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Is Amazon Burying LGBTQ+ Books? A Look at Algorithmic Suppression

By June 30, 2025Bookshops, News

The Invisible Shelf: Why LGBTQ+ Books Are Harder to Find on Amazon

If you’ve ever searched for LGBTQ+ books on Amazon and come up empty-handed, even when you know exactly what you’re looking for, you’re not alone.

As someone who regularly curates book lists and uses Amazon affiliate links, I’ve noticed a troubling pattern: LGBTQ+ titles are consistently harder to locate through search. Sometimes, even entering the exact title doesn’t bring up the book straight away. Instead, I’m shown unrelated suggestions, sponsored content, or books with vaguely similar titles — often with no connection to LGBTQ+ themes at all.

It’s frustrating. But more than that, it feels suspicious.

Is this a glitch, or something more?

There’s growing evidence to suggest that Amazon’s search algorithm may be suppressing LGBTQ+ content, whether intentionally or as a side effect of its priorities. Here’s what seems to be happening:

1. Search Bias & Suppression

Some LGBTQ+ books, especially in the YA and children’s categories, appear to be flagged as “sensitive,” making them less likely to show up in auto-suggestions or top results unless the full title and author are entered. This isn’t the case with books from other genres.

2. Algorithmic Filtering

Amazon’s algorithm prioritises high-traffic, high-conversion, and “safe” content. LGBTQ+ books, unfortunately, have been the target of coordinated complaint campaigns. Repeated flagging may result in these books being pushed lower in search results or excluded from recommendations.

3. Sponsored & Irrelevant Results

Even when I search for a specific LGBTQ+ book, it’s often buried beneath sponsored listings and completely unrelated titles. This is common across genres, but it seems more pronounced in LGBTQ+ searches, possibly a result of cautious algorithmic filtering designed to avoid “accidental” discovery by sensitive users.

Why it matters

This kind of algorithmic suppression amounts to a quiet form of censorship. It makes already underrepresented voices harder to discover. It creates additional barriers for queer authors and publishers. And it makes it harder for readers, especially young readers, to find stories where they can see themselves.

As a content creator and affiliate, it affects my ability to promote diverse, inclusive books. If I can’t even find them easily, how can I expect readers to?

What can we do?

Use direct links whenever possible (we always try and add these to our posts), and don’t rely on Amazon search.

Support independent booksellers like Bookshop.org or LGBTQ+ specific stores.

Raise awareness: If you’ve noticed the same issue, speak up. Blog about it. Share it on social media. Let others know this isn’t just a one-off glitch.

Ask questions. If Amazon is unintentionally filtering LGBTQ+ books, they should be held accountable.

The bottom line? Visibility matters, and algorithms aren’t neutral. When queer books get pushed off the digital shelf, we all lose access to stories that matter.

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