How to track junk data

i am running my application on oracle817. Because of issues the software has with the windowsOs...the application automatically churns out unnecessary data into the database.
So my question is how do i know or tell how to keep track of the bad data being generated by the application into the database. In short the application is generating out junk data to the tables in the database i would like to know how to find them in order to keep the database clean.
The database has millions of records which is actually a probelm in locating junk data.
Thanks....

Can you define 'junk data'? How can it be generated due to issues with the OS?
It sounds to me as bad application design if you have junk data in your database, especially if it is automatically generated.
Oracle has so many possibilities to check validity of data:
- primary key constraints
- referential integrity constraints
- table constraints for simple business rules
- insert/update/delete triggers for complex business rules

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