I’m honestly not sure I could answer this one, I’ve never really worked at a company that pushed a unified culture. At most of the places I’ve worked, the teams were pretty siloed and insulated, so each team ended up having its own “culture.”
I was in a similar position around 1.5 years ago. What helped me was:
1. Reaching out to people on X sharing that i just moved, would love to meet with offering some ideas where i can add value.
2. 1-2 meetups initially via luma/partiful. Most of them are noisy but even if you meet 1-2 good people that leads to long term connections.
3. Signing up for hobby classes - Most of the people in SF are in tech so you end up meeting a lot of like minded folks.
4. Going to popular coffee shops/coworking to work. Serendipitous encounters are easy to happen here.
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