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So it turns out to be nothing related to openstack but a generic routing configuration issue. The Guest VM did have two interfaces configured but the routing table was not modified and all the packets were using default route eth1.

So even if ICMP or SSH packets were received on eth0 , responses were going out on eth1. After configuring dedicated routing tables for two interfaces both Floating IPs started working.