JFrog's security engineering team addressed the challenge of managing numerous daily security alerts, particularly false positives, by developing a robust security monitoring system from scratch. Their solution involved two key components: containerizing log shipping components and using a messaging queue, specifically Kafka, to handle data peaks and facilitate load balancing. This architecture enhances performance, scalability, and resilience, while simplifying maintenance by isolating services and enabling easier recovery and updates. The approach has improved infrastructure stability, deployment processes, and time efficiency for engineers, allowing the team to focus on strategic tasks and rapid incident response. The blog post is part of a series exploring security monitoring, automation, and chatbots, aiming to guide others in optimizing their security systems.