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 #22 with an average rating of 7.4, while Splunk is ranked #5 with an average rating of 8.2. Amazon Web Services (AWS) holds a 1.0% mindshare in APM, compared to Splunk’s 2.5% 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

4,978 Views
4,779 Comparison Views

90% willing to recommend

Splunk Observability Cloud

Read 89 Splunk Observability Cloud reviews

21,908 Views
11,173 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: August 2026).

Buyer's Guide

AWS X-Ray vs. Splunk Observability Cloud

August 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

22nd

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

5th

Average Rating

8.2

Reviews Sentiment

6.8

Number of Reviews

Ranking in other categories

Network Monitoring Software (7th), IT Infrastructure Monitoring (4th), Cloud Monitoring Software (4th), Container Management (5th), Digital Experience Monitoring (DEM) (3rd)

Mindshare comparison

As of August 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 1.0%, down from 3.2% compared to the previous year. The mindshare of Splunk Observability Cloud is 2.5%, up from 2.0% 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	2.5%
AWS X-Ray	1.0%
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 shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."

"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."

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

"It is a very scalable solution."

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

"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."

"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 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."

More AWS X-Ray pros

"The best feature of this product is the latency and processing of all the telemetry that is being received, which gives full visibility at the right time."

"Splunk Observability Cloud is effective for detecting anomalies and preventing system outages."

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

"What I appreciate most about Splunk Observability Cloud is the correlation feature, specifically the ease of correlating logs and issues to those traces to see where within the path of the business function is failing."

"The most valuable feature is log reporting."

"Splunk APM has helped us to standardize logging and monitoring procedures."

"The most valuable feature is the ability to customize dashboards based on my queries or any other customization I may need."

"Splunk Observability Cloud has helped me reduce my mean time to detect, and we have worked on around 80 applications last year for one particular client, and since the MTTR has improved drastically, they have given us 245 applications, which is around 150 applications added to the previous number of applications, which is definitely a performance improvement."

More Splunk Observability Cloud pros

Cons

"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."

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

"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."

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

"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."

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

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

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

More AWS X-Ray cons

"Splunk Infrastructure Monitoring's data analytics can be improved by including suggestions for various types of continuous monitoring."

"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 process terms. These categories of dashboards would be very helpful for customers."

"The cost needs to be re-examined. It's extremely expensive to run. It's also expensive to expand. That's the number one complaint all of my customers have when it comes to Splunk. It's way too expensive compared to other solutions."

"The cardinality is pretty low."

"The clustering part of indexes can be more refined."

"Particularly what we're having is disconnection from the cloud console, where we will be working in it and receive a message saying that we've been disconnected and have to wait for it to come up."

"One thing I recently ran into was that the logs on the server most often get Gzipped after they have been rotated. We found that we were not monitoring some of the things, so we had to go back and pull them in. Right now, it pulls one at a time, untars it, or unzips it, so I cannot look at the entire history. There can be an improvement in that area."

"Price is always one of the factors; it's a little costlier when compared."

More Splunk Observability Cloud cons

Pricing and Cost Advice

"The solution is a bit expensive."

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

"I am not in that circle, but we are currently licensing based on our queries. That is working out for us. Previously, it was by volume of data, and now, we can store as much data as we want."

"It is 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."

"Splunk APM is expensive."

"Splunk Observability Cloud is expensive."

"The product is a bit expensive considering the competition but the company may negotiate the price."

"It appears to be expensive compared to competitors."

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

More Splunk Observability Cloud pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

13%

Computer Software Company

10%

Comms Service Provider

Manufacturing Company

Financial Services Firm

11%

Manufacturing Company

Construction Company

Computer Software 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	33
Midsize Enterprise	9
Large Enterprise	56

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

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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

Sentry vs AWS X-Ray

Compared 7% of the time

Grafana vs AWS X-Ray

Compared 5% of the time

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Datadog vs Splunk Observability Cloud

Compared 3% of the time

Grafana vs Splunk Observability Cloud

Compared 3% of the time

Avantra vs Splunk Observability Cloud

Compared 2% of the time

Dynatrace vs Splunk Observability Cloud

Compared 2% of the time

PRTG Network Monitor vs Splunk Observability Cloud

Compared 2% of the time

More Splunk Observability Cloud Competitors

Product Reports

Buyer's Guide

AWS X-Ray

August 2026

Download AWS X-Ray product report

Buyer's Guide

Splunk Observability Cloud

July 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

August 2026

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