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Matrix needs fast storage, and a lot of it, even if you only use it for bridges. A RPi5 with a good amount of NVMe storage will probably work, but if you only want to use it for bridges I would rather recommend to set up an XMPP server with Slidge which gives you better clients and can run on a RPi4 easily.
How much is "a good amount"
I'm unsure why he mentioned a good amount, as I am across several large spaces on the matrix using Synapse and have accumulated approximately 30GB of data in >1 year. I must clarify that I am the sole user of my instance.
That's quite big for a raspberry pi. Going to upgrade an old 2018 gaming computer into a server now. All it needed was a hard drive and a wifi antenna (My dad won't let me run an ethernet cable to my room ☹️). I was running out of Google storage anyway for my photos, so I'll set that up as well.
Completely depends on your use, but it is basically ever growing and larger than the typical cheap VPS includes. A few tens of GBs at least.