Is there a way that we can change these variable values via the Bamboo REST api?
No, but Bamboo Command Line Interface (CLI) does have the updateVariables action to update one or more variables. There are other variable actions as well including addVariables and removeVariables.
https://answers.atlassian.com/questions/35774012
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