Dropbox Dash has evolved its multimedia search capabilities to address the unique challenges of finding and retrieving media files. By rethinking their infrastructure, they implemented a system that utilizes metadata indexing, just-in-time previews, and enhanced relevance models to provide fast and accurate search results for images, videos, and audio, similar to text documents.
External indexes, metadata stores, catalogs, and caches can significantly enhance query performance on Apache Parquet by allowing efficient data retrieval without the need for extensive reparsing. The blog discusses how to implement these components using Apache DataFusion to optimize custom data platforms for specific use cases. It also highlights the advantages of Parquet's hierarchical data organization and its compatibility with various indexing strategies.