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As a (data) scientist I am not super familiar with most databases, but duckdb is great for what I need it for.
Get a visible face tattoo once you have tenure.
I have coded VBA-based shadow-IT back in the day, but I seriously think this is something that needs to disappear in most firms that still have it. It is typically unmaintable automation of tasks at the department level that is super dependent on who is around and is still often in use after the programmers are long gone. I have seen a few old VBA tools in use that should be done with standard python/R or god forbid even JS Code in a decent documented repo.
The tropical ones and cola bottles.
In Germany we have Katjes brand gummies that now have a whole lot of good vegan types of gummies.
It still is for most acting gigs that are not large productions