Meeting international climate targets requires accelerated low-carbon transformation. This means rapid technology diffusion which avoids carbon lock-in and has social legitimacy. More 'granular' energy technologies perform well on all three criteria. Granular technologies are small in size, low in cost, many in number, and distributed in application. Using a wide range of new data and analyses, we show that granularity is associated with faster diffusion, lower investment risk, faster learning, shorter lifetimes, lower complexity, larger efficiency potentials, more equitable access, more job creation, and higher returns on innovation investment. Although broadly robust to variations in context, these advantages are contingent on access to infrastructure, substitutability, and standardisation. Policy support for portfolios of granular energy technologies can help deliver rapid emission reductions in line with global climate change and sustainable development goals.