The pastor himself seems to confirm the story and the couple said they’d thought they felt loved at the church, so I’m not seeing anything saying they’ve not at least attended previously.
The article linked in #22 says she’d been attending for about a year, and he had for a month. Actual membership is a different issue, of course.