We initially had separate accounts but that become too cumbersome, so we merged everything and that has worked really well. When it comes to spending money, we'll bounce off things off each other for larger purchases; for example, if I want to buy a new lens or electronics, we will discuss and make sure we can justify spending that money at that time.
There was a thread not so long ago on this topic, you might want to do a quick search.
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