“Kim always was and continues to be supportive of Kanye. But there are definitely subjects that she wishes that hewasn’t so opinionated about” a source tells PEOPLE.

In recent weeks, the 42-year-old rapper has shared several of his controversial opinions, from expressing his disapproval of his wife’ssexy attireand theirdaughter North wearing makeupto asking hisJesus Is Kingcollaborators toabstain from premarital sex.

Although the KKW Beauty mogul, 39, may wish her husband would reveal a little less at times, “she is also aware that when you’re a passionate person, sometimes during interviews you say more than you originally wanted to,” the source explains.

Dimitrios Kambouris/Getty

Kanye West and Kim Kardashian West

“Kanye has changed a lot since they have been together. But so has Kim. She is very grateful that they have managed to stay together for this long. She loves her family with Kanye,” the insider tells PEOPLE.

Kanye West and Kim Kardashian.Roy Rochlin/Getty Images

Kanye West and Kim Kardashian West

The source went on to note that “just like any family” the pair often have to “compromise about how they areraising the kids.”

“If Kanye doesn’t want North to wear make-up, Kim will respect that,” the source continues, in reference to their 6-year-old daughter. The couple also share daughterChicago, 21 months, and sonsPsalm, 5 months, andSaint, 3½.

Kim Kardashian/Instagram

Kim Kardashian family

The family of six will also becelebrating Halloweenall together.

“The kids are beyond excited. Even little Psalm has a costume,” the insider says, adding that “Kanye is doing well” and “isextremely busy figuring out his tour.”

“For him, busy is good, though,” the source says.

“Kim and Kanye are in such a great place right now,” the source says. “Kim doesn’t want to change Kanye. She loves him and supports him.”

“Of course, there are going to be times when Kanye says something Kim didn’t know he was going to say, but in general they talk about everything and are usually on the same page,” the insider continued. “They are incredibly supportive of each other. Kanye, in particular, has been so proud of everything Kim has been doing lately. They are very in sync.”

During an episode ofKeeping Up with the Kardashiansthat aired last year, Kardashian West shared that she“will always” support her husband.

“I always know what Kanye’s intentions are and what he’s trying to say, but I also know that they’re going to write a headline and people are going assume that that’s exactly what you said and what you meant,” she said.

“I obviously support him and will always, but he likes to speak for himself and I like to speak for myself,” she added. “As his wife, I just have to express how I feel and have those private conversations with him and help him better communicate what he has to say.”

source: people.com