1. Separate Manhattan Beach location from marketing source
The U.S. Census Bureau records Manhattan Beach city as a municipality in Los Angeles County, California, with a 2020–2024 ACS 5-year population estimate of 34,210 and a margin of error of 34. That establishes the geographic setting, not legal demand, search volume, competition, call volume or likely case volume. For attribution, the distinction matters: a Manhattan Beach visitor is a geographic observation, while a channel, landing page or referral is a marketing observation. Treating the city name as the source would conceal whether an inquiry arrived through organic search, an AI referral, a Local Services Ad, direct traffic or a referral.
Recommended approach
Keep geography and acquisition source as separate fields in your review. Ask whether the record identifies the page and channel that produced the inquiry rather than relying on a client’s recollection of “Google” or a location label.
