Networking without feeling pushy - what worked for you?

I want to talk to people in a new field but I hate cold messages. There are 15 people counting on me, so I am trying to be careful. I want advice, not a job directly. What did you ask?

Follow up with a thank-you and a short update. One of my chats led to a referral a month later.