diff --git a/numaprom/metrics/__init__.py b/numaprom/metrics/__init__.py
index 4c023b6..ebfa381 100644
--- a/numaprom/metrics/__init__.py
+++ b/numaprom/metrics/__init__.py
@@ -1,15 +1,11 @@
 from numaprom.metrics._metrics import (
-    increase_redis_conn_status,
+    increase_redis_conn_error,
     inc_inference_count,
     start_metrics_server,
-    inc_redis_conn_success,
-    inc_redis_conn_failed,
 )
 
 __all__ = [
-    "increase_redis_conn_status",
+    "increase_redis_conn_error",
     "inc_inference_count",
     "start_metrics_server",
-    "inc_redis_conn_success",
-    "inc_redis_conn_failed",
 ]
diff --git a/numaprom/metrics/_metrics.py b/numaprom/metrics/_metrics.py
index ded1228..e4938ba 100644
--- a/numaprom/metrics/_metrics.py
+++ b/numaprom/metrics/_metrics.py
@@ -6,19 +6,15 @@
 from numaprom import LOGGER
 
 # Metrics
-REDIS_CONN_STATUS_COUNT = Counter("numaprom_redis_conn_status_count", "", ["vertex", "status"])
+REDIS_CONN_ERROR_COUNT = Counter("numaprom_redis_conn_error_count", "", ["vertex"])
 INFERENCE_COUNT = Counter(
     "numaprom_inference_count", "", ["model", "namespace", "app", "metric", "status"]
 )
 
 
-def increase_redis_conn_status(vertex: str, status: str) -> None:
-    global REDIS_CONN_STATUS_COUNT
-    REDIS_CONN_STATUS_COUNT.labels(vertex, status).inc()
-
-
-inc_redis_conn_success = partial(increase_redis_conn_status, status="success")
-inc_redis_conn_failed = partial(increase_redis_conn_status, status="failed")
+def increase_redis_conn_error(vertex: str, status: str) -> None:
+    global REDIS_CONN_ERROR_COUNT
+    REDIS_CONN_ERROR_COUNT.labels(vertex).inc()
 
 
 def inc_inference_count(model: str, namespace: str, app: str, metric: str, status: str) -> None:
diff --git a/numaprom/udf/inference.py b/numaprom/udf/inference.py
index 08adee8..f4bc5c1 100644
--- a/numaprom/udf/inference.py
+++ b/numaprom/udf/inference.py
@@ -15,8 +15,8 @@
 from numaprom.clients.sentinel import get_redis_client_from_conf
 from numaprom.entities import PayloadFactory
 from numaprom.entities import Status, StreamPayload, Header
+from numaprom.metrics import increase_redis_conn_error, inc_inference_count
 from numaprom.tools import msg_forward
-from numaprom.metrics import inc_redis_conn_success, inc_inference_count, inc_redis_conn_failed
 from numaprom.watcher import ConfigManager
 
 
@@ -89,10 +89,9 @@ def inference(_: list[str], datum: Datum) -> bytes:
         )
         payload.set_header(Header.STATIC_INFERENCE)
         payload.set_status(Status.RUNTIME_ERROR)
-        inc_redis_conn_failed(_VERTEX)
+        increase_redis_conn_error(_VERTEX)
         return orjson.dumps(payload, option=orjson.OPT_SERIALIZE_NUMPY)
 
-    inc_redis_conn_success(_VERTEX)
     if not artifact_data:
         LOGGER.info(
             "{uuid} - Inference artifact not found, "
diff --git a/numaprom/udf/postprocess.py b/numaprom/udf/postprocess.py
index 3672243..aa41573 100644
--- a/numaprom/udf/postprocess.py
+++ b/numaprom/udf/postprocess.py
@@ -11,8 +11,9 @@
 from numaprom import LOGGER, UnifiedConf
 from numaprom.clients.sentinel import get_redis_client_from_conf
 from numaprom.entities import Status, PrometheusPayload, StreamPayload, Header
+from numaprom.metrics import increase_redis_conn_error
 from numaprom.tools import msgs_forward, WindowScorer
-from numaprom.metrics import inc_redis_conn_success, inc_redis_conn_failed
+
 from numaprom.watcher import ConfigManager
 
 
@@ -152,12 +153,10 @@ def _publish(final_score: float, payload: StreamPayload) -> list[bytes]:
             uuid=payload.uuid,
             warn=warn,
         )
-        inc_redis_conn_failed(_VERTEX)
+        increase_redis_conn_error(_VERTEX)
         unified_anomaly, anomalies = __save_to_redis(
             payload=payload, final_score=final_score, recreate=True, unified_config=unified_config
         )
-    else:
-        inc_redis_conn_success(_VERTEX)
 
     # If the unified anomaly is -1, we don't want to publish it
     if unified_anomaly >= 0:
diff --git a/numaprom/udf/preprocess.py b/numaprom/udf/preprocess.py
index 376cdc5..824b38d 100644
--- a/numaprom/udf/preprocess.py
+++ b/numaprom/udf/preprocess.py
@@ -11,7 +11,7 @@
 from numaprom.clients.sentinel import get_redis_client
 from numaprom.entities import Status, StreamPayload, Header
 from numaprom.tools import msg_forward
-from numaprom.metrics import inc_redis_conn_success, inc_redis_conn_failed
+from numaprom.metrics import increase_redis_conn_error
 from numaprom.watcher import ConfigManager
 
 _VERTEX: Final[str] = "preprocess"
@@ -58,7 +58,7 @@ def preprocess(_: list[str], datum: Datum) -> bytes:
         )
         payload.set_header(Header.STATIC_INFERENCE)
         payload.set_status(Status.RUNTIME_ERROR)
-        inc_redis_conn_failed(_VERTEX)
+        increase_redis_conn_error(_VERTEX)
         return orjson.dumps(payload, option=orjson.OPT_SERIALIZE_NUMPY)
     except Exception as ex:
         LOGGER.exception(
@@ -72,7 +72,6 @@ def preprocess(_: list[str], datum: Datum) -> bytes:
         payload.set_status(Status.RUNTIME_ERROR)
         return orjson.dumps(payload, option=orjson.OPT_SERIALIZE_NUMPY)
 
-    inc_redis_conn_success(_VERTEX)
     if not preproc_artifact:
         LOGGER.info(
             "{uuid} - Preprocess artifact not found, forwarding for static thresholding. "
diff --git a/numaprom/udf/threshold.py b/numaprom/udf/threshold.py
index d4bf6e1..13b9bfa 100644
--- a/numaprom/udf/threshold.py
+++ b/numaprom/udf/threshold.py
@@ -12,8 +12,8 @@
 from numaprom._constants import TRAIN_VTX_KEY, POSTPROC_VTX_KEY
 from numaprom.clients.sentinel import get_redis_client_from_conf
 from numaprom.entities import Status, TrainerPayload, PayloadFactory, Header
+from numaprom.metrics import increase_redis_conn_error
 from numaprom.tools import conditional_forward, calculate_static_thresh
-from numaprom.metrics import inc_redis_conn_success, inc_redis_conn_failed
 from numaprom.watcher import ConfigManager
 
 
@@ -84,7 +84,7 @@ def threshold(_: list[str], datum: Datum) -> list[tuple[str, bytes]]:
         )
         payload.set_header(Header.STATIC_INFERENCE)
         payload.set_status(Status.RUNTIME_ERROR)
-        inc_redis_conn_failed(_VERTEX)
+        increase_redis_conn_error(_VERTEX)
         return orjson.dumps(payload, option=orjson.OPT_SERIALIZE_NUMPY)
     except Exception as ex:
         LOGGER.exception(
@@ -100,8 +100,6 @@ def threshold(_: list[str], datum: Datum) -> list[tuple[str, bytes]]:
             (TRAIN_VTX_KEY, orjson.dumps(train_payload)),
             (POSTPROC_VTX_KEY, _get_static_thresh_payload(payload, metric_config)),
         ]
-    else:
-        inc_redis_conn_success(_VERTEX)
 
     if not thresh_artifact:
         LOGGER.info(
diff --git a/numaprom/udf/window.py b/numaprom/udf/window.py
index d157429..fc4219d 100644
--- a/numaprom/udf/window.py
+++ b/numaprom/udf/window.py
@@ -12,8 +12,8 @@
 from numaprom import LOGGER
 from numaprom.clients.sentinel import get_redis_client_from_conf
 from numaprom.entities import StreamPayload, Status, Header
+from numaprom.metrics import increase_redis_conn_error
 from numaprom.tools import msg_forward, create_composite_keys
-from numaprom.metrics import inc_redis_conn_success, inc_redis_conn_failed
 from numaprom.watcher import ConfigManager
 
 _VERTEX: Final[str] = "window"
@@ -91,9 +91,7 @@ def window(_: list[str], datum: Datum) -> bytes | None:
         elements = __aggregate_window(
             unique_key, msg["timestamp"], value, win_size, buff_size, recreate=True
         )
-        inc_redis_conn_failed(_VERTEX)
-    else:
-        inc_redis_conn_success(_VERTEX)
+        increase_redis_conn_error(_VERTEX)
 
     # Drop message if no of elements is less than sequence length needed
     if len(elements) < win_size: