I consider HTTPS to be easier to run - you get less trouble in the end.
As mentioned, some browser features are HTTPS only. You get security warnings on HTTP. Many tools now default to HTTPS by default - like newer SQL Server drivers. Dev env must resemble prod very closely so having HTTP in DEV and HTTPS in prod is asking for pain and trouble. It forces you to have some kind of expiration registry/monitoring and renewal procedures. And you happen to go throught dev env first and gain confidence and then prod.
Then there are systems where client certificate is mandatory and you want to familiarize yourself already in dev/test env.
Some systems even need additional configuration to allow OAuth via HTTP and that makes me feel dirty thus I rather not do it. Why do it if PROD won't have HTTP? And if one didn't know such configuration must be done, you'd be troubleshooting that system and figuring out why it doesn't work with my simple setup?
Yeah, we have internal CA set up, so issuing certs are pretty easy and mostly automated and once you go HTTPS all in, you get the experience why/how things work and why they may not and got more experience to troubleshoot HTTPS stuff. You have no choice actually - the world has moved to TLS secured protocols and there is no way around getting yourself familiar with security certificates.