In Airlock Gateway 8.2, the new client behavior model (CBA) has been added. This anomaly detection model can determine if the end-user is human or not.
- Automatic upgrade actions:
- Updating from Airlock Gateway 8.1 will add new columns to the database schema for the CBA model.
- Existing trained models will be removed because the new version of Anomaly Shield provides improvements on model calculation and is incompatible with the old models.
- After the upgrade, the following approach for migration from 8.1 to 8.2 is suggested:
- Re-train the models as described in the article Training and model enforcement.
- After training, the prepared model will have an incomplete status, which is expected since ColdDB lacks training data for the new CBA model. Nevertheless, you can use all other models for anomaly detection while collecting new training data that include CBA values.
- Enforce the incomplete model to secure your Anomaly Shield application as before the upgrade.
- Enable training data collection for your Anomaly Shield application to collect traffic, including CBA values. It is recommended to keep training data collection enabled at all times so that automatic retraining can be used.
- Wait for at least 35 days and until you have collected sufficient realistic production data in the ColdDB (see suggestions in article Enable training data collection).
- Re-train your models and proceed with the follow-up configuration tasks.