Data extraction from HTTP requests in Flask involves accessing request.args for query parameters, request.form for POST form data, request.get_json() for JSON payloads, and request.files for file uploads. Headers and cookies are accessible via request.headers and request.cookies. Use secure_filename for safe file handling.