diff --git a/changelogs/unreleased/sh-revert-redis-cache-store.yml b/changelogs/unreleased/sh-revert-redis-cache-store.yml
new file mode 100644
index 00000000000..710b6e7941d
--- /dev/null
+++ b/changelogs/unreleased/sh-revert-redis-cache-store.yml
@@ -0,0 +1,5 @@
+---
+title: Fix "ERR value is not an integer or out of range" errors
+merge_request: 32126
+author:
+type: fixed
diff --git a/config/application.rb b/config/application.rb
index 2554dd8cca2..294ed470298 100644
--- a/config/application.rb
+++ b/config/application.rb
@@ -241,10 +241,7 @@ module Gitlab
     end
 
     # Use caching across all environments
-    # Full list of options:
-    # https://api.rubyonrails.org/classes/ActiveSupport/Cache/RedisCacheStore.html#method-c-new
     caching_config_hash = Gitlab::Redis::Cache.params
-    caching_config_hash[:compress] = false
     caching_config_hash[:namespace] = Gitlab::Redis::Cache::CACHE_NAMESPACE
     caching_config_hash[:expires_in] = 2.weeks # Cache should not grow forever
     if Sidekiq.server? # threaded context
@@ -252,7 +249,7 @@ module Gitlab
       caching_config_hash[:pool_timeout] = 1
     end
 
-    config.cache_store = :redis_cache_store, caching_config_hash
+    config.cache_store = :redis_store, caching_config_hash
 
     config.active_job.queue_adapter = :sidekiq