Can the Event Logs be access on Windows Azure for a deployment with multiple instances? It would be able to view the event logs of each server instance if necessary. The "black box" things just doesn't cut it.
If you enable Remote Desktop you can connect to each instance and check Event Log remotely.
On the other hand you can configure Azure Diagnostics to copy Event Log to Azure Blob Storage Account periodically.