A big thing is that Go does not install the latest version of transitive dependencies. Instead it uses Minimal version selection (MVS), see https://go.dev/ref/mod#minimal-version-selection. I highly recommend reading the article by Russ Cox mentioned in the ref. This greatly decreases your chances of being hit by malware released after a package is taken over.

In Go, access to the os and exec require certain imports, imports that must occur at the beginning of the file, this helps when scanning for malicious code. Compare this JavaScript where one could require("child_process") or import() at any time.

Personally, I started to vendor my dependencies using go mod vendor and diff after dependency updates. In the end, you are responsible for the effect of your dependencies.