See CMoS 6.22
Use ‘which’ with commas to set off nonrestrictive (nonessential) clauses. When introducing a restrictive clause, use ‘that’.
This César Pelli–designed tower, which opened in March 2014, is Japan's tallest building.
The restaurants that line the east side of the river are better value.