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Is there any document we can refer to for the dataverse table names and their details all in one place and not having to look it up after clicking on the table name.
Yes, you can visit Dataverse table/entity reference to see out-of-the-box entities' properties.
Another way is to generate metadata of tables from your own environment (including also new tables created by you) using third-party tool called XRMToolBox, where you can find plugin "Metadata Document Generator". It generates an Excel file for selected dataverse tables with a list of all columns and their details, like the label, name, option set values, and field size constraints (and much more).
I hope it will help you, good luck!
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