However, the most obvious failure mode for quantum portfolio optimization is network latency when it comes to integrating real-time data streams. The speed of quantum calculations, even theoretical, is irrelevant if data ingestion delays cannot keep up with high-frequency market demands. It is the weakest link that causes everything to fail for many practical applications, not just commercial viability.