Ability to understand data health and behavior.

Dependency needed primarily during development.

Dividing data into manageable logical sections.

Converting data into another structure or format.

Central repository of data schemas.

Splitting data by rows.

Correcting or removing inaccurate data.

Agreement defining data structure and expectations.

Splitting data by columns.

Checking data against defined rules.