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Axway AMPLIFY Application Integration vs Dagster Labs comparison

 

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

Axway AMPLIFY Application I...
Ranking in Data Integration
56th
Average Rating
8.0
Reviews Sentiment
6.5
Number of Reviews
4
Ranking in other categories
No ranking in other categories
Dagster Labs
Ranking in Data Integration
37th
Average Rating
7.8
Reviews Sentiment
4.5
Number of Reviews
6
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2026, in the Data Integration category, the mindshare of Axway AMPLIFY Application Integration is 0.8%, up from 0.4% compared to the previous year. The mindshare of Dagster Labs is 0.0%. It is calculated based on PeerSpot user engagement data.
Data Integration Mindshare Distribution
ProductMindshare (%)
Dagster Labs0.0%
Axway AMPLIFY Application Integration0.8%
Other99.2%
Data Integration
 

Featured Reviews

GC
Principal Solution Architect at a comms service provider with 51-200 employees
The solution is robust and affordable, but it needs to improve its scalability and visibility of integrations
The initial setup is easy. It is very simple to start with. The last release from Axway provided many ways to simplify and speed up integration. The solution is deployed on the cloud and on-premises. We use Google, Amazon, and Azure as our cloud providers. The time taken for deployment is very short because the tool is robust.
AS
IT Consultant at a outsourcing company with 10,001+ employees
Automation and lineage visibility have transformed how our teams schedule and monitor ETL workflows
There are multiple products from Dagster Labs: Dagster Cloud, Dagster Labs, and sometimes it is quite confusing to choose which one for what purposes. I know there are some licensing buckets for small organizations, medium organizations, and bigger organizations, so the modeling and the cost estimation part could be more intuitive, making it easier for beginners to understand how much time and money they would save by onboarding Dagster Labs in their project. I deducted two points because I faced some challenges working with the Git repository integration with Dagster Labs due to some security keys or some weird issue. I had to get in a call with Dagster Labs subject matter expert, and we really struggled for two to three weeks because we could not establish the secure connection through that.

Quotes from Members

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

Pros

"The most valuable feature is that API Gateway is extremely flexible for any feature, such as connecting to Active Directory to pull the users and their authentication information. There are three ways to connect to Active Directory, and the reason for this is that the computing environments of our customers are very different. Every feature in API Gateway has got multiple methodologies for accomplishing those tasks, which is important because customers are constantly changing their security models, IT models, networks, etc. API Gateway is very flexible. It is not a one size fits all sort of situation where it is very rigid, and you can only use these pull-down menus, and that's all it ever does. It is much more open than that. It can give you fabulous reports on your users, usage, security issues, and the data sets that are going through there. You'll suddenly have visibility on the movement of data within or between your organization and other organizations. The other thing is that you're connecting API to API, which is machine to machine. The things that were done manually in an Excel spreadsheet before exchanging data through email are now done machine to machine and server to server. It speeds up the velocity of your business."
"Axway AMPLIFY Application Integration is quite a stable solution."
"Axway AMPLIFY Application Integration is very easy to use."
"The product is robust."
"The most valuable feature is that API Gateway is extremely flexible for any feature, such as connecting to Active Directory to pull the users and their authentication information."
"Dagster Labs has impacted my organization positively by enabling faster project delivery since it has reduced a lot of manual efforts, especially the manual scheduling part."
"Since automating with Dagster Labs, I save around 90% of manual effort."
"Dagster Labs has positively impacted my organization because whenever there is a change in the data, it becomes easy for me to schedule the job, run the changes, and make changes to be imported to the slowly changing dimension tables."
"Dagster Labs has positively impacted our organization by making it much easier to create data pipelines, helping us create new use cases, and allowing us to transform all of the data we have into features, which Dagster Labs has greatly assisted with."
"Dagster Labs has provided a good sense of the data pipeline I have been using, and I have started to trust it even more because I have full confidence in whether it has been updated correctly and if it has failed."
"As a product, it is one of the best I have had the pleasure to work with."
 

Cons

"Because it is so flexible, you really need someone who knows Axway Gateway or has been through the training and is certified. Just because you know APIs doesn't mean you're going to walk into that API Gateway and understand what to click on. If you're going to get something done quickly, you need to find an engineer from a company who has some experience with it. It is easy to learn, but if you're doing on-the-job training, it is going to take you longer to get your project accomplished."
"The product must improve its visibility and scalability."
"Because it is so flexible, you really need someone who knows Axway Gateway or has been through the training and is certified."
"The problem is the registry to configure the systems, and it's not really scalable for companies with offices worldwide."
"The most important point to improve is the capability to deploy in large enterprises."
"I deducted two points because I faced some challenges working with the Git repository integration with Dagster Labs due to some security keys or some weird issue."
"One major issue I see with Dagster Labs is with retrying the pipeline; of course, there is a retry of the pipeline available in case it fails, but it starts from the beginning at the first step."
"There are many ways Dagster Labs can be improved. I believe the UI is very slow and it prevents loading state."
"Dagster Labs is currently providing a Dagster University course, but those offerings are somewhat high-level."
"Additionally, the billing for Dagster Labs Cloud Plus is somewhat restrictive regarding the number of seats, which often pushes users towards the enterprise plan."
 

Pricing and Cost Advice

"API Gateway is priced on the number of transactions you run through it. API Gateway is free, and you can install as many API Gateways as you like or are necessary for your network. For example, if all of the data is inside your network or firewall, you may just need one API Gateway. If you have external customers trying to come into your organization through your firewall, you're going to need one API Gateway outside the firewall and one inside the firewall. If you have a lot of remote offices, you may want to put API Gateway in some of those offices as well. They only charge you for your usage of it. In other words, the number of transactions going through it. That's a good benefit."
"The product is not expensive."
"Users need to pay an annual licensing fee for the solution."
Information not available
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Top Industries

By visitors reading reviews
Manufacturing Company
12%
Construction Company
12%
Outsourcing Company
9%
Financial Services Firm
9%
Construction Company
28%
Outsourcing Company
9%
Comms Service Provider
9%
Financial Services Firm
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business1
Midsize Enterprise1
Large Enterprise5
 

Questions from the Community

Ask a question
Earn 20 points
What needs improvement with Dagster Labs?
Dagster Labs is currently providing a Dagster University course, but those offerings are somewhat high-level. When a user comes in and tries to learn Dagster Labs, there need to be different kinds ...
What is your primary use case for Dagster Labs?
The main use case for using Dagster Labs is to utilize ETL processes such as extract, transform, and load because we already have raw data, and we perform all the necessary transformations, includi...
What advice do you have for others considering Dagster Labs?
I would advise others looking into using Dagster Labs to utilize all of the features provided by Dagster Labs, as it has many great offerings. I would rate this product a seven out of ten.
 

Also Known As

Integrator, Axway Integrator, AMPLIFY Application Integration
No data available
 

Overview

 

Sample Customers

BHF-BANK, BNP Paribas, Continental Corporation Automotive Group, Clearstream MFT, Federal Office of Information Technology, Systems and Telecommunication (FOITT), DHL, Union Nationale de Mutualit_s Socialistes, ZF Group, La Poste, Gassco, IdenTrust, Perugia Hospital, International Post Corporation, Bundesagentur fªr Arbeit (BA), IHC Health Solutions, Lenovo, Genzyme
Information Not Available
Find out what your peers are saying about Axway AMPLIFY Application Integration vs. Dagster Labs and other solutions. Updated: August 2026.
909,725 professionals have used our research since 2012.