TimeCraft is a time series generation framework that uses diffusion models to produce high-quality synthetic time series data. It addresses limitations of existing methods by enabling controllable, multi-domain generation rather than single-domain, unconditional synthesis. The framework is designed to support applications in healthcare, finance, energy, and transportation where real data may be scarce, sensitive, or costly to collect.