It was not until word of the incident began circulating in the community that authorities became involved.
The surveillance footage showed the alleged attacker smashing through a glass window to get into the couple's San Francisco home.
The Half Moon Bay shooting on Monday, in which seven people died, was the second of two gun rampages in California in recent days in which a total of 18 people were killed.