Blog commenting for SEO has a complicated history. In the early 2010s, dropping a link in a comment section was a reliable way to accumulate links quickly. Google's Penguin algorithm, first released in 2012 and later baked into the core algorithm, was built in large part to address exactly this pattern. Yet comment spam persists.
The reason is a combination of outdated advice and wishful thinking. Blog posts from 2009 still rank for queries like "blog commenting for backlinks," and new site owners read them without checking the date. Some SEO tools still list comment links in link audits without distinguishing them from editorial links, which makes them look like progress when they're actually liability.
There's also a misunderstanding about how Google treats different link types. Many practitioners assume that if a link isn't penalized immediately, it's working. In reality, Google's systems may simply be ignoring those links rather than crediting or penalizing them — until a threshold is crossed or a manual reviewer takes a look.
Understanding why this mistake keeps happening is the first step toward avoiding it. The second step is recognizing the specific patterns that move a site from "ignored" to "penalized."