This post says there’s a limit of 5 thousand Blob Storage requests per storage account per second.
Transactions – Up to 5,000 entities/messages/blobs per second
What exactly happens if I hit this limit?
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The request fails with an error: http://blogs.msdn.com/b/windowsazurestorage/archive/2010/07/09/understanding-windows-azure-storage-billing-bandwidth-transactions-and-capacity.aspx (search ‘Throttling’ in the page).
The error codes you might get back from the REST API are here: http://msdn.microsoft.com/en-us/library/windowsazure/dd179382.aspx – I can’t immediately see which one would apply in a throttling context.