Airbyte Cloud vs BMC AMI DevX comparison

Why PeerSpot?

Airbyte and BMC are both solutions in the Cloud Data Integration category. Additionally, 100% of Airbyte users are willing to recommend the solution, compared to 93% of BMC users who would recommend it.

Airbyte Cloud

Read 10 Airbyte Cloud reviews

3,393 Views
543 Comparison Views

100% willing to recommend

BMC AMI DevX

Read 25 BMC AMI DevX reviews

9,203 Views
1,288 Comparison Views

93% willing to recommend

Airbyte Cloud

BMC AMI DevX

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Executive Summary

We performed a comparison between Airbyte Cloud and BMC AMI DevX based on real PeerSpot user reviews.

Find out what your peers are saying about Amazon Web Services (AWS), Informatica, Palantir and others in Cloud Data Integration.

To learn more, read our detailed Cloud Data Integration Report (Updated: September 2026).

Buyer's Guide

Cloud Data Integration

September 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:

ROI

Sentiment score

4.4

Airbyte Cloud boosts productivity, reducing data prep time and costs by up to 70%, eliminating dedicated data engineers.

Sentiment score

4.6

BMC AMI DevX boosts efficiency with faster build speeds, improved deployment, reduced debugging, and strong ROI based on studies.

We also avoid hiring a dedicated data engineer for pipeline maintenance, which has saved us a significant salary.

Tanisha .

Product Manager Intern at a agriculture with 11-50 employees

I have observed a return on investment with 30 to 70 percent of costs saved.

ParthasarathyT

Senior Associate Infrastructure at Publicis Sapient

The main benefit was reducing engineering time spent maintaining custom ingestion pipelines and lowering operational overhead around data syncs, which indirectly contributes to efficiency.

Umarmalik Farooq

Senior Software Engineer at a tech vendor with 11-50 employees

For more quotes and insights, download the Airbyte Cloud report

Faster root cause identification helped me resolve incidents more consistently and reduced the amount of manual debugging effort.

Dara Nagendrababu

DevOps Developer at a tech vendor with 10,001+ employees

I have seen debugging time decrease by around 20 to 30% because I can trace the COBOL programs and also inspect the variables.

AkshayChaudhari

Data Specialist at TCS

For more quotes and insights, download the BMC AMI DevX report

Customer Service

Sentiment score

3.4

Airbyte Cloud customer service is professional, quick, often resolves issues internally, with users praising responsive and helpful support.

Sentiment score

7.5

BMC AMI DevX customer service is responsive and effective, though users suggest a need for more experienced techs.

Airbyte Cloud's customer support is professional and quite responsive.

ParthasarathyT

Senior Associate Infrastructure at Publicis Sapient

For more quotes and insights, download the Airbyte Cloud report

Every time I open a case, I get an immediate response.

Abulfazal Irfan

Devops Engineer / Ispw Admin at a insurance company with 201-500 employees

BMC AMI DevX's technical support responds very well and takes all cases seriously.

Jeemit Zaveri

Mainframe Modernization Co E & Transformation Lead at cmc

I think the hybrid CI/CD integration with existing enterprise DevOps tools in BMC AMI DevX is very good.

Wisdom Mbiza

Product Engineer at Absa Group

For more quotes and insights, download the BMC AMI DevX report

Scalability Issues

Sentiment score

4.1

Airbyte Cloud offers robust scalability, efficiently supporting data growth and parallel syncs, with users praising its flexible scaling capabilities.

Sentiment score

7.4

BMC AMI DevX is scalable and efficient for mainframe development, supporting thousands on AWS with minor initial issues.

We can run multiple syncs in parallel at the same time.

ParthasarathyT

Senior Associate Infrastructure at Publicis Sapient

Airbyte Cloud is highly scalable, and we can scale it up whenever required on demand.

reviewer2858046

Data Engineer at a tech vendor with 51-200 employees

Airbyte Cloud scales well as our data needs grow to a scale of ten.

Tanisha .

Product Manager Intern at a agriculture with 11-50 employees

For more quotes and insights, download the Airbyte Cloud report

From my perspective, I haven't seen BMC AMI DevX struggle in terms of workloads where it needs to be scaled up or scaled down.

Wisdom Mbiza

Product Engineer at Absa Group

It can support multiple developers for COBOL applications as they debug different problems without changing the overall development process.

Dara Nagendrababu

DevOps Developer at a tech vendor with 10,001+ employees

It has been scalable for our mainframe development and support needs, handling large COBOL programs and large workloads.

AkshayChaudhari

Data Specialist at TCS

For more quotes and insights, download the BMC AMI DevX report

Stability Issues

Sentiment score

7.7

Airbyte Cloud offers stable syncs with reliable accuracy, surpassing Fivetran, despite minor issues and occasional glitches.

Sentiment score

8.7

BMC AMI DevX is stable, handles large tasks well, with minor bugs and integration challenges, enhancing user satisfaction.

The incremental sync feature is particularly very accurate as it only moves new or changed records, which keeps our warehouse clean and our data cost-controlled.

Tanisha .

Product Manager Intern at a agriculture with 11-50 employees

Airbyte Cloud has handled our workloads well for scheduled syncs between Postgres and a few SaaS sources and Snowflake.

Umarmalik Farooq

Senior Software Engineer at a tech vendor with 11-50 employees

For more quotes and insights, download the Airbyte Cloud report

I would rate BMC AMI DevX as a stable solution that I have been using for years and find working fine.

Jeemit Zaveri

Mainframe Modernization Co E & Transformation Lead at cmc

BMC AMI DevX is very stable for a modern application processing huge workloads.

Wisdom Mbiza

Product Engineer at Absa Group

It has been reliable for COBOL debugging, code analysis, and troubleshooting production incidents.

Dara Nagendrababu

DevOps Developer at a tech vendor with 10,001+ employees

For more quotes and insights, download the BMC AMI DevX report

Room For Improvement

Airbyte Cloud requires AI improvements, better error messages, UI simplification, security enhancements, and improved connectors and reporting features.

BMC AMI DevX needs integration, user interface improvements, better debugging, and support for seamless transition from TSO to GUIs.

A more user-friendly error explanation would be beneficial.

Tanisha .

Product Manager Intern at a agriculture with 11-50 employees

Comprehensive video tutorials, demonstrations, or proper documentation would be beneficial.

ParthasarathyT

Senior Associate Infrastructure at Publicis Sapient

Error debugging depth in the UI, more granular visibility into why a sync failed, and better handling or guidance around schema changes when they happen frequently in source systems.

Umarmalik Farooq

Senior Software Engineer at a tech vendor with 11-50 employees

For more quotes and insights, download the Airbyte Cloud report

Being able to step through the COBOL program, set breakpoints, and monitor variable values gives me a much clearer picture of what is happening during execution.

Dara Nagendrababu

DevOps Developer at a tech vendor with 10,001+ employees

I have to put my cursor on the field and tap it to bring focus there, or use the tab key multiple times to get to a field on the screen.

Abulfazal Irfan

Devops Engineer / Ispw Admin at a insurance company with 201-500 employees

To improve BMC AMI DevX, consideration should be given to cloud-style provisioning and development models, as well as integration of more AI capabilities.

Jeemit Zaveri

Mainframe Modernization Co E & Transformation Lead at cmc

For more quotes and insights, download the BMC AMI DevX report

Setup Cost

Airbyte Cloud users reported significantly lower costs than competitors, with savings of 30-70% compared to Fivetran.

BMC AMI DevX offers competitive pricing for enterprises with customizable licensing and favorable agreements like Enterprise Agreements.

Its price is 30 to 70 percent lower compared to competitor tools in the market.

ParthasarathyT

Senior Associate Infrastructure at Publicis Sapient

I think the overall cost was relatively low, so I don't think we had any issues with billing or costs.

Piotr Rozwadowski

Senior Product Analyst at Argyle

For more quotes and insights, download the Airbyte Cloud report

No quotes available

For more quotes and insights, download the BMC AMI DevX report

Valuable Features

Airbyte Cloud streamlines data integration with no-code setup, extensive connectors, and automated scheduling for improved workflow and efficiency.

BMC AMI DevX enhances productivity with seamless code management, modern tools integration, and efficient cloud data handling capabilities.

Definitely the pre-built connectors have been the most valuable feature for my team, and it has made my workflow easier.

Tanisha .

Product Manager Intern at a agriculture with 11-50 employees

The best features I found most useful were the large number of pre-built connectors, the managed scheduling for syncs, and the ability to monitor sync status and failures through the UI without needing to maintain infrastructure.

Umarmalik Farooq

Senior Software Engineer at a tech vendor with 11-50 employees

The best feature that I have liked about it is the scheduling and automation features that help reduce manual effort significantly in moving data between systems.

Sharat Khuroo

Python Developer at Appice

For more quotes and insights, download the Airbyte Cloud report

The CI/CD offering allows integration of quality checks and unit test processes into the pipeline, which improves compliance and enhances productivity, enabling developers to focus on development while the pipeline automates integration.

Jeemit Zaveri

Mainframe Modernization Co E & Transformation Lead at cmc

BMC AMI DevX's tools have affected my developers' productivity and efficiency by helping with the speed.

Wisdom Mbiza

Product Engineer at Absa Group

BMC AMI DevX positively impacts my organization with its modern VS Code and Eclipse development environment, integrated debugging, AI-assisted code understanding, automated CI/CD pipelines, and end-to-end mainframe DevOps workflow.

Shivakantmishra Bcr

Full Stack Developer at imsnoida

For more quotes and insights, download the BMC AMI DevX report

Categories and Ranking

Airbyte Cloud

Average Rating

8.4

Reviews Sentiment

4.5

Number of Reviews

Ranking in other categories

Data Integration (18th), Cloud Data Integration (14th)

BMC AMI DevX

Average Rating

8.0

Reviews Sentiment

6.6

Number of Reviews

Ranking in other categories

Software Configuration Management (1st), Debugging (2nd), Database Development and Management (11th), Mainframe Application Development (1st), Test Data Management (4th), Mainframe Testing Tools (1st), Data Masking (3rd), AI Software Development (30th)

Featured Reviews

ParthasarathyT

Senior Associate Infrastructure at Publicis Sapient

Centralized data pipelines have reduced costs and now power faster analytics and reporting

The best features Airbyte Cloud offers include the centralization of data for analytics by combining data from SaaS tools, databases, and APIs into one place. It enables production models, BI reporting, and ML use cases. Airbyte Cloud has a huge connector ecosystem with over 600 connectors across SaaS tools, databases, apps, and platforms that can be integrated. Faster integration requires less engineering work. Automation and reliability are significant features, allowing me to schedule syncs daily with auto-retry, logging, and alerting capabilities. Incremental updates such as CDC for efficiency are available. Airbyte Cloud is a managed cloud solution with no infrastructure worries, as everything is managed. It is customizable, and the significant difference is that we have full control. It is also more cost-effective than competitors.Airbyte Cloud has positively impacted my organization by reducing the manpower required for managing the underlying resources of a data sync. It directly performs the job that a database engineer would do by managing a huge connector ecosystem with over 600 connectors across SaaS tools and databases, enabling faster integration. Whenever new data arrives, it automatically syncs to the destination source without requiring any engineer to manually copy or replicate the data. This approach helps our organization significantly.

Read full review

AkshayChaudhari

Data Specialist at TCS

Modern workflow has improved COBOL debugging and simplifies understanding complex legacy code

The most valuable feature is the integrated COBOL debugging and code analysis capability. Being able to step through programs, set breakpoints, and monitor variable values to understand how the program flow operates makes troubleshooting much easier and more structured. I also appreciate the modern development environment for editing COBOL, browsing datasets, and submitting JCL jobs without constantly switching between different tools. The code navigation and AI-assisted code understanding capabilities are also useful for working with unfamiliar legacy applications. The code understanding features have been useful when I need to work with unfamiliar COBOL applications. They help me explain existing code, identify the relationships and dependencies between programs and copybooks, and make it easier to understand the overall program flow. Instead of manually tracking every section of a large legacy application, I can use the AI assistance to get a quicker understanding of what the code is doing and where a change may have an impact. This reduces the time to get familiar with older code and makes maintenance and troubleshooting more straightforward and efficient.

Read full review

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Top Industries

By visitors reading reviews

Construction Company

20%

Computer Software Company

13%

Comms Service Provider

10%

Manufacturing Company

Financial Services Firm

29%

Manufacturing Company

Insurance Company

Construction Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	10
Large Enterprise	4

By reviewers
Company Size	Count
Small Business	9
Midsize Enterprise	1
Large Enterprise	24

Questions from the Community

What is your experience regarding pricing and costs for Airbyte Cloud?

My experience with pricing, setup cost, and licensing is that I did not deal with the billing side of Airbyte Cloud, but I think the overall cost was relatively low, so I don't think we had any iss...

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What needs improvement with Airbyte Cloud?

The areas for improvement could be more detailed error logs. The error logs that are coming are not very comprehensive, but they could provide more detailed error messages. Additionally, an enhance...

See all answers

What is your primary use case for Airbyte Cloud?

I use Airbyte Cloud primarily for data integration and ETL workflows between different systems and destination databases. My setup is straightforward with Airbyte Cloud, and I use it for creating n...

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What is your experience regarding pricing and costs for BMC Compuware Topaz Enterprise Data?

My understanding is that BMC AMI DevX is an enterprise product with custom licensing, so pricing is typically negotiated based on factors such as the modules purchased, organization size, and usage...

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What needs improvement with BMC AMI DevX?

BMC AMI DevX is a strong platform, but there are a few areas where it could improve, such as simplifying the initial installation and configuration, especially for first-time users. It could also i...

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What is your primary use case for BMC AMI DevX?

My main use case for BMC AMI DevX is to work with COBOL and JCL development on IBM. I mainly use it for editing, browsing data sets, submitting jobs, and debugging applications. I appreciate the Ec...

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Comparisons

Pentaho Data Integration and Analytics vs Airbyte Cloud

Compared 28% of the time

Estuary vs Airbyte Cloud

Compared 17% of the time

n8n vs Airbyte Cloud

Compared 11% of the time

Fivetran vs Airbyte Cloud

Compared 10% of the time

Qlik Talend Cloud vs Airbyte Cloud

Compared 8% of the time

More Airbyte Cloud Competitors

Endevor vs BMC AMI DevX

Compared 5% of the time

Perforce Delphix vs BMC AMI DevX

Compared 4% of the time

Broadcom Test Data Manager vs BMC AMI DevX

Compared 4% of the time

IBM InfoSphere Optim vs BMC AMI DevX

Compared 3% of the time

Mage Static Data Masking vs BMC AMI DevX

Compared 3% of the time

More BMC AMI DevX Competitors

Product Reports

Buyer's Guide

Airbyte Cloud

October 2026

Download Airbyte Cloud product report

Buyer's Guide

BMC AMI DevX

October 2026

Download BMC AMI DevX product report

Also Known As

No data available

File-AID, Data for Db2, Code Debug, Data Studio, Workbench for Eclipse, Code Pipeline

Overview

Airbyte Cloud is a modern data integration platform that facilitates seamless data movement across applications and warehouses with user-friendly features and robust connectors.

Airbyte Cloud offers an adaptable approach to data integration, designed to handle large-scale data synchronization efficiently. It supports various environments, providing reliable and fast data transfer. Users benefit from its open-source foundation, offering flexibility and innovation. Its architecture allows developers to create custom connectors, making it highly customizable to meet specific data movement needs.

What are the crucial features of Airbyte Cloud?

Open-Source Flexibility: Leverage an open-source model for customizable solutions
Pre-built Connectors: Access a wide range of connectors for seamless data integration
Custom Connector Creation: Design and implement connectors tailored to unique data flow requirements
Advanced Scheduling: Automate data transfers with scheduled synchronization
Error Monitoring: Effective tracking and error logging for uninterrupted workflows

What benefits or ROI should users expect?

Reduced Integration Costs: Optimize expenses with efficient data synchronization processes
Improved Data Accuracy: Enhance data reliability through effective integration
Scalability: Easily adapt to increasing data volumes with scalable infrastructure
Faster Deployment: Speed up implementation timelines with pre-built features

Airbyte Cloud is utilized in sectors such as e-commerce, where quick access to real-time data is essential for inventory management, and in financial services, enabling seamless transactions and accurate data analytics. Its flexibility supports environments demanding high agility, driving transformation with minimal disruptions.

Airbyte

BMC AMI DevX is a mainframe DevOps platform for IBM Z environments that helps development and platform engineering teams increase release velocity, reduce change risk, and build a sustainable mainframe developer workforce.

Whether the priority is attracting the next generation of mainframe talent, safely evolving decades of business-critical code, accelerating release velocity, or demonstrating development ROI to leadership — BMC AMI DevX is designed to address all on a single platform. Teams can connect existing tools and adopt capabilities incrementally using an open-borders integration approach.

A 2025 Forrester Total Economic Impact study found that customers using BMC AMI DevX onboarded developers 50% faster, completed code changes 33% faster, increased release frequency by 50%, and reduced change failure rate by 33%.

Key capabilities:

Modern IDE integration (VS Code, Eclipse) with a unified development environment that reduces context switching
AI-powered code analysis including dependency mapping, impact analysis, and runtime execution path visualization
Automated unit, functional, integration, and performance testing with code coverage analysis
Git-compatible CI/CD integration with event-driven webhooks and an open plug-in library
DORA metrics and DevOps KPI tracking with AI/ML anomaly detection across the mainframe SDLC

BMC

Sample Customers

Information Not Available

NRB, Iberdrola, Consorzio Servizi Bancari

Buyer's Guide

Cloud Data Integration

September 2026

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