Audit logs are essential for maintaining trust, handling compliance, and tracking application changes. However, ensuring their integrity during the software lifecycle is where things get critical. Immutable audit logs mean logs cannot be edited, altered, or deleted, ensuring they remain an unbiased record of events. When combined with test automation,