src/psearch/gen_ai/services/enrichiment_service.py [146:174]:
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            }

    def _get_image_bytes_from_url(self, image_url: str) -> Optional[bytes]:
        """Fetch image bytes from URL"""
        try:
            # Handle different URL formats (especially for Google Cloud Storage)
            parsed_url = urlparse(image_url)

            # If it's a GCS URL (gs://), convert it to HTTPS
            if parsed_url.scheme == "gs":
                bucket = parsed_url.netloc
                object_path = parsed_url.path.lstrip("/")
                url = f"https://storage.googleapis.com/{bucket}/{object_path}"
            else:
                url = image_url

            response = requests.get(url, timeout=10)
            if response.status_code == 200:
                return response.content
            else:
                logger.warning(
                    f"Failed to fetch image from {url}: {response.status_code}"
                )
                return None
        except Exception as e:
            logger.warning(f"Error fetching image from {image_url}: {str(e)}")
            return None

    def _build_prompt(
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src/psearch/gen_ai/services/marketing_service.py [132:160]:
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            }

    def _get_image_bytes_from_url(self, image_url: str) -> Optional[bytes]:
        """Fetch image bytes from URL"""
        try:
            # Handle different URL formats (especially for Google Cloud Storage)
            parsed_url = urlparse(image_url)

            # If it's a GCS URL (gs://), convert it to HTTPS
            if parsed_url.scheme == "gs":
                bucket = parsed_url.netloc
                object_path = parsed_url.path.lstrip("/")
                url = f"https://storage.googleapis.com/{bucket}/{object_path}"
            else:
                url = image_url

            response = requests.get(url, timeout=10)
            if response.status_code == 200:
                return response.content
            else:
                logger.warning(
                    f"Failed to fetch image from {url}: {response.status_code}"
                )
                return None
        except Exception as e:
            logger.warning(f"Error fetching image from {image_url}: {str(e)}")
            return None

    def _build_prompt(
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