing a seven out of ten. The price of the solution could be cheaper."

"Splunk Infrastructure Monitoring is an expensive solution."

"Splunk has been fairly expensive, but it has been predictable."

More Splunk Observability Cloud pricing and cost advice

See which vendors are best for you

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Top Industries

By visitors reading reviews

Financial Services Firm

15%

Computer Software Company

12%

Comms Service Provider

Manufacturing Company

Financial Services Firm

13%

Manufacturing Company

Computer Software Company

Retailer

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	8
Large Enterprise	3

By reviewers
Company Size	Count
Small Business	30
Midsize Enterprise	10
Large Enterprise	53

Questions from the Community

What is your experience regarding pricing and costs for AWS X-Ray?

While I have not compared it with GCP or Azure ( /products/microsoft-azure-reviews ), AWS generally offers cost-effective services. Some services, like Athena ( /products/odyssey-software-athena-eo...

See all answers

What needs improvement with AWS X-Ray?

See all answers

What is your primary use case for AWS X-Ray?

I have been using AWS X-Ray for creating insights to our applications we have developed. It is used to correlate different services in AWS when a transaction happens, allowing us to see the flow of...

See all answers

What do you like most about SignalFx?

The most valuable feature is dashboard creation.

See all answers

What needs improvement with SignalFx?

Regarding dashboard customization, while Splunk has many dashboard building options, customers sometimes need to create specific dashboards, particularly for applicative metrics such as Java and pr...

See all answers

What is your primary use case for SignalFx?

The solution involves observability in general, such as Application Performance Monitoring, and generally addresses digital applications, web applications, sites, and mobile applications. I worked ...

See all answers

Comparisons

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Compared 9% of the time

Datadog vs AWS X-Ray

Compared 9% of the time

Google Cloud's operations suite (formerly Stackdriver) vs AWS X-Ray

Compared 8% of the time

New Relic vs AWS X-Ray

Compared 6% of the time

Dynatrace vs AWS X-Ray

Compared 6% of the time

More AWS X-Ray Competitors

Avantra vs Splunk Observability Cloud

Compared 3% of the time

Kentik vs Splunk Observability Cloud

Compared 2% of the time

Datadog vs Splunk Observability Cloud

Compared 2% of the time

VMware Aria Operations for Applications vs Splunk Observability Cloud

Compared 2% of the time

Grafana vs Splunk Observability Cloud

Compared 2% of the time

More Splunk Observability Cloud Competitors

Product Reports

Buyer's Guide

AWS X-Ray

May 2026

Download AWS X-Ray product report

Buyer's Guide

Splunk Observability Cloud

April 2026

Download Splunk Observability Cloud product report

Also Known As

No data available

Splunk Infrastructure Monitoring, Splunk Real User Monitoring (RUM), Splunk Synthetic Monitoring

Overview

AWS X-Ray offers comprehensive visibility into service flow, aiding in error tracking and regulatory compliance. It enhances performance tuning and real-time tracing, allowing users to effectively analyze, debug, and monitor microservices environments.

AWS X-Ray is leveraged to correlate data effortlessly and analyze logs, providing insightful service flow visibility. It aids in debugging and meeting compliance standards. Users rely on it for identifying bottlenecks, real-time issue tracing, and monitoring latency and endpoints via performance dashboards. While integration is smooth, enhancements in navigation and broader AWS service support are needed. Improving log filtering, KPI visualization, and integration with external APIs would benefit deployments. Costs and configuration complexities also present areas for improvement.

What are the key features of AWS X-Ray?

Error Tracking: Correlating data automatically for streamlined error identification.
Service Flow Visibility: Comprehensive insights into service interactions and performance.
Performance Tuning: Identifying bottlenecks and optimizing application performance.
Real-Time Tracing: Effective tracing of requests and issues in real-time.
Latency Checks: Monitoring latency across services to ensure prompt response times.

What benefits should users look for in AWS X-Ray?

Efficient Debugging: Streamlined debugging leading to faster issue resolution.
Compliance Support: Assistance in achieving regulatory and security compliance standards.
Insightful Metrics: Access to trace metrics for detailed analysis and decision-making.
Performance Monitoring: Comprehensive monitoring capabilities for system performance.
Cost Management: Analysis of costs associated with tracing and monitoring.

Organizations in microservices environments use AWS X-Ray to gain insight into system behavior by tracing HTTP requests, monitoring performance, and identifying vulnerabilities. It is integrated with other AWS tools to enhance performance monitoring and code execution analysis, ensuring efficient detection of errors and improvement opportunities.

Amazon Web Services (AWS)

Splunk Observability Cloud offers sophisticated log searching, data integration, and customizable dashboards. With rapid deployment and ease of use, this cloud service enhances monitoring capabilities across IT infrastructures for comprehensive end-to-end visibility.

Focused on enhancing performance management and security, Splunk Observability Cloud supports environments through its data visualization and analysis tools. Users appreciate its robust application performance monitoring and troubleshooting insights. However, improvements in integrations, interface customization, scalability, and automation are needed. Users find value in its capabilities for infrastructure and network monitoring, as well as log analytics, albeit cost considerations and better documentation are desired. Enhancements in real-time monitoring and network protection are also noted as areas for development.

What are the key features?

Log Searching: Efficiently search and analyze logs from various sources.
Data Integration: Seamlessly integrate with multiple environments.
Dashboard Customization: Tailor dashboards to specific monitoring needs.
Monitoring Capabilities: Provides comprehensive insights into application performance.
Security Features: Analyze and address security threats across systems.
Visualization Tools: Enhance data analysis and system performance optimization.

Why consider this for ROI?

Comprehensive Visibility: Gain complete insights into IT infrastructure.
Performance Optimization: Improve overall system performance and efficiency.
Rapid Deployment: Quick setup to meet organization demands swiftly.
Enhanced Security: Strengthen security measures through detailed analytics.

In industries, Splunk Observability Cloud is implemented for security management by analyzing logs from detection systems, offering real-time alerts and troubleshooting for cloud-native applications. It is leveraged for machine data analysis, improving infrastructure visibility and supporting network and application performance management efforts.

Splunk

Sample Customers

COMCAST, ConnectWise, skyscanner, AirAsia, cookpad, cimpress, VTEX, zowdow

Sunrun, Yelp, Onshape, Tapjoy, Symphony Commerce, Chairish, Clever, Grovo, Bazaar Voice, Zenefits, Avalara

Buyer's Guide

AWS X-Ray vs. Splunk Observability Cloud

April 2026

Free Report: AWS X-Ray vs. Splunk Observability Cloud

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