I’ve been having same issue… and this video about Yoast doesn’t apply. I have featured images, I have done cache to website and social sites, etc…etc..
What’s the fix? Can’t believe simply sharing a blog post to Facebook could be so complicated..
Thank you @johnkalathil that just worked for me too, appreciate you posting this for everybody.