diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterValue.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterValue.tsx
index 83f036576..eb9ace7e9 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterValue.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterValue.tsx
@@ -35,11 +35,8 @@ import Loading from 'src/components/Loading';
 import BasicErrorAlert from 'src/components/ErrorMessage/BasicErrorAlert';
 import { FeatureFlag, isFeatureEnabled } from 'src/featureFlags';
 import { waitForAsyncData } from 'src/middleware/asyncEvent';
-import {
-  setFocusedNativeFilter,
-  unsetFocusedNativeFilter,
-} from 'src/dashboard/actions/nativeFilters';
 import { ClientErrorObject } from 'src/utils/getClientErrorObject';
+import { dispatchFocusAction } from './utils';
 import { FilterProps } from './types';
 import { getFormData } from '../../utils';
 import { useCascadingFilters } from './state';
@@ -184,8 +181,8 @@ const FilterValue: React.FC<FilterProps> = ({
   const setDataMask = (dataMask: DataMask) =>
     onFilterSelectionChange(filter, dataMask);
 
-  const setFocusedFilter = () => dispatch(setFocusedNativeFilter(id));
-  const unsetFocusedFilter = () => dispatch(unsetFocusedNativeFilter());
+  const setFocusedFilter = () => dispatchFocusAction(dispatch, id);
+  const unsetFocusedFilter = () => dispatchFocusAction(dispatch);
 
   if (error) {
     return (
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/utils.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/utils.ts
index 19b50ddf6..0b6d9a78f 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/utils.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/utils.ts
@@ -16,6 +16,12 @@
  * specific language governing permissions and limitations
  * under the License.
  */
+import { debounce } from 'lodash';
+import { Dispatch } from 'react';
+import {
+  setFocusedNativeFilter,
+  unsetFocusedNativeFilter,
+} from 'src/dashboard/actions/nativeFilters';
 import { Filter } from '../../types';
 import { CascadeFilter } from '../CascadeFilters/types';
 import { mapParentFiltersToChildren } from '../utils';
@@ -36,3 +42,14 @@ export function buildCascadeFiltersTree(filters: Filter[]): CascadeFilter[] {
     .filter(filter => !filter.cascadeParentIds?.length)
     .map(getCascadeFilter);
 }
+
+export const dispatchFocusAction = debounce(
+  (dispatch: Dispatch<any>, id?: string) => {
+    if (id) {
+      dispatch(setFocusedNativeFilter(id));
+    } else {
+      dispatch(unsetFocusedNativeFilter());
+    }
+  },
+  300,
+);
diff --git a/superset-frontend/src/filters/components/Range/RangeFilterPlugin.tsx b/superset-frontend/src/filters/components/Range/RangeFilterPlugin.tsx
index d6b3b2561..462fc4a29 100644
--- a/superset-frontend/src/filters/components/Range/RangeFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/Range/RangeFilterPlugin.tsx
@@ -31,41 +31,47 @@ import { StatusMessage, StyledFormItem, Styles } from '../common';
 import { getRangeExtraFormData } from '../../utils';
 
 const Wrapper = styled.div<{ validateStatus?: 'error' | 'warning' | 'info' }>`
-  border: 1px solid transparent;
-  &:focus {
-    border: 1px solid
-      ${({ theme, validateStatus }) =>
-        theme.colors[validateStatus || 'primary']?.base};
-    outline: 0;
-    box-shadow: 0 0 0 3px
-      ${({ theme, validateStatus }) =>
-        rgba(theme.colors[validateStatus || 'primary']?.base, 0.2)};
-  }
-  & .ant-slider {
-    & .ant-slider-track {
-      background-color: ${({ theme, validateStatus }) =>
-        validateStatus && theme.colors[validateStatus]?.light1};
+  ${({ theme, validateStatus }) => `
+    border: 1px solid transparent;
+    &:focus {
+      border: 1px solid
+        ${theme.colors[validateStatus || 'primary']?.base};
+      outline: 0;
+      box-shadow: 0 0 0 3px
+        ${rgba(theme.colors[validateStatus || 'primary']?.base, 0.2)};
     }
-    & .ant-slider-handle {
-      border: ${({ theme, validateStatus }) =>
-        validateStatus && `2px solid ${theme.colors[validateStatus]?.light1}`};
-      &:focus {
-        box-shadow: 0 0 0 3px
-          ${({ theme, validateStatus }) =>
-            rgba(theme.colors[validateStatus || 'primary']?.base, 0.2)};
-      }
-    }
-    &:hover {
+    & .ant-slider {
+      margin-top: ${theme.gridUnit}px;
+      margin-bottom: ${theme.gridUnit * 5}px;
+
       & .ant-slider-track {
-        background-color: ${({ theme, validateStatus }) =>
-          validateStatus && theme.colors[validateStatus]?.base};
+        background-color: ${
+          validateStatus && theme.colors[validateStatus]?.light1
+        };
       }
       & .ant-slider-handle {
-        border: ${({ theme, validateStatus }) =>
-          validateStatus && `2px solid ${theme.colors[validateStatus]?.base}`};
+        border: ${
+          validateStatus && `2px solid ${theme.colors[validateStatus]?.light1}`
+        };
+        &:focus {
+          box-shadow: 0 0 0 3px
+            ${rgba(theme.colors[validateStatus || 'primary']?.base, 0.2)};
+        }
+      }
+      &:hover {
+        & .ant-slider-track {
+          background-color: ${
+            validateStatus && theme.colors[validateStatus]?.base
+          };
+        }
+        & .ant-slider-handle {
+          border: ${
+            validateStatus && `2px solid ${theme.colors[validateStatus]?.base}`
+          };
+        }
       }
     }
-  }
+  `}
 `;
 
 export default function RangeFilterPlugin(props: PluginFilterRangeProps) {
diff --git a/superset-frontend/src/filters/components/Select/SelectFilterPlugin.tsx b/superset-frontend/src/filters/components/Select/SelectFilterPlugin.tsx
index 6c5b9a1cf..cac3da8f5 100644
--- a/superset-frontend/src/filters/components/Select/SelectFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/Select/SelectFilterPlugin.tsx
@@ -308,7 +308,8 @@ export default function PluginFilterSelect(props: PluginFilterSelectProps) {
             }
             return originNode;
           }}
-          onFocus={setFocusedFilter}
+          onMouseEnter={setFocusedFilter}
+          onMouseLeave={unsetFocusedFilter}
           // @ts-ignore
           onChange={handleChange}
           ref={inputRef}
diff --git a/superset-frontend/src/filters/components/TimeColumn/TimeColumnFilterPlugin.tsx b/superset-frontend/src/filters/components/TimeColumn/TimeColumnFilterPlugin.tsx
index d49e756a5..62127da1b 100644
--- a/superset-frontend/src/filters/components/TimeColumn/TimeColumnFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/TimeColumn/TimeColumnFilterPlugin.tsx
@@ -103,8 +103,8 @@ export default function PluginFilterTimeColumn(
           placeholder={placeholderText}
           // @ts-ignore
           onChange={handleChange}
-          onBlur={unsetFocusedFilter}
-          onFocus={setFocusedFilter}
+          onMouseEnter={setFocusedFilter}
+          onMouseLeave={unsetFocusedFilter}
           ref={inputRef}
         >
           {timeColumns.map(
diff --git a/superset-frontend/src/filters/components/TimeGrain/TimeGrainFilterPlugin.tsx b/superset-frontend/src/filters/components/TimeGrain/TimeGrainFilterPlugin.tsx
index 5db92c3c3..22442be3a 100644
--- a/superset-frontend/src/filters/components/TimeGrain/TimeGrainFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/TimeGrain/TimeGrainFilterPlugin.tsx
@@ -113,8 +113,8 @@ export default function PluginFilterTimegrain(
           placeholder={placeholderText}
           // @ts-ignore
           onChange={handleChange}
-          onBlur={unsetFocusedFilter}
-          onFocus={setFocusedFilter}
+          onMouseEnter={setFocusedFilter}
+          onMouseLeave={unsetFocusedFilter}
           ref={inputRef}
         >
           {(data || []).map((row: { name: string; duration: string }) => {