Which are the top book publishing companies worth considering today?

I’ve been researching different options for publishing my manuscript and keep coming across lists of top book publishing companies, but it’s hard to understand which ones are actually suitable for new or independent authors. Some seem highly established, while others are more flexible but less clear in process. I’m trying to figure out what really matters when choosing a publisher. Has anyone here worked with publishing companies, and what should beginners focus on?