I haven’t confirmed a fix yet, however I found this post so it seems like this is a known issue:
I’m trying the suggested fix (adding -dind to the docker image tag) to see if this solves it.
Update: I can confirm that adding the following to my job fixed the issue:
services:
- docker:19.03.5-dind
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