Abstract: Abstract This study proposes a novel microservices architecture integrating adaptive load balancing and multi-level fault tolerance strategies. By combining Spring Cloud components with Docker containers, the design introduces three high-availability mechanisms: Eureka Health Check, Eureka Cluster, and Application Service Cluster. Experimental validation demonstrates a 20% QoS improvement over monolithic architectures (ZK, LAMP) and outperforms baseline Spring Cloud implementations in throughput (2942 requests/min) and fault recovery time (
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