A coalition of Internet giants including Google Inc. has agreed to support a do-not-track button to be embedded in most Web browsers—a move that the industry had been resisting for more than a year.

The reversal is being announced as part of the White House's call for Congress to pass a "privacy bill of rights," that will give people greater control over the personal data collected about them.

The...