In today's dynamic landscape of microservices systems, chaos engineering has click here emerged as a vital discipline. Its purpose is to proactively identify system vulnerabilities by deliberately simulating controlled failures. By {proactively{ testing the resilience of our applications in unpredictable ways, we can mitigate the impact of real-wor