Plot hole: In this movie Goblin was able to sneak up on Peter. But in the previous movies Peter was able to sense danger from quite a distance away; Green Goblin from a few blocks and the train barricade from over a mile.

Spider-Man 3 (2007)
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Directed by: Sam Raimi
Starring: Elizabeth Banks, Kirsten Dunst, James Franco, James Cromwell, Bryce Dallas Howard, Tobey Maguire, Thomas Haden Church, Topher Grace, Rosemary Harris
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Mary Jane Watson: What's happened to you?
Peter Parker: I don't know. But I have to stop it.
Trivia: While taunting Spider-Man about Mary Jane in the final battle scene, Venom says, "How's that sound, tiger?" He says the same line in the 1990s Spider-Man animated series.
Question: This applies to all 3 films. Wouldn't someone eventually see Spiderman coming out of Peter Parker's apartment and put 2 and 2 together? Doesn't this seem just a bit careless on Peter's part?
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Chosen answer: Answered in the comics: Peter's Spider-Sense tells him if someone is looking when he's about to enter/exit the apartment as Spider-Man.
Captain Defenestrator