Two levels of cache (Redis + Caffeine)

When profiling an application it came up that Redis is impacting the execution times because there are many sleeps in threads. I need to implement two levels of cache or think about solution of this problem.

I would like to have two levels of caches:

• L1 - local for each instance of deployment,
• L2 - cache global for all instances of same deployment,

The solution that I came up with is:

• Create two CacheManagers (CaffeineCacheManager and RedisCacheManager),
• Initialize same caches for each cache manager,
• Use annotation @Caching with cacheable={} to use two caches,

    @Caching(cacheable = {            @Cacheable(cacheNames = CacheConfiguration.HELLO_WORLD),            @Cacheable(cacheNames = CacheConfiguration.HELLO_WORLD, cacheManager = "cacheManagerRedis")    })    public String generate(String name)    {        log.info("  Cached method call...");        return helloWorldService.generate(name);    }

The structure of classes is similar to: CachedService (annotations here) -> NonCachedService

The problem I am facing:

I wanted to have it working in flow (yes - works/n - not working):

• [ y ] data is fetched and then cached to both caches Redis and local - this works
• [ y ] if data exists in local cache do not move it to redis - this works
• [ y ] if any of caches contains the data it will be fetched from cache
• [ n ] if data exists in Redis, move it to local - this does not work

Modification of @Caching annotation to have put={} where it would put values into local cache is making whole cache not working.

    @Caching(cacheable = {            @Cacheable(cacheNames = CacheConfiguration.HELLO_WORLD),            @Cacheable(cacheNames = CacheConfiguration.HELLO_WORLD, cacheManager = "cacheManagerRedis")    }, put = {            @CachePut(cacheNames = CacheConfiguration.HELLO_WORLD),    })    public String generate(String name)    {        log.info("  Cached method call...");        return helloWorldService.generate(name);    }

• Do you know any spring-ready solutions to work with two levels of cache?
• I've read about local caching with Redis but it does not mean anything similar to my case (it's just the standard redis use case),
• I am left only with double-layered services structure to achieve this goal? Similar to CachedLocal -> CachedRedis -> NonCached