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Make sure you don't run any of your services in cluster mode. It messes up the service discovery since it tries to load balance the UDP ports used internally for this purpose.
2. Running with cloud providers (AWS, DigitalOcean, etc)
Most cloud providers block IP broadcast and multicast, therefore you can't run cote in a multi-host environment without special software for an overlay network. For this purpose, Docker is the best tool. Deploy your application in Docker containers and you can take advantage of its overlay networks. Cote works out of the box with Docker Swarm and Docker Cloud.