MongoDB is a popular document-based database known for its flexibility and ease of use, while ArangoDB is a multi-model database that supports documents, graphs, and key/value pairs, making it suitable for complex queries and relationships. The choice between them depends on the specific use case, with MongoDB excelling in simple document storage and ArangoDB offering advanced graph capabilities.