Abstract: Data leakage affects confidentiality ... One of the efforts to detect and prevent SQL injection attacks is to use input categorization techniques and input verifiers based on input.

We find the ensemble learners to be the most effective at detecting SQL Injection web attacks, but only after first applying massive data sampling.