Would it be possible to connect azure data factory directly to jira to complete import

[Mark]

Is it possible to connect azure data factory directly to jira to complete import rather then relying on CSV imports we are migrating the things from DC to cloud dis it possible? 

[Kevin Kadakas]

Hello @Mark 

Yes, this is definitely possible.

There may also already be Marketplace applications that support Azure Data Factory integrations directly, which you can search and test with a 30-day trial from Atlassian Marketplace

However, in our experience, the best long-term solution for most clients is usually either:

• ScriptRunner for Jira
• ScriptRunner Connect

Especially ScriptRunner for Jira gives you significantly more flexibility by allowing:

• Dynamic transition screens
• Advanced automations
• REST integrations
• Custom business logic
• Integration with practically anything that exposes an API

What we commonly do for clients is build a ScriptRunner-based synchronization layer that automatically syncs the data between systems, so users do not need to work with CSV exports/imports manually and the data remains continuously up to date. Such solutions are tailored to the client solving all needs ;)

Depending on the complexity of the synchronization and transformation logic, there is also a chance that the integration could be achieved with native Jira Automation (now also referred to as Flows).

From practical experience, integrations like this usually take approximately 40-80 hours of expert implementation work depending on:

• Data structure complexity
• Transformation requirements
• Authentication/security requirements
• Synchronization frequency
• Error handling and logging expectations

Hope this answers your question. If you are interested in implementing a solution like this, you can find my LinkedIn from my profile and contact me there.

If this answer answers your question, please mark it as the accepted answer so others with the same question can find it more easily.

[Arkadiusz Wroblewski]

Hello @Mark 

To help narrow down, are you looking to migrate full Jira projects including historical data like comments, attachments, and epic relationships or just create new work items in Jira Cloud?

It would also help to know if you are migrating directly from Jira Data Center (or an intermediate export), and whether this is a one-time move or a recurring synchronization.

We must understand "Use Case" to help you.

[Mark]

This is one time and we are moving the project via CSV I want to understand weather we can directly integrate jira with azure data factory or not 

[Arkadiusz Wroblewski]

@Mark 

Okay, that explaining.

Azure Data Factory (ADF) isn't a supported tool for Jira migrations; it's designed for data extraction.

While you can technically build a custom pipeline using Jira's REST APIs, you would have to manually handle complex mappings like history, attachments, and API rate limits. Additionally, the native ADF Jira connector frequently breaks due to deprecated Jira endpoints.

If a basic CSV import already meets your needs, stick with it. If you need a full migration (including history, users, and configurations), use the Jira Cloud Migration Assistant (JCMA) instead.

Alternatively, you can rely on existing apps from the Atlassian Marketplace, as mentioned above by @Kevin Kadakas