Active MQ - Multiple Broker instance

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Being a newbie in ActiveMQ, want to know the pros and cons of configuring multiple broker instances in a single ActiveMQ and configuring multiple ActiveMQ instance (installations) each containing one broker instance.

Simplifying the above, which one to use when, 1. Two ActiveMQ installation (i.e. 2 separate AMQ home) with each having one broker running 2. Single AMQ installation with 2 brokers running (configuring activemq.xml)

My application communicates with both the brokers, but does these two configurations have any difference as per failover scenarion or with respect to performance?

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