diff --git a/CHANGELOG.md b/CHANGELOG.md
index e18a9d5fc13..bd60d0381cf 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -22,6 +22,7 @@ The types of changes are:
 - Added support for SSO Login with multiple providers (Fides Plus feature) [#5134](https://github.com/ethyca/fides/pull/5134)
 - Adds user_read scope to approver role so that they can update their own password [#5178](https://github.com/ethyca/fides/pull/5178)
 - Added PATCH endpoint for partially updating connection secrets [#5172](https://github.com/ethyca/fides/pull/5172)
+- Add success toast on confirming classification in data discovery tables [#5182](https://github.com/ethyca/fides/pull/5182)
 
 ### Fixed
 - Fixed the OAuth2 configuration for the Snap integration [#5158](https://github.com/ethyca/fides/pull/5158)
diff --git a/clients/admin-ui/src/features/data-discovery-and-detection/DetectionItemActions.tsx b/clients/admin-ui/src/features/data-discovery-and-detection/DetectionItemActions.tsx
index d868ab65e62..c0adbc7370d 100644
--- a/clients/admin-ui/src/features/data-discovery-and-detection/DetectionItemActions.tsx
+++ b/clients/admin-ui/src/features/data-discovery-and-detection/DetectionItemActions.tsx
@@ -12,7 +12,6 @@ import { DiffStatus, StagedResource } from "~/types/api";
 
 import { MonitorOffIcon } from "../common/Icon/MonitorOffIcon";
 import { MonitorOnIcon } from "../common/Icon/MonitorOnIcon";
-import { TrashCanOutlineIcon } from "../common/Icon/TrashCanOutlineIcon";
 import ActionButton from "./ActionButton";
 import {
   useConfirmResourceMutation,
@@ -59,8 +58,6 @@ const DetectionItemAction = ({ resource }: DetectionItemActionProps) => {
     (childDiffStatus[DiffStatus.ADDITION] ||
       childDiffStatus[DiffStatus.REMOVAL]);
 
-  const showRemoveAction = false;
-
   return (
     <HStack onClick={(e) => e.stopPropagation()}>
       {showStartMonitoringAction && (
@@ -110,21 +107,10 @@ const DetectionItemAction = ({ resource }: DetectionItemActionProps) => {
               staged_resource_urn: resource.urn,
               monitor_config_id: resource.monitor_config_id!,
             });
-            setIsProcessingAction(false);
-          }}
-          disabled={isProcessingAction}
-        />
-      )}
-      {showRemoveAction && (
-        <ActionButton
-          title="Drop"
-          icon={<TrashCanOutlineIcon />}
-          onClick={async () => {
-            setIsProcessingAction(true);
-            await confirmResourceMutation({
-              staged_resource_urn: resource.urn,
-              monitor_config_id: resource.monitor_config_id!,
-            });
+            successAlert(
+              `These changes have been added to a Fides dataset. To view, navigate to "Manage datasets".`,
+              `Table changes confirmed`,
+            );
             setIsProcessingAction(false);
           }}
           disabled={isProcessingAction}
diff --git a/clients/admin-ui/src/features/data-discovery-and-detection/DiscoveryItemActions.tsx b/clients/admin-ui/src/features/data-discovery-and-detection/DiscoveryItemActions.tsx
index a3f60aa5d82..4e97d25ca5c 100644
--- a/clients/admin-ui/src/features/data-discovery-and-detection/DiscoveryItemActions.tsx
+++ b/clients/admin-ui/src/features/data-discovery-and-detection/DiscoveryItemActions.tsx
@@ -1,6 +1,7 @@
 import { ButtonSpinner, CheckIcon, HStack, ViewOffIcon } from "fidesui";
 import { useState } from "react";
 
+import { useAlert } from "~/features/common/hooks";
 import { DiffStatus, StagedResource } from "~/types/api";
 
 import ActionButton from "./ActionButton";
@@ -22,6 +23,8 @@ const DiscoveryItemActions = ({ resource }: DiscoveryItemActionsProps) => {
 
   const [isProcessingAction, setIsProcessingAction] = useState(false);
 
+  const { successAlert } = useAlert();
+
   const { diff_status: diffStatus, child_diff_statuses: childDiffStatus } =
     resource;
 
@@ -56,6 +59,10 @@ const DiscoveryItemActions = ({ resource }: DiscoveryItemActionsProps) => {
             await promoteResourceMutation({
               staged_resource_urn: resource.urn,
             });
+            successAlert(
+              `These changes have been added to a Fides dataset. To view, navigate to "Manage datasets".`,
+              `Table changes confirmed`,
+            );
             setIsProcessingAction(false);
           }}
           disabled={isProcessingAction}