Jim Czuprynski has 40+ years of professional experience in Information Technology, serving diverse roles at various Fortune 1000 companies before becoming an Oracle DBA in 2001. An Oracle ACE Director since 2014, Jim is a sought-after public speaker on Oracle technology, presenting often at Oracle CloudWorld, ODTUG Kscope, Oracle Development Community tours, and Oracle User Group conferences around the world. Jim has authored 100+ articles on Oracle Database administration, ML/Analytics, and APEX since 2003 and has co-authored four books on Oracle database technology. Jim’s blog, Generally … It Depends (https://jimthewhyguy.com/blog), contains his regular observations on all things Oracle and the state of the IT industry. Find Jim on BlueSky: @jimthewhyguy.bsky.social