With the growing range of radio technologies and sensors used in next-generation industrial plants, radio-frequency sensing systems hold the potential to generate high-value information. We discuss emerging tools, key technology enablers, and distinct deployment experiences with a focus on communications beyond 5G and future industrial applications.