Crumbside collects café and bakery information for Los Angeles and Orange County. We use official business websites and verifiable public sources, and distinguish source research from in-person visits.
We verify addresses and branches against official information. We describe hours, menus, parking and Wi-Fi only when supported by evidence. We do not present desk research as a visit review. Sponsored or affiliate stories disclose those relationships.
If information has changed, send a source link through the suggestion form in the café directory or a place’s details. Suggestions are reviewed before publication.
Free social tag counts
We count hashtag posts for six reviewed brands found in Bluesky public search, using a common 30-day window and unique post IDs. We attempt a daily refresh, which can be delayed by API availability. We do not retain photos, captions or author profiles. This is limited indexed-search coverage, not Instagram totals or a score for all social activity. Failed or truncated searches preserve the previous snapshot; results older than 48 hours are excluded from rankings. Only explicit branch matches can appear on the map, so the map may have no measured branches.
We use Google Analytics to measure website visits and interactions. With your permission, we also use Microsoft Clarity to collect clicks, scrolling and masked session replays to improve this website. Clarity sends this usage data to Microsoft. Microsoft may use the data under its Privacy Statement, including to improve its products and provide Microsoft Advertising. Our integration requests analytics consent and denies advertising storage. Clarity cookies are disabled in this project. We do not send custom visitor identifiers or form values to Clarity.
You can decline session analytics or turn it off at any time. Browser Global Privacy Control and Do Not Track preferences are respected. This choice controls Clarity; it does not change the site's existing Google Analytics setup. Query-bearing visits and private pages are excluded from Clarity.
Free social tag counts
We count hashtag posts for six reviewed brands found in Bluesky public search, using a common 30-day window and unique post IDs. We attempt a daily refresh, which can be delayed by API availability. We do not retain photos, captions or author profiles. This is limited indexed-search coverage, not Instagram totals or a score for all social activity. Failed or truncated searches preserve the previous snapshot; results older than 48 hours are excluded from rankings. Only explicit branch matches can appear on the map, so the map may have no measured branches.