PostgreSQL stands out as the preferred database for Elixir applications, favored for its robust features like built-in pub/sub capabilities and excellent JSON support. Jobs are managed through a dedicated table, where each entry contains important metadata and state information, allowing for efficient processing and coordination. The flexibility of job arguments and additional metadata enriches the functionality, making PostgreSQL a compelling choice for developers in the Elixir community.