The duo was seen wrapping their arms around each other as they headed out of their car, reported Hollywoodlife.
The "Hotline Bling" rapper wore a navy bomber jacket paired with a black t-shirt and grey pants, while Lopez donned a nude long coat.
"They for sure looked like a couple. Drake and JLo looked as happy as could be. They were smiling the entire time they were having dinner and held hands on the table," a source said.
JLo also posted a selfie on Instagram by captioning it- "Today was a good day... #bossmode #carselfie #RRseries #gratefulgirl #gratefuleverydamnday.