Here's my opinion, and it's no more than that -- a quick opinion.
"That" is usually omitted in speech, and quite often in writing too. For myself, I have a tendency to use it in writing, but when reviewing and editing I often delete it as unnecessary. Very rarely I insert it if I feel it clarifies meaning or improves euphony.
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