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 #19 with an average rating of 7.4, while Splunk is ranked #6 with an average rating of 8.3. Amazon Web Services (AWS) holds a 1.2% 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

4,891 Views
4,695 Comparison Views

90% willing to recommend

Splunk Observability Cloud

Read 88 Splunk Observability Cloud reviews

16,217 Views
8,109 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: June 2026).

Buyer's Guide

AWS X-Ray vs. Splunk Observability Cloud

June 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

19th

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

6th

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 (5th), Container Management (6th), Digital Experience Monitoring (DEM) (3rd)

Mindshare comparison

As of June 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 1.2%, down from 3.3% compared to the previous year. The mindshare of Splunk Observability Cloud is 2.3%, up from 1.8% 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	1.2%
Other	96.5%

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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Purnambica Kolavennu

Project Manager at AGRICULTURE SKILL COUNCIL OF INDIA (ASCI)

Unified observability has improved real-time governance and now drives data-led decisions

Log Observer Connect is embedded here, but we are facing some delays in centralized log collection and analysis, which can be further fastened. We are collecting all the data metrics and decision-making insights, but all these data-driven decisions coming from different applications are not connected somewhere. A consolidated form or correlation of these insights is not happening between each other due to which we feel we are missing something significant. Some generalized feedback includes that predictive alerts or alarms which can be integrated with AI-driven alarms and alerting features should be established so that there is AI-driven intelligence and anomaly detection happening with a complete systematic process in service delivery. Application dependencies are huge, and business and operational dashboards should be improved. Right now there are very interactive custom dashboards, and every now and then, the personalization of enhancements keeps happening. KPI monitoring, executive reporting, and analytics have definitely been introduced to a great extent. There are few things in cloud-native monitoring, such as integration with AWS and Azure, where we sometimes do face lags. Those things can definitely be improved upon. I have used Datadog and Dynatrace before using Splunk Observability Cloud. Datadog was definitely recommended by most of our peers because of its very strong comprehensive observability and very strong and unique dashboard systems. Dynatrace was also very good because they have offered a lot of AI-driven analysis methods and processes, which was helping our organization a lot. Since our organization has a very strong IT ecosystem for agriculture, very different kinds of customized things are required.

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

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

"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 error analysis capabilities of X-Ray are really good."

"AWS X-RAY identifies bottlenecks in terms of stability and performance and how long certain data lives in terms of response time and duration."

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

"AWS X-Ray is a strong solution and has a smooth integration process."

"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 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

"The feature of Splunk Observability Cloud that I prefer most is the easy deployment on the cloud."

"I manage six tools, but Splunk Observability Cloud is one of my favorites, and I aspire to build my career specializing in it because it has great features, more attention in the market, and is a relatively new tool with promising growth."

"The feature I find most valuable, is the data integration."

"Splunk Infrastructure Monitoring provided our customers with visibility into their overall infrastructure."

"Splunk's GUI and dashboard capacity are the most valuable features of Splunk Infrastructure Monitoring."

"The company has many systems that the customer is paying to access. Splunk APM issued via AppDynamics helps find problems in the feed. It reduces the risk of supervising all the devices. I can supervise the flow and simulate the conditions of the repository across several dashboards to show what's happening at the moment."

"Previously, we faced a systematic performance lag of around twenty to thirty percent, which has now reduced to just two to five percent—an improvement we can credibly showcase to our clientele."

"Once configured correctly, the analysis reporting the Splunk APM provides is better than that of the other APM tools."

More Splunk Observability Cloud pros

Cons

"They can improve how traces are sent to other providers."

"If you have a small team, it's probably overkill."

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

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

"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."

"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."

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

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

More AWS X-Ray cons

"Splunk Observability Cloud has not yet completely improved our operational performance for our company's resilience as we are just starting out, however, it will help us ultimately to reduce incident time."

"The dashboards are used mainly to visualize information about the infrastructure, but it isn't easy to construct or use the dashboards. While we tried to resolve the issue by calling support, it would be easier if they had an AI co-pilot to identify the problem and help you solve it."

"We never had any issues when it comes to the type of use cases we are using it for. We did not need more advancement on it, but I know that, in general, everything can be updated. There are tiny little tweaks that can be made regardless of whether it looks better or has a different flow to it than it does right now, but it works pretty well for what we use it for."

"It is essential for the monitoring tool to deliver quick response times when generating analytical reports, instead of prolonged delays."

"The implementation can be more user-friendly."

"I would say that it is quite helpful, but for different kinds of applications, it could be improved because sometimes it might provide a cloud judgment of the root cause analysis."

"Splunk APM's performance could be improved - at the moment, it's very slow and takes forever to give me what I want."

"It would be useful if they provided some help pages. If you don't know too much about the tool, there should be more documentation readily available. It would be useful if they had a help button embedded in the solution so you could ask questions and get answers."

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 offers a 14-day free trial and after that, we have to pay but the cost is reasonable."

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

"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."

"The pricing is based on several factors, including the scale of deployment."

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

"The solution's pricing is costly."

"The pricing is reasonable."

"It is expensive."

More Splunk Observability Cloud pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

15%

Computer Software Company

11%

Comms Service Provider

Manufacturing Company

Financial Services Firm

13%

Manufacturing Company

Computer Software Company

Construction Company

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	32
Midsize Enterprise	8
Large Enterprise	55

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 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

What advice do you have for others considering SignalFx?

We're a customer and end-user. Currently, in France, we cannot use the artificial intelligence option. While this option is enabled for the United States and many countries, it's not yet available ...

See all answers

Comparisons

Datadog vs AWS X-Ray

Compared 8% of the time

Sentry vs AWS X-Ray

Compared 8% 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 7% 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

Datadog vs Splunk Observability Cloud

Compared 3% of the time

Kentik vs Splunk Observability Cloud

Compared 2% of the time

Grafana vs Splunk Observability Cloud

Compared 2% of the time

VMware Aria Operations for Applications vs Splunk Observability Cloud

Compared 2% of the time

More Splunk Observability Cloud Competitors

Product Reports

Buyer's Guide

AWS X-Ray

June 2026

Download AWS X-Ray product report

Buyer's Guide

Splunk Observability Cloud

May 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

June 2026

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