Developed in Rust with a focus on Python developers, Pathway streamlines the entire ML/AI project lifecycle from prototyping to production. It supports local development, notebook environments, and scaled container deployments. Pathway integrates seamlessly with live data sources such as SharePoint, Google Drive, S3, Delta Tables, Kafka, and over 300 APIs, ensuring that your data remains current and synchronized. Applications can be deployed securely using Docker or Kubernetes, whether on-premises or in any cloud environment, simplifying configurations by eliminating the need for multiple databases and compute engines.