It doesn't matter. Both are welcome. The 2nd one is more fomal (with that)
2015년 7월 31일
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Both are perfectly acceptable. There are some instances where it sounds much more natural to drop the "that," and some where it's much more natural to keep the "that," but it is completely optional in many cases.