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AWS X-Ray vs Portkey comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 29, 2026

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
11
Ranking in other categories
No ranking in other categories
Portkey
Ranking in Application Performance Monitoring (APM) and Observability
51st
Average Rating
8.6
Reviews Sentiment
6.5
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

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 Portkey is 0.3%, up from 0.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
AWS X-Ray1.2%
Portkey0.3%
Other98.5%
Application Performance Monitoring (APM) and Observability
 

Featured Reviews

Allan Møller - PeerSpot reviewer
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.
Singh Aman - PeerSpot reviewer
Generative AI Engineer at Tata Consultancy
Unified ai gateway has standardized observability and routing for multiple llm applications
The most valuable features are the unified AI gateway, observability, price calculations, routing controls, and guardrails. The universal API makes it easier to switch between and compare models without rewriting large parts of the application. For the organization, Portkey was providing two endpoints, one for the US and another for Europe, which was easily manageable. Some models were supported for the US, some not, some for the EU, and some for both. Switching between providers is very easy with Portkey. The fallback and retry capabilities are also useful because production LLM applications need resilience when a provider is slow, rate-limited, or temporarily unavailable. Cost and latency tracking are valuable because LLM usage can become difficult to manage across teams, but these can be easily managed through Portkey. Observability is the best feature because at the production grid application, the focus is usually on observability, such as how the end user is using it, what the latency is, how many errors occurred within time frames, which models were used, and how many tokens were consumed. These aspects are easy to manage in Portkey. Portkey has significantly improved the organization by streamlining the AI processes being followed. Portkey improves the workflow for centralizing LLM operations instead of every application team building its own logging, routing, fallback, and cost tracking logic. Portkey provides a shared layer for these capabilities so it can be synced between all teams. It helps reduce engineering efforts when experimenting with different providers and models. It also improves visibility into production behavior because request volumes, latency, cost, errors, and model usage can be seen in one place. For teams building multiple GenAI applications, the biggest improvement is standardization. Portkey makes it easier to enforce common practices across observability, reliability, and governance.

Quotes from Members

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

Pros

"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."
"AWS X-Ray's endpoints and user monitoring are considered the most valuable features."
"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 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 shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."
"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."
"Portkey definitely provides a solid alternative solution for the agent and large model hosting platforms, and it is very helpful for us to explore the possibilities across the industry rather than staying with a few mainstream options."
"Portkey has significantly improved the organization by streamlining the AI processes being followed."
 

Cons

"AWS X-Ray should improve its implementation process to make it easier for developers."
"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."
"I do not have any notes in terms of improvements."
"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."
"Sometimes, the collector agents are confusing to configure initially."
"They can improve how traces are sent to other providers."
"A significant downside is that it is very expensive."
"One major problem I see with Portkey is that when I had not yet started any trial, it started to denote that I had exceeded the prompt limit."
"The main area for improvement is onboarding and trial experience."
 

Pricing and Cost Advice

"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."
"The solution is a bit expensive."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Computer Software Company
11%
Comms Service Provider
9%
Manufacturing Company
7%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Large Enterprise3
No data available
 

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...
What needs improvement with AWS X-Ray?
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 shou...
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...
What is your experience regarding pricing and costs for Portkey?
Portkey is requiring production to be $49, I guess that is US dollars per month for 100K logs. I would say it is manageable.
What needs improvement with Portkey?
One major problem I see with Portkey is that when I had not yet started any trial, it started to denote that I had exceeded the prompt limit. Users are usually expecting a trial stage with more tok...
What is your primary use case for Portkey?
Our team is searching for an alternative to LiteLLM, which is another monitoring management platform, and we found that Portkey is an alternative solution that we decided to try out. We want to con...
 

Comparisons

No data available
 

Overview

 

Sample Customers

COMCAST, ConnectWise, skyscanner, AirAsia, cookpad, cimpress, VTEX, zowdow
Information Not Available
Find out what your peers are saying about AWS X-Ray vs. Portkey and other solutions. Updated: June 2026.
900,838 professionals have used our research since 2012.