Right-winger Melker Karlsson added another late-period tally in the middle frame, scoring with just 36 seconds to go before the intermission to put the Sharks up 4-1.
Needless to say, that also left Julien with a bitter taste in his mouth.
"I think it's pretty evident that we weren't on point. There are things that we have to keep improving. It's frustrating," admitted Julien. "We have a team capable of doing better, and that's what we have to work to accomplish."
Jonathan Drouin noted that the Canadiens have been plagued by this same issue before, and it really does sting.
"You can't hide it. You come in the room after giving up a goal like that and it hurts. We have to move forward. It can easily change a game," said Drouin. "It cost us a couple of times so far this season, and it happened again tonight."
When asked about the impact of late-period markers on the group as a whole, Price responded rather bluntly.
"It's definitely not ideal," said Price, following his 19-save effort. "It's a buzzkill, for sure."
The streak continues
This marks the Canadiens' ninth straight loss to the Sharks. Their last win against the California-based franchise came back on March 21, 2015.
It's worth noting that Julien's contingent outshot San Jose by a 37-23 margin on the night, but goaltender Aaron Dell wasn't in a giving mood in between the pipes.
According to Julien, though, his players didn't necessarily push Dell to the limit.
"Did we get some chances? Absolutely. We had lots of chances, even in the third period. We don't bury them. They didn't get that many chances, but they buried them. We didn't," explained Julien. "There are times when you need to lift the puck up and you're shooting at their pads. We need to be better. We had some great chances from the slot. We missed the net. You can't miss the net when you're shooting from the slot."