I will say more, the same exact team that spends time managing EKS clusters could manage self-managed clusters and have money to spare for additional hires.
Your suggestions is a large expansion of skillset needed for your alternative to the cloud solution. Your own experience in attempting to hire workers should point to the reason thats a bad idea. You're going to need even higher skilled people, and they are going to ask for significantly more money.