Google and FB post far fewer finance roles than Amazon and Microsoft. That makes since finance has less of an impact in the former companies.
OP - Did you find a Finance Manager role to apply to at Google eventually?
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What do you mean? There are financial analyst roles posted like every other day
Manager and above roles. 10 YOE or more