Can we create fault tolerance for a replication distribution database?

I have a SQL VM on Azure. I need to replicate a database from this virtual machine to another SQL virtual machine to another cloud network (transactional replication).

If I configure the distributor for a separate SQL virtual machine, I still have a chance that this computer will fail by skipping some transactions. I read that the distributor database cannot be mirrored or used as part of an availability group , and Azure SQL virtual machines d o do not support AlwaysOn failover cluster instances.

How can I guarantee that my distributor’s database will not go down and that my replication will always work?

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