JFrog's Artifactory Query Language (AQL) was developed in response to the community-driven demand for more flexible and efficient search capabilities within the Artifactory platform. Initially, feature requests led to enhancements in the REST API calls to allow searches by various criteria, such as creation and modification dates, but these incremental updates could not satisfy all user needs. AQL emerged as a solution to this problem by empowering users to create highly customizable queries, allowing them to search for artifacts using a wide array of criteria and logical configurations that go beyond simple API call parameters. The flexibility of AQL enables users to address complex search scenarios, such as identifying old and unused artifacts or specific Debian components, which traditional search tools might struggle with. JFrog uses AQL internally to streamline processes and invites the community to challenge its capabilities, underscoring the language's adaptability and potential for diverse applications.