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GitLab [Private Offer Only] vs Upbound Crossplane comparison

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Comparison Buyer's Guide

Executive Summary

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

GitLab [Private Offer Only]
Ranking in AWS Marketplace
422nd
Average Rating
8.6
Number of Reviews
7
Ranking in other categories
No ranking in other categories
Upbound Crossplane
Ranking in AWS Marketplace
6th
Average Rating
8.4
Number of Reviews
9
Ranking in other categories
No ranking in other categories
 

Featured Reviews

Anoop K Jayan - PeerSpot reviewer
Technical Lead at Bharat Sanchar Nigam Limited
AI-driven workflows have transformed our end-to-end development and collaboration processes
The built-in CI/CD integration in GitLab [Private Offer Only] is lacking. We are still depending on other packages. If GitLab [Private Offer Only] had some CI/CD integration internally, it would be beneficial. Because for CI/CD integration now, we are currently doing it with the direct server side. I think it is not that much integrated with the current scenarios of AI, that is AI agent-based or assistant-based coding patterns. Some more improvement is required in GitLab [Private Offer Only] for CI/CD integration along with AI platforms. AI integration is basically what we need, especially on the CI/CD side of GitLab [Private Offer Only]. The code assistant, such as a cloud code assistant, is making things with GitLab [Private Offer Only], but it is conventional. They are pulling the code and sending the thing. I think they can do some more integration, seamless integration with GitLab [Private Offer Only]. AI is consuming GitLab [Private Offer Only] with the older style. If AI were fully pluggable in GitLab [Private Offer Only], it would be beneficial. I think we could get some more time reduction, especially on the testing side and the code testing side.
Diego Paradeda - PeerSpot reviewer
Senior Software Engineer at Philips
Automated infrastructure deployment has reduced our backend release time from days to hours
I found an issue with features that was difficult for me when we needed to retrieve some tags or IDs of a resource that we deployed using Upbound Crossplane, for example, the RDS. We encountered a problem where we needed to use the ID of the RDS in another document that we have, making it difficult to return this information using Upbound Crossplane deployment. I believe Upbound Crossplane could be improved by possibly having a feature that can return tags, IDs, or resources that were deployed inside AWS, such as needing to return the ID of the VPC that we create when using Upbound Crossplane. I think the current state of Upbound Crossplane is already good enough.

Quotes from Members

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

Pros

"GitLab [Private Offer Only] acts as a repository management tool where I can store all my codes, especially my source code, and it helps us to create our own pipelines, automate our jobs through CI/CD, configure our own servers, enhance security in our codes, and improve our performance."
"We have not faced any issues with GitLab [Private Offer Only]. It has been stable throughout our use."
"GitLab [Private Offer Only] is completely isolated from the internet, which allows us to have our own private repository since there is no need to share the source code."
"We reduced the four to five-month development time to four to five weeks, a maximum of one month, and we are getting that much throughput with the same employee strength."
"With GitLab [Private Offer Only], I think you can save on time to market because it is a good tool to handle different branch strategies and manage pipelines."
"The top feature that makes me use GitHub and GitLab [Private Offer Only] is that we can have CI/CD integrated, we can also maintain versions and get pull requests, and these things are also very easy to implement, which is why we use it."
"The best advantage of GitLab from my experience is that the community is very big, so you can find everything easily."
"Upbound Crossplane impacts my organization positively because, from our perspective, we need to rely on fewer resources."
"We went from having a 28-member troubleshooting team down to four to five members of the platform engineering team."
"Before choosing Upbound Crossplane, I evaluated various options, but I only found Upbound Crossplane to be the best choice."
"Upbound Crossplane has positively impacted our organization by reducing the pipeline time, saving time, and decreasing cost spending."
"The best features Upbound Crossplane offers are infrastructure as Kubernetes APIs and self-service infrastructure, where developers can provision resources without cloud credentials, and its strong multi-cloud support that makes it useful in managing AWS, Azure, and GCP from a single control plane with valuable GitOps integration."
"Upbound Crossplane has positively impacted our organization by allowing us to reduce our deployment time from three days to three hours for the entire back-end and entire infrastructure."
"When I provisioned PostgreSQL and S3 buckets through Crossplane, I noticed improvements in deployment speed, reliability, and team collaboration."
"Upbound Crossplane has impacted our organization positively as it has been a transformative experience because the main thing about transformation is how we were able to make our lives easier as engineers."
 

Cons

"There are disadvantages in GitLab [Private Offer Only]; we sometimes find challenges with lengthy CI/CD pipeline processes and the missing integration of AI, which, if implemented, could considerably speed up the deployment process."
"I would appreciate the benefits of the analytics features, but they are not available in our account or subscription plan."
"The built-in CI/CD integration in GitLab [Private Offer Only] is lacking. We are still depending on other packages."
"Unexpected delays happen often, although it has never failed us."
"Upbound Crossplane was not stable in my experience."
"One area where Upbound Crossplane can be improved is with API rate limiting."
"Regarding Upbound Crossplane, I see room for enhancement in synchronizing the state file of Crossplane with Terraform, as 90% of organizations have generally implemented Terraform and have their own specific, environment-specific Terraform state files."
"Regarding Upbound Crossplane's capabilities, I feel the governance and security is something which is lacking."
"The documentation needs to be updated regarding the needed improvements for Upbound Crossplane. There is very little documentation online, and there are no tutorials for Upbound Crossplane."
"Upbound Crossplane can be improved if they can add more AI agentic workflows."
"However, one area of improvement is the learning curve, as Upbound Crossplane concepts such as providers, compositions, and claims can be difficult for beginners."
"This was the only thing that we took as a disadvantage at the time of implementing, since we did not have any way to see what the Upbound Crossplane composition or what the Upbound Crossplane resource will do to the actual infrastructure."
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Top Industries

By visitors reading reviews
No data available
Construction Company
26%
Outsourcing Company
11%
Manufacturing Company
11%
Comms Service Provider
11%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Large Enterprise6
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise3
Large Enterprise4
 

Questions from the Community

What is your experience regarding pricing and costs for GitLab [Private Offer Only]?
I do not go into the details of GitLab [Private Offer Only]'s pricing because my PM takes care of it as part of project procurement, billing, and all, so it is not in my hands. However, with the te...
What needs improvement with GitLab [Private Offer Only]?
I have not explored that far with GitLab [Private Offer Only] because you mentioned project management. I have not used GitLab [Private Offer Only] or GitHub for project management. I think if you ...
What is your primary use case for GitLab [Private Offer Only]?
I am involved in automation testing. We have utilized GitLab [Private Offer Only]'s continuous integration feature because our automation code is in the CI/CD pipeline. We have implemented it via G...
What is your experience regarding pricing and costs for Upbound Crossplane?
I find the pricing, setup cost, and licensing of Upbound Crossplane very suitable for research and development.
What needs improvement with Upbound Crossplane?
One thing I have noticed about improving Upbound Crossplane is that, in Terraform, we can do a validation stage where people can say Terraform plan and see what changes it will do. It would be bett...
What is your primary use case for Upbound Crossplane?
Our main use case for Upbound Crossplane is that we are using Kubernetes as our main platform, and we have multiple clients who will be using this Kubernetes platform for deploying their container ...
 

Overview

Find out what your peers are saying about GitLab [Private Offer Only] vs. Upbound Crossplane and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.