Context22 is a startup dedicated to advancing the utilization of Predictive Analytics within the Database Activity Monitoring (DAM) sector. We specialize in extracting DAM logs from IBM Guardium and, soon, SecuPi. Our process involves enriching these logs to provide contextual information, enabling Threat Hunting through Exploratory Data Analysis (EDA). Once we identify pertinent transactions for monitoring, we employ Time Series Analysis algorithms such as LSTM, SARIMA, Holt-Winters, and XGBoost to generate forecasts. These forecasts are then compared to real-time data, allowing us to trigger meaningful security alerts.In addition to our predictive analytics focus, Context22 offers the following services:1-Administration Tools for Guardium: We provide tools designed to streamline the administration of Guardium, alleviating management challenges.2-Consulting in Database Activity Monitoring: Our expertise extends to consulting in the Database Activity Monitoring realm, offering insights and guidance to enhance overall security.3-Assistance to Guardium Admins Recruiting:We assist Guardium administrators in the recruitment process by providing a one-year supervision package along with relevant tools.4-Security Services for Guardium Environments Management:Context22 offers comprehensive security services tailored to the effective management of Guardium environments, ensuring robust protection.