Mortgage rate online?

I recently field quotes for mortgage rate online and also locally. Various online quotes is a little better than locally. My question is, Is it safe to give out Social Security number online to such sites as (Lending Tree or Zillow) so that I can request a Good Faith Estimate (GFE) and select a lender from those online sites. Thanks in advance.

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