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Is it possible to set up Bamboo to run in Azure? I want to have our build pipeline there along with our other infrastructure but I can find any documentation anywhere about how to configure Bamboo there, either on a VM or otherwise.
If the platform meets the requirement, running Bamboo shouldn't be an issue. Setting up a Bamboo instance just needs JDK and a supported database. You may just follow the usual installation documentation to install in Azure VM.
If you are looking to deploy your plans to Azure, there is a feature request for that here: [BAM-13047] Deploy to Windows Azure. Please add your vote and comments there to increase its popularity so it is more likely to be implemented sooner.
Hope that helps.