Currently there is no way of knowing when the cdc counters were initialized in the change processing section of the monitoring tab. You can see per table how many update/insert/delete statements were done, but it doesn't show since *when*
An enhancement for GetTableStatuses API is required:
Add base timestamp for when the counters were initialized to the table_cdc_info part of the response