diff --git a/src/plugins/data_views/common/data_views/data_views.ts b/src/plugins/data_views/common/data_views/data_views.ts
index 098e895324aa7..b263c7d77fe3b 100644
--- a/src/plugins/data_views/common/data_views/data_views.ts
+++ b/src/plugins/data_views/common/data_views/data_views.ts
@@ -113,7 +113,17 @@ export class DataViewsService {
   private savedObjectsCache?: Array<SavedObject<IndexPatternSavedObjectAttrs>> | null;
   private apiClient: IDataViewsApiClient;
   private fieldFormats: FieldFormatsStartCommon;
+  /**
+   *  Handler for service notifications
+   * @param toastInputFields notification content in toast format
+   * @param key used to indicate uniqueness of the notification
+   */
   private onNotification: OnNotification;
+  /*
+   *   Handler for service errors
+   * @param error notification content in toast format
+   * @param key used to indicate uniqueness of the error
+   */
   private onError: OnError;
   private dataViewCache: ReturnType<typeof createDataViewCache>;
   public getCanSave: () => Promise<boolean>;
@@ -333,15 +343,22 @@ export class DataViewsService {
       indexPattern.fields.replaceAll(fieldsWithSavedAttrs);
     } catch (err) {
       if (err instanceof DataViewMissingIndices) {
-        this.onNotification({ title: err.message, color: 'danger', iconType: 'alert' });
+        this.onNotification(
+          { title: err.message, color: 'danger', iconType: 'alert' },
+          `refreshFields:${indexPattern.title}`
+        );
       }
 
-      this.onError(err, {
-        title: i18n.translate('dataViews.fetchFieldErrorTitle', {
-          defaultMessage: 'Error fetching fields for data view {title} (ID: {id})',
-          values: { id: indexPattern.id, title: indexPattern.title },
-        }),
-      });
+      this.onError(
+        err,
+        {
+          title: i18n.translate('dataViews.fetchFieldErrorTitle', {
+            defaultMessage: 'Error fetching fields for data view {title} (ID: {id})',
+            values: { id: indexPattern.id, title: indexPattern.title },
+          }),
+        },
+        indexPattern.title
+      );
     }
   };
 
@@ -378,16 +395,23 @@ export class DataViewsService {
       return this.fieldArrayToMap(updatedFieldList, fieldAttrs);
     } catch (err) {
       if (err instanceof DataViewMissingIndices) {
-        this.onNotification({ title: err.message, color: 'danger', iconType: 'alert' });
+        this.onNotification(
+          { title: err.message, color: 'danger', iconType: 'alert' },
+          `refreshFieldSpecMap:${title}`
+        );
         return {};
       }
 
-      this.onError(err, {
-        title: i18n.translate('dataViews.fetchFieldErrorTitle', {
-          defaultMessage: 'Error fetching fields for data view {title} (ID: {id})',
-          values: { id, title },
-        }),
-      });
+      this.onError(
+        err,
+        {
+          title: i18n.translate('dataViews.fetchFieldErrorTitle', {
+            defaultMessage: 'Error fetching fields for data view {title} (ID: {id})',
+            values: { id, title },
+          }),
+        },
+        title
+      );
       throw err;
     }
   };
@@ -530,18 +554,25 @@ export class DataViewsService {
       }
     } catch (err) {
       if (err instanceof DataViewMissingIndices) {
-        this.onNotification({
-          title: err.message,
-          color: 'danger',
-          iconType: 'alert',
-        });
+        this.onNotification(
+          {
+            title: err.message,
+            color: 'danger',
+            iconType: 'alert',
+          },
+          `initFromSavedObject:${title}`
+        );
       } else {
-        this.onError(err, {
-          title: i18n.translate('dataViews.fetchFieldErrorTitle', {
-            defaultMessage: 'Error fetching fields for data view {title} (ID: {id})',
-            values: { id: savedObject.id, title },
-          }),
-        });
+        this.onError(
+          err,
+          {
+            title: i18n.translate('dataViews.fetchFieldErrorTitle', {
+              defaultMessage: 'Error fetching fields for data view {title} (ID: {id})',
+              values: { id: savedObject.id, title },
+            }),
+          },
+          title || ''
+        );
       }
     }
 
@@ -718,7 +749,10 @@ export class DataViewsService {
                 'Unable to write data view! Refresh the page to get the most up to date changes for this data view.',
             });
 
-            this.onNotification({ title, color: 'danger' });
+            this.onNotification(
+              { title, color: 'danger' },
+              `updateSavedObject:${indexPattern.title}`
+            );
             throw err;
           }
 
diff --git a/src/plugins/data_views/common/types.ts b/src/plugins/data_views/common/types.ts
index 4032d83b24c5a..f4bed383d8447 100644
--- a/src/plugins/data_views/common/types.ts
+++ b/src/plugins/data_views/common/types.ts
@@ -123,8 +123,8 @@ export interface FieldAttrSet {
   count?: number;
 }
 
-export type OnNotification = (toastInputFields: ToastInputFields) => void;
-export type OnError = (error: Error, toastInputFields: ErrorToastOptions) => void;
+export type OnNotification = (toastInputFields: ToastInputFields, key: string) => void;
+export type OnError = (error: Error, toastInputFields: ErrorToastOptions, key: string) => void;
 
 export interface UiSettingsCommon {
   get: <T = any>(key: string) => Promise<T>;
diff --git a/src/plugins/data_views/public/debounce_by_key.test.ts b/src/plugins/data_views/public/debounce_by_key.test.ts
new file mode 100644
index 0000000000000..c5fba82fdcfdf
--- /dev/null
+++ b/src/plugins/data_views/public/debounce_by_key.test.ts
@@ -0,0 +1,31 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0 and the Server Side Public License, v 1; you may not use this file except
+ * in compliance with, at your election, the Elastic License 2.0 or the Server
+ * Side Public License, v 1.
+ */
+
+import { debounceByKey } from './debounce_by_key';
+
+describe('debounceByKey', () => {
+  test('debounce, confirm params', async () => {
+    const fn = jest.fn();
+    const fn2 = jest.fn();
+
+    const debouncedFn = debounceByKey(fn, 1000);
+    const debouncedFn2 = debounceByKey(fn2, 1000);
+
+    // debounces based on key, not params
+    debouncedFn('a')(1);
+    debouncedFn('a')(2);
+
+    debouncedFn2('b')(2);
+    debouncedFn2('b')(1);
+
+    expect(fn).toBeCalledTimes(1);
+    expect(fn).toBeCalledWith(1);
+    expect(fn2).toBeCalledTimes(1);
+    expect(fn2).toBeCalledWith(2);
+  });
+});
diff --git a/src/plugins/data_views/public/debounce_by_key.ts b/src/plugins/data_views/public/debounce_by_key.ts
new file mode 100644
index 0000000000000..c8ae7094a6437
--- /dev/null
+++ b/src/plugins/data_views/public/debounce_by_key.ts
@@ -0,0 +1,24 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0 and the Server Side Public License, v 1; you may not use this file except
+ * in compliance with, at your election, the Elastic License 2.0 or the Server
+ * Side Public License, v 1.
+ */
+
+import { debounce } from 'lodash';
+
+export const debounceByKey = <F extends (...args: any) => any>(
+  fn: F,
+  waitInMs: number
+): ((key: string) => F) => {
+  const debouncerCollector: Record<string, F> = {};
+  return (key: string) => {
+    if (!debouncerCollector[key]) {
+      debouncerCollector[key] = debounce(fn, waitInMs, {
+        leading: true,
+      });
+    }
+    return debouncerCollector[key];
+  };
+};
diff --git a/src/plugins/data_views/public/plugin.ts b/src/plugins/data_views/public/plugin.ts
index 95378df130c46..5c3ad2c33307d 100644
--- a/src/plugins/data_views/public/plugin.ts
+++ b/src/plugins/data_views/public/plugin.ts
@@ -25,6 +25,8 @@ import {
 import { DataViewsServicePublic } from './data_views_service_public';
 import { HasData } from './services';
 
+import { debounceByKey } from './debounce_by_key';
+
 export class DataViewsPublicPlugin
   implements
     Plugin<
@@ -50,16 +52,28 @@ export class DataViewsPublicPlugin
     { fieldFormats }: DataViewsPublicStartDependencies
   ): DataViewsPublicPluginStart {
     const { uiSettings, http, notifications, savedObjects, theme, overlays, application } = core;
+
+    const onNotifDebounced = debounceByKey(
+      notifications.toasts.add.bind(notifications.toasts),
+      10000
+    );
+    const onErrorDebounced = debounceByKey(
+      notifications.toasts.addError.bind(notifications.toasts),
+      10000
+    );
+
     return new DataViewsServicePublic({
       hasData: this.hasData.start(core),
       uiSettings: new UiSettingsPublicToCommon(uiSettings),
       savedObjectsClient: new SavedObjectsClientPublicToCommon(savedObjects.client),
       apiClient: new DataViewsApiClient(http),
       fieldFormats,
-      onNotification: (toastInputFields) => {
-        notifications.toasts.add(toastInputFields);
+      onNotification: (toastInputFields, key) => {
+        onNotifDebounced(key)(toastInputFields);
+      },
+      onError: (error, toastInputFields, key) => {
+        onErrorDebounced(key)(error, toastInputFields);
       },
-      onError: notifications.toasts.addError.bind(notifications.toasts),
       onRedirectNoIndexPattern: onRedirectNoIndexPattern(
         application.capabilities,
         application.navigateToApp,