SpaceX's Starship has the potential to accelerate astrophysics research by decades. In this week's paper, the authors highlight Starship's substantial payload capacity (+100t) and cost-effective launch model, could allow NASA to deploy next-generation space telescopes much sooner than the 2040s-2050s timelines currently envisioned. The 2020 decadal survey (Astro2020) lays out ambitious plans for new "Great Observatories" like LUVOIR, the Origins Space Telescope, and the Lynx X-Ray Observatory-missions designed to surpass the capabilities of Hubble and Chandra. However, constrained budgets mean these missions risk launching decades from now, creating a serious gap in our observatory capacity during the 2030s. Here’s where Starship could be a game-changer: 1) Its massive payload bay could fit larger, heavier telescopes without the need for intricate (and risky) folding designs - converting risk to mass 2) Simplifying deployment could dramatically cut engineering cycles and costs 3) More affordable, scalable materials (like glass mirrors instead of beryllium) could become viable for next-gen space observatories. The authors call on NASA and the astrophysics community to actively plan around Starship’s capabilities. Doing so could fast-track the next wave of discoveries, ensuring that the 2030s don't become a lost decade for space science.