Best Methods to Find Company Contacts When Standard Tools Don’t Show Key Executives

Hey everyone! I'm wondering if someone has a better way to find contacts at a company?.. It feels like if i want to find the ceo att company xx I sometimes can't get him to pop up durong the "find people at these companies", but i can find him under the company at a tool like apollo.io. Anyone have an idea?