Beeper's server set up is actually a lot more complicated than just standard Synapse at this point. When they say you can "self host Beeper" that's really not accurate at this point at all. All of their 3rd party chat bridges are dynamically spun up on a per user basis with hungryserv and those servers operate in parallel with a synapse server for Matrix interoperability all behind a roomserv server. Here's a presentation that one of their lead developers created regarding their new architecture.
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