Apache Zeppelin is a web-based notebook designed for interactive data analytics, supporting various languages such as SQL and Scala while enabling collaboration. It features built-in visualizations, a pluggable architecture for visualization development, and tools for multi-user environments. The document outlines how to create custom visualizations using the Helium framework and provides links for further development resources.