Plotly integration in Shakudo's operating system enables seamless deployment of interactive visualizations across your entire AI stack. The platform automatically handles dependencies, versioning, and security configurations, allowing data scientists to focus on creating compelling visualizations rather than wrestling with infrastructure setup.

While standalone Plotly requires significant effort in managing server configurations and authentication systems, Shakudo's infrastructure automatically handles these complexities. Teams can instantly share Plotly dashboards with role-based access control, and visualizations can directly access any data source connected to the Shakudo ecosystem.

The unified operating system approach means Plotly visualizations can be embedded anywhere within your AI workflows, from notebooks to production apps, with consistent performance and security.