Abstract: Embodiments are described for a database management system comprising a memory and at least one processor coupled to the memory. The at least one processor is configured to receive a request to display a first data management process and identify a data query quality and a data transform quality for display. The first data management process comprises a first data source, a first data query, and a first data transform. The at least one processor is further configured to determine a first value of the data query quality for the first data query and a second value of the data transform quality for the first data transform and display the first data management process based on the first value and the second value.

Abstract: Embodiments are described for a database management system comprising a memory and at least one processor coupled to the memory. The at least one processor is configured to receive a request to display a first data management process and identify a data query quality and a data transform quality for display. The first data management process comprises a first data source, a first data query, and a first data transform. The at least one processor is further configured to determine a first value of the data query quality for the first data query and a second value of the data transform quality for the first data transform and display the first data management process based on the first value and the second value.

Abstract: Provided is a visualization framework including a visualization library and a data query language. Devices and methods are also provided for generating visualizations based on the visualization framework. As an example, a method may include selecting a layout for the visualization from among a plurality of layouts included in the visualization library, the layout defining a format for how content is spatially organized within the respective layout, binding the layout to a dataset using one or more functions from the data query language, the one or more functions comprising a repeater function defining a number of times a display of the layout is to be repeated, and displaying the visualization including the layout displayed a number of times as defined by the repeater function.