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Azure ML Web Service - An existing connection was forcibly closed by the remote host

I have some Azure ML Web services (Machine Learning Studio (classic) workspace) that have just stopped responding. I haven't changed anything on my end. The error suggests I might have ran out of credit or something but the service scales automatically. This is a business-critical service that has just stopped responding...

I've tried redeploying the services but I still get the same error. I also tried 'Deploy Service [New] Preview' but I get another error:
"Web Service deployment failed. This account does not have sufficient access to the Azure subscription that contains the Workspace. In order to deploy a Web Service to Azure, the same account must be invited to the Workspace and be given access to the Azure subscription that contains the Workspace."- even though I am logged in on the correct account.

azure-machine-learningazure-machine-learning-studio-classic
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@JamesBarton-1399 Since the nature of this issue might need a closer look at the subscription and workspace and you have mentioned that this is a business-critical service deployed under Azure ML classic workspace, is it possible to raise a support case from azure portal using the Help + Support blade to get immediate help for your subscription?
If you do not have support enabled for your subscription, we could help you with this request by providing a one-time free support case. Please let us know if you need one. Thanks!!

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JamesBarton-1399 answered

Thanks @romungi-MSFT ,

I had raised a support ticket and the issue is now resolved though neither the agent, nor myself, changed anything...

I did just pay my overdue bill for last month but I would expect a warning before services a turned off for an overdue bill.
Hopefully it doesn't happen again!

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