Working principles of data quality
From the
Profiling
perspective of Talend Studio, you can examine the data
available in different data sources and collect statistics and information about this
data.
A typical sequence of profiling data using Talend Studio involves the following steps:
- Connecting to a data source including databases and delimited files in order to be able to access the tables and columns on which you want to define and execute analyses. For more information, see Creating connections to data sources.
- Defining any of the
available data quality analyses including database content analysis, column analysis,
table analysis, redundancy analysis, correlation analysis, etc. These analyses will
carry out data profiling processes that will define the content, structure, and quality
of highly complex data structures. The analysis results will be displayed graphically
next to each of the analysis editors, or in more detail in the Analysis
Results view.Information noteNote: While you can use all analyses types to profile data in databases, you can only use Column Analysis and Column Set Analysis to profile data in delimited files.
- Generating reports from different analyses and save them in a distant database. These reports allow to compare current and historical statistics to determine the improvement or degradation of data. For more information, see What are reports?.
Talend Studio provides you with lock modes that allow you, if you are the first user to open an item, to lock that item and thus have the "read and write" rights. All other users who try to open the same item simultaneously will have a read-only access. For more information, see Lock principle.