diff --git a/changelogs/fragments/elasticache_info-ignore-CacheClusterNotFound-when-reading-tags.yaml b/changelogs/fragments/elasticache_info-ignore-CacheClusterNotFound-when-reading-tags.yaml
new file mode 100644
index 00000000000..d8ef3c31c69
--- /dev/null
+++ b/changelogs/fragments/elasticache_info-ignore-CacheClusterNotFound-when-reading-tags.yaml
@@ -0,0 +1,3 @@
+---
+bugfixes:
+- "elasticache_info - Ignore the CacheClusterNotFound exception when collecting tags (https://github.com/ansible-collections/community.aws/pull/1777)."
diff --git a/plugins/modules/elasticache_info.py b/plugins/modules/elasticache_info.py
index 1f8af9a330c..f6c34629edb 100644
--- a/plugins/modules/elasticache_info.py
+++ b/plugins/modules/elasticache_info.py
@@ -472,6 +472,9 @@ def get_elasticache_clusters(client, module):
         arn = "arn:aws:elasticache:%s:%s:cluster:%s" % (region, account_id, cluster['cache_cluster_id'])
         try:
             tags = get_elasticache_tags_with_backoff(client, arn)
+        except is_boto3_error_code("CacheClusterNotFound"):
+            # e.g: Cluster was listed but is in deleting state
+            continue
         except (botocore.exceptions.ClientError, botocore.exceptions.BotoCoreError) as e:
             module.fail_json_aws(e, msg="Couldn't get tags for cluster %s")