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@ZHENGCH I just put together a blog post showing how to use the alteryx admin api. My use case was downloading all the workflows from the gallery. You can have a look and see if it fits your needs. I included an app where you would just have to put a few of your specific items like server url, key and secret.
@ZHENGCH the admin api was first added in 11.3. I don't believe it's available in previous versions. The regular api is available in previous versions, but that would only allow you to download workflows from your private studio (not everybody's).