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There are two sets of clues that can give away important personal information in your photos. Consider: is there a window in your photos, and are there identifiable buildings or landmarks outside of it?
Were your photos taken in an apartment building or dorm that can be easily identified in other people’s photos?
Even if your registered username isn’t immediately visible in a dating profile, it’s often visible in the URL of your profile, your profile photo filenames, or during communication with other users.
A few years ago, image recognition on a large scale was restricted to law enforcement and corporate security. Free services like Tineye and Google Images will search billions of indexed images on the internet for identical or similar pictures.
This isn’t necessarily traditional hash or metadata specific – cropping or resizing an image is not a foolproof way to defeat this (as I show in the screenshot below, where Tineye and Google correctly identified my profile selfie which is substantially cropped on social media).
The very simplest, a Google search will often turn up social media profiles, forum posts, and blog comments tied to a particular username.
If you’re concerned about dating site matches finding your online presence, or people online finding your dating profile, just don’t reuse usernames or email addresses!
The photos are visually similar enough that the search engines’ algorithms can draw a connection.