I try to use simpler/friendlier tools, so it can be managed with a simple SSH scripts for as long as possible. Use static binaries whenever possible. My typical stack is Go+gRPC+Flutter – so it's really easy to ship it as a single binary (for the web builds). For the DB I also started to use EdgeDB on some projects and it's such a relief in term of migrations.