Dimensions of Data Quality

There's a huge literature from the 19 nineties and two thousands that describe what does it mean to have high quality data. And they've identified, like you mention, many dimensions of data quality,. such as like the time ness of the data, of referential integrity. They also have identified, like a nice taxonomy with which you can think about all these dimensions and metric. The really data obsevaby decends from information quality research in tandem with saphar observability.