diff --git a/policy/models.py b/policy/models.py
index 2e13faa..b98cb3b 100644
--- a/policy/models.py
+++ b/policy/models.py
@@ -4,7 +4,9 @@
 from core import models as core_models
 from core.utils import filter_validity
 from core.models import Officer
-from django.core.cache import cache
+from django.core.cache import caches
+cache = caches['coverage']
+from django_redis.cache import RedisCache
 
 from django.conf import settings
 from django.db import models
@@ -205,23 +207,26 @@ class Meta:
     @receiver(post_delete, sender=Claim)
     def clean_enquire_cache_claim(sender, instance, *args, **kwagrs):
         cache.delete(
-            f"eligibility_{instance.insuree.family_id or instance.insuree.id}_*"
+            f"eligibility_{instance.insuree.family_id or instance.insuree.id}"
         )
 
 
 @receiver(post_save, sender=Product)
 @receiver(post_delete, sender=Product)
 def clean_all_enquire_cache_product(sender, instance, *args, **kwagrs):
-    cache.delete("eligibility_*")
+    if isinstance(cache, RedisCache):
+        cache.delete("eligibility_*")
+    else:
+        cache.clear()
 
 
 @receiver(post_save, sender=Policy)
 @receiver(post_delete, sender=Policy)
 def clean_all_enquire_cache_policy(sender, instance, *args, **kwagrs):
-    cache.delete(f"eligibility_{instance.family_id}_*")
+    cache.delete(f"eligibility_{instance.family_id}")
 
 
 @receiver(post_save, sender=Family)
 @receiver(post_delete, sender=Family)
 def clean_all_enquire_cache_family(sender, instance, *args, **kwagrs):
-    cache.delete(f"eligibility_{instance.id}_*")
+    cache.delete(f"eligibility_{instance.id}")
diff --git a/policy/services.py b/policy/services.py
index da9e7f5..fff682a 100644
--- a/policy/services.py
+++ b/policy/services.py
@@ -1,7 +1,7 @@
 import logging
 from dataclasses import dataclass
 from datetime import datetime as py_datetime, date as py_date
-from django.core.cache import cache
+from django.core.cache import caches
 
 import core
 from claim.models import Claim, ClaimItem
@@ -40,6 +40,7 @@ def reset_policy_before_update(policy):
     policy.family_id = None
     policy.officer_id = None
 
+cache = caches['coverage']
 
 class PolicyService:
     def __init__(self, user):
@@ -916,10 +917,12 @@ def get_total_filter(category):
         eligibility.item_left = items_left
 
         # InsPol -> Policy -> Product -> dedrem
-        result = cache.get(
-            f"eligibility_{insuree.family_id or insuree.id}_{insuree.id}"
+        cached_data = cache.get(
+            f"eligibility_{insuree.family_id or insuree.id}"
         )
-        if not result:
+        if cached_data and str(insuree.id) in cached_data:
+            result = cached_data[str(insuree.id)]
+        else:
             result = (
                 InsureePolicy.objects.filter(
                     insuree=insuree,
@@ -1023,8 +1026,11 @@ def get_total_filter(category):
                 .order_by("-expiry_date")
                 .first()
             )
+            if not cached_data:
+                cached_data = {}
+                cached_data[str(insuree.id)] = result
             cache.set(
-                f"eligibility_{insuree.family_id or insuree.id}_{insuree.id}",
+                f"eligibility_{insuree.family_id or insuree.id}",
                 result,
                 None,
             )