Data interoperability is fundamental to the Life Sciences ecosystem, yet progress is often stifled by technical, data, and model debt. These systemic inefficiencies manifest across the entire enterprise. We explore where these debts accumulate and the innovative practices industry leaders are adopting to modernize their digital foundations and accelerate discovery.