This template presents a data - handling workflow for a web application. App users upload finance or sales data in CSV or PDF formats. The web application then processes this data. The actual data is stored as is in a data lake. An Arango DB is used to store meta - information and any relationships within the data. Qdrant is employed to store vector embeddings, which facilitate semantic search functionality. This workflow ensures organized data management, with different storage solutions catering to various data requirements. It helps in efficiently handling user - uploaded data, enabling easy retrieval and analysis, whether it's for direct access to the raw data, understanding data relationships, or conducting semantic - based searches in the web application.