diff --git a/superset-frontend/cypress-base/cypress/integration/dashboard/nativeFilters.test.ts b/superset-frontend/cypress-base/cypress/integration/dashboard/nativeFilters.test.ts
index b06c1b3ce38f4..e0eccfa520150 100644
--- a/superset-frontend/cypress-base/cypress/integration/dashboard/nativeFilters.test.ts
+++ b/superset-frontend/cypress-base/cypress/integration/dashboard/nativeFilters.test.ts
@@ -22,11 +22,7 @@ import {
   nativeFilters,
   exploreView,
 } from 'cypress/support/directories';
-import {
-  testItems,
-  WORLD_HEALTH_CHARTS,
-  waitForChartLoad,
-} from './dashboard.helper';
+import { testItems } from './dashboard.helper';
 import { DASHBOARD_LIST } from '../dashboard_list/dashboard_list.helper';
 import { CHART_LIST } from '../chart_list/chart_list.helper';
 import { FORM_DATA_DEFAULTS } from '../explore/visualizations/shared.helper';
@@ -263,7 +259,6 @@ describe('Nativefilters Sanity test', () => {
       'Filter has default value',
       'Can select multiple values',
       'Filter value is required',
-      'Filter is hierarchical',
       'Select first filter value by default',
       'Inverse selection',
       'Dynamically search all filter values',
@@ -534,114 +529,6 @@ describe('Nativefilters Sanity test', () => {
       .contains('year')
       .should('be.visible');
   });
-  it('User can create parent filters using "Filter is hierarchical"', () => {
-    cy.get(nativeFilters.filterFromDashboardView.expand).click({ force: true });
-    // Create region filter
-    cy.get(nativeFilters.filterFromDashboardView.createFilterButton)
-      .should('be.visible')
-      .click();
-    cy.get(nativeFilters.filtersPanel.filterTypeInput)
-      .find(nativeFilters.filtersPanel.filterTypeItem)
-      .click({ force: true });
-    cy.get('[label="Value"]').click();
-    cy.get(nativeFilters.modal.container)
-      .find(nativeFilters.filtersPanel.datasetName)
-      .click({ force: true })
-      .within(() =>
-        cy
-          .get('input')
-          .type('wb_health_population{enter}', { delay: 50, force: true }),
-      );
-    cy.get(nativeFilters.modal.container)
-      .find(nativeFilters.filtersPanel.filterName)
-      .click({ force: true })
-      .clear()
-      .type('region', { scrollBehavior: false, force: true });
-    cy.wait(3000);
-    cy.get(nativeFilters.silentLoading).should('not.exist');
-    cy.get(nativeFilters.filtersPanel.filterInfoInput)
-      .last()
-      .should('be.visible')
-      .click({ force: true });
-    cy.get(nativeFilters.filtersPanel.filterInfoInput).last().type('region');
-    cy.get(nativeFilters.filtersPanel.inputDropdown)
-      .last()
-      .should('be.visible', { timeout: 20000 })
-      .click({ force: true });
-    // Create country filter
-    cy.get(nativeFilters.addFilterButton.button)
-      .first()
-      .click({ force: true })
-      .then(() => {
-        cy.get(nativeFilters.addFilterButton.dropdownItem)
-          .contains('Filter')
-          .click({ force: true });
-      });
-    cy.get(nativeFilters.filtersPanel.filterTypeInput)
-      .find(nativeFilters.filtersPanel.filterTypeItem)
-      .last()
-      .click({ force: true });
-    cy.get('[label="Value"]').last().click({ force: true });
-    cy.get(nativeFilters.modal.container)
-      .find(nativeFilters.filtersPanel.datasetName)
-      .last()
-      .click({ scrollBehavior: false })
-      .within(() =>
-        cy
-          .get('input')
-          .clear({ force: true })
-          .type('wb_health_population{enter}', {
-            delay: 50,
-            force: true,
-            scrollBehavior: false,
-          }),
-      );
-    cy.get(nativeFilters.filtersPanel.filterInfoInput)
-      .last()
-      .should('be.visible')
-      .click({ force: true });
-    cy.get(nativeFilters.filtersPanel.inputDropdown)
-      .should('be.visible', { timeout: 20000 })
-      .last()
-      .click();
-    cy.get(nativeFilters.modal.container)
-      .find(nativeFilters.filtersPanel.filterName)
-      .last()
-      .click({ force: true })
-      .type('country', { scrollBehavior: false, force: true });
-    cy.get(nativeFilters.silentLoading).should('not.exist');
-    cy.get(nativeFilters.filtersPanel.filterInfoInput)
-      .last()
-      .click({ force: true });
-    cy.get(nativeFilters.filtersPanel.filterInfoInput)
-      .last()
-      .type('country_name', { delay: 50, scrollBehavior: false, force: true });
-    cy.get(nativeFilters.filtersPanel.inputDropdown)
-      .last()
-      .should('be.visible', { timeout: 20000 })
-      .click({ force: true });
-    // Setup parent filter
-    cy.get(nativeFilters.filterConfigurationSections.displayedSection).within(
-      () => {
-        cy.contains('Filter is hierarchical').should('be.visible').click();
-        cy.wait(1000);
-        cy.get(nativeFilters.filterConfigurationSections.parentFilterInput)
-          .click()
-          .type('region{enter}', { delay: 30 });
-      },
-    );
-    cy.get(nativeFilters.modal.footer)
-      .contains('Save')
-      .should('be.visible')
-      .click();
-    WORLD_HEALTH_CHARTS.forEach(waitForChartLoad);
-    // assert that native filter is created
-    cy.get(nativeFilters.filterFromDashboardView.filterName)
-      .should('be.visible')
-      .contains('region');
-    cy.get(nativeFilters.filterIcon).click();
-    cy.contains('Select parent filters (2)').should('be.visible');
-  });
 });
 
 xdescribe('Nativefilters', () => {
diff --git a/superset-frontend/packages/superset-ui-core/src/chart/components/SuperChart.tsx b/superset-frontend/packages/superset-ui-core/src/chart/components/SuperChart.tsx
index a8e559244462d..4a9a29f206ef6 100644
--- a/superset-frontend/packages/superset-ui-core/src/chart/components/SuperChart.tsx
+++ b/superset-frontend/packages/superset-ui-core/src/chart/components/SuperChart.tsx
@@ -63,6 +63,8 @@ export type Props = Omit<SuperChartCoreProps, 'chartProps'> &
     showOverflow?: boolean;
     /** Prop for popovercontainer ref */
     parentRef?: RefObject<any>;
+    /** Prop for chart ref */
+    inputRef?: RefObject<any>;
     /** Chart width */
     height?: number | string;
     /** Chart height */
diff --git a/superset-frontend/packages/superset-ui-core/src/chart/models/ChartProps.ts b/superset-frontend/packages/superset-ui-core/src/chart/models/ChartProps.ts
index bb0ab5d6f45e2..54dda97bb30ec 100644
--- a/superset-frontend/packages/superset-ui-core/src/chart/models/ChartProps.ts
+++ b/superset-frontend/packages/superset-ui-core/src/chart/models/ChartProps.ts
@@ -20,6 +20,7 @@
 /** Type checking is disabled for this file due to reselect only supporting
  * TS declarations for selectors with up to 12 arguments. */
 // @ts-nocheck
+import { RefObject } from 'react';
 import { createSelector } from 'reselect';
 import {
   AppSection,
@@ -90,6 +91,8 @@ export interface ChartPropsConfig {
   appSection?: AppSection;
   /** is the chart refreshing its contents */
   isRefreshing?: boolean;
+  /** chart ref */
+  inputRef?: RefObject<any>;
 }
 
 const DEFAULT_WIDTH = 800;
@@ -128,6 +131,8 @@ export default class ChartProps<FormData extends RawFormData = RawFormData> {
 
   isRefreshing?: boolean;
 
+  inputRef?: RefObject<any>;
+
   constructor(config: ChartPropsConfig & { formData?: FormData } = {}) {
     const {
       annotationData = {},
@@ -143,6 +148,7 @@ export default class ChartProps<FormData extends RawFormData = RawFormData> {
       height = DEFAULT_HEIGHT,
       appSection,
       isRefreshing,
+      inputRef,
     } = config;
     this.width = width;
     this.height = height;
@@ -159,6 +165,7 @@ export default class ChartProps<FormData extends RawFormData = RawFormData> {
     this.behaviors = behaviors;
     this.appSection = appSection;
     this.isRefreshing = isRefreshing;
+    this.inputRef = inputRef;
   }
 }
 
@@ -178,6 +185,7 @@ ChartProps.createSelector = function create(): ChartPropsSelector {
     input => input.behaviors,
     input => input.appSection,
     input => input.isRefreshing,
+    input => input.inputRef,
     (
       annotationData,
       datasource,
@@ -192,6 +200,7 @@ ChartProps.createSelector = function create(): ChartPropsSelector {
       behaviors,
       appSection,
       isRefreshing,
+      inputRef,
     ) =>
       new ChartProps({
         annotationData,
@@ -207,6 +216,7 @@ ChartProps.createSelector = function create(): ChartPropsSelector {
         behaviors,
         appSection,
         isRefreshing,
+        inputRef,
       }),
   );
 };
diff --git a/superset-frontend/packages/superset-ui-core/src/dashboard/types/Base.ts b/superset-frontend/packages/superset-ui-core/src/dashboard/types/Base.ts
index fbd631d259145..af7ca34dde1ec 100644
--- a/superset-frontend/packages/superset-ui-core/src/dashboard/types/Base.ts
+++ b/superset-frontend/packages/superset-ui-core/src/dashboard/types/Base.ts
@@ -65,7 +65,7 @@ export type FilterSets = {
   [filtersSetId: string]: FilterSet;
 };
 
-export interface Filter {
+export type Filter = {
   cascadeParentIds: string[];
   defaultDataMask: DataMask;
   id: string; // randomly generated at filter creation
@@ -90,19 +90,31 @@ export interface Filter {
   chartsInScope?: number[];
   type: typeof NativeFilterType.NATIVE_FILTER;
   description: string;
-}
+};
 
-export interface Divider {
+export type Divider = Partial<Omit<Filter, 'id' | 'type'>> & {
   id: string;
   title: string;
   description: string;
   type: typeof NativeFilterType.DIVIDER;
+};
+
+export function isNativeFilter(
+  filterElement: Filter | Divider,
+): filterElement is Filter {
+  return filterElement.type === NativeFilterType.NATIVE_FILTER;
+}
+
+export function isFilterDivider(
+  filterElement: Filter | Divider,
+): filterElement is Divider {
+  return filterElement.type === NativeFilterType.DIVIDER;
 }
 
 export type FilterConfiguration = Array<Filter | Divider>;
 
 export type Filters = {
-  [filterId: string]: Filter;
+  [filterId: string]: Filter | Divider;
 };
 
 export type NativeFiltersState = {
diff --git a/superset-frontend/spec/fixtures/mockNativeFilters.ts b/superset-frontend/spec/fixtures/mockNativeFilters.ts
index 516a2c5aa3b14..32aeaa9290a1a 100644
--- a/superset-frontend/spec/fixtures/mockNativeFilters.ts
+++ b/superset-frontend/spec/fixtures/mockNativeFilters.ts
@@ -456,7 +456,7 @@ export const mockQueryDataForCountries = [
 export const buildNativeFilter = (
   id: string,
   name: string,
-  parents: string[],
+  dependencies: string[],
 ) => ({
   id,
   controlValues: {
@@ -481,7 +481,7 @@ export const buildNativeFilter = (
     filterState: {},
     ownState: {},
   },
-  cascadeParentIds: parents,
+  cascadeParentIds: dependencies,
   scope: {
     rootPath: ['ROOT_ID'],
     excluded: [],
diff --git a/superset-frontend/src/components/Select/Select.tsx b/superset-frontend/src/components/Select/Select.tsx
index 12b481bcc0f78..ec13791cd7869 100644
--- a/superset-frontend/src/components/Select/Select.tsx
+++ b/superset-frontend/src/components/Select/Select.tsx
@@ -17,6 +17,7 @@
  * under the License.
  */
 import React, {
+  forwardRef,
   ReactElement,
   ReactNode,
   RefObject,
@@ -59,6 +60,7 @@ type PickedSelectProps = Pick<
   | 'onClear'
   | 'onFocus'
   | 'onBlur'
+  | 'onDropdownVisibleChange'
   | 'placeholder'
   | 'showSearch'
   | 'value'
@@ -264,31 +266,35 @@ const getQueryCacheKey = (value: string, page: number, pageSize: number) =>
  * Each of the categories come with different abilities. For a comprehensive guide please refer to
  * the storybook in src/components/Select/Select.stories.tsx.
  */
-const Select = ({
-  allowNewOptions = false,
-  ariaLabel,
-  fetchOnlyOnSearch,
-  filterOption = true,
-  header = null,
-  invertSelection = false,
-  labelInValue = false,
-  lazyLoading = true,
-  loading,
-  mode = 'single',
-  name,
-  notFoundContent,
-  onError,
-  onChange,
-  onClear,
-  optionFilterProps = ['label', 'value'],
-  options,
-  pageSize = DEFAULT_PAGE_SIZE,
-  placeholder = t('Select ...'),
-  showSearch = true,
-  sortComparator = defaultSortComparator,
-  value,
-  ...props
-}: SelectProps) => {
+const Select = (
+  {
+    allowNewOptions = false,
+    ariaLabel,
+    fetchOnlyOnSearch,
+    filterOption = true,
+    header = null,
+    invertSelection = false,
+    labelInValue = false,
+    lazyLoading = true,
+    loading,
+    mode = 'single',
+    name,
+    notFoundContent,
+    onError,
+    onChange,
+    onClear,
+    onDropdownVisibleChange,
+    optionFilterProps = ['label', 'value'],
+    options,
+    pageSize = DEFAULT_PAGE_SIZE,
+    placeholder = t('Select ...'),
+    showSearch = true,
+    sortComparator = defaultSortComparator,
+    value,
+    ...props
+  }: SelectProps,
+  ref: RefObject<HTMLInputElement>,
+) => {
   const isAsync = typeof options === 'function';
   const isSingleMode = mode === 'single';
   const shouldShowSearch = isAsync || allowNewOptions ? true : showSearch;
@@ -616,6 +622,10 @@ const Select = ({
     if (!isSingleMode && isDropdownVisible) {
       handleTopOptions(selectValue);
     }
+
+    if (onDropdownVisibleChange) {
+      onDropdownVisibleChange(isDropdownVisible);
+    }
   };
 
   const dropdownRender = (
@@ -759,6 +769,7 @@ const Select = ({
             <StyledCheckOutlined iconSize="m" />
           )
         }
+        ref={ref}
         {...props}
       >
         {shouldUseChildrenOptions &&
@@ -779,4 +790,4 @@ const Select = ({
   );
 };
 
-export default Select;
+export default forwardRef(Select);
diff --git a/superset-frontend/src/dashboard/components/DashboardBuilder/DashboardContainer.tsx b/superset-frontend/src/dashboard/components/DashboardBuilder/DashboardContainer.tsx
index aebb2a14071fd..50e53b9c7fc79 100644
--- a/superset-frontend/src/dashboard/components/DashboardBuilder/DashboardContainer.tsx
+++ b/superset-frontend/src/dashboard/components/DashboardBuilder/DashboardContainer.tsx
@@ -20,7 +20,12 @@
 // when its container size changes, due to e.g., builder side panel opening
 import React, { FC, useEffect, useState } from 'react';
 import { useDispatch, useSelector } from 'react-redux';
-import { FeatureFlag, Filters, isFeatureEnabled } from '@superset-ui/core';
+import {
+  FeatureFlag,
+  Filter,
+  Filters,
+  isFeatureEnabled,
+} from '@superset-ui/core';
 import { ParentSize } from '@vx/responsive';
 import Tabs from 'src/components/Tabs';
 import DashboardGrid from 'src/dashboard/containers/DashboardGrid';
@@ -68,11 +73,13 @@ const DashboardContainer: FC<DashboardContainerProps> = ({ topLevelTabs }) => {
   }, [getLeafComponentIdFromPath(directPathToChild)]);
 
   // recalculate charts and tabs in scopes of native filters only when a scope or dashboard layout changes
-  const filterScopes = Object.values(nativeFilters ?? {}).map(filter => ({
-    id: filter.id,
-    scope: filter.scope,
-    type: filter.type,
-  }));
+  const filterScopes = Object.values(nativeFilters ?? {}).map(
+    (filter: Filter) => ({
+      id: filter.id,
+      scope: filter.scope,
+      type: filter.type,
+    }),
+  );
   useEffect(() => {
     if (
       !isFeatureEnabled(FeatureFlag.DASHBOARD_NATIVE_FILTERS) ||
@@ -92,7 +99,6 @@ const DashboardContainer: FC<DashboardContainerProps> = ({ topLevelTabs }) => {
       const chartsInScope: number[] = getChartIdsInFilterScope({
         filterScope: {
           scope: scope.rootPath,
-          // @ts-ignore
           immune: scope.excluded,
         },
       });
diff --git a/superset-frontend/src/dashboard/components/DashboardBuilder/state.ts b/superset-frontend/src/dashboard/components/DashboardBuilder/state.ts
index 51d255db10442..4c56ab87eb95a 100644
--- a/superset-frontend/src/dashboard/components/DashboardBuilder/state.ts
+++ b/superset-frontend/src/dashboard/components/DashboardBuilder/state.ts
@@ -17,7 +17,6 @@
  * under the License.
  */
 import { useSelector } from 'react-redux';
-import { Filter } from '@superset-ui/core';
 import { FeatureFlag, isFeatureEnabled } from 'src/featureFlags';
 import { useCallback, useEffect, useState, useContext } from 'react';
 import { URL_PARAMS } from 'src/constants';
@@ -44,7 +43,7 @@ export const useNativeFilters = () => {
   );
 
   const filters = useFilters();
-  const filterValues = Object.values<Filter>(filters);
+  const filterValues = Object.values(filters);
 
   const nativeFiltersEnabled =
     showNativeFilters &&
diff --git a/superset-frontend/src/dashboard/components/FiltersBadge/selectors.ts b/superset-frontend/src/dashboard/components/FiltersBadge/selectors.ts
index 3eafe248a15ba..2c6022a8b2352 100644
--- a/superset-frontend/src/dashboard/components/FiltersBadge/selectors.ts
+++ b/superset-frontend/src/dashboard/components/FiltersBadge/selectors.ts
@@ -280,7 +280,7 @@ export const selectNativeIndicatorsForChart = (
             ),
         )
         .map(nativeFilter => {
-          const column = nativeFilter.targets[0]?.column?.name;
+          const column = nativeFilter.targets?.[0]?.column?.name;
           const filterState = dataMask[nativeFilter.id]?.filterState;
           const label = extractLabel(filterState);
           return {
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadeFilterControl/CascadeFilterControl.test.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadeFilterControl/CascadeFilterControl.test.tsx
deleted file mode 100644
index 4d7d92cdff9ce..0000000000000
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadeFilterControl/CascadeFilterControl.test.tsx
+++ /dev/null
@@ -1,95 +0,0 @@
-/**
- * Licensed to the Apache Software Foundation (ASF) under one
- * or more contributor license agreements.  See the NOTICE file
- * distributed with this work for additional information
- * regarding copyright ownership.  The ASF licenses this file
- * to you under the Apache License, Version 2.0 (the
- * "License"); you may not use this file except in compliance
- * with the License.  You may obtain a copy of the License at
- *
- *   http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing,
- * software distributed under the License is distributed on an
- * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- * KIND, either express or implied.  See the License for the
- * specific language governing permissions and limitations
- * under the License.
- */
-import React from 'react';
-import { fireEvent, render, screen } from 'spec/helpers/testing-library';
-import { mockStore } from 'spec/fixtures/mockStore';
-import { Provider } from 'react-redux';
-import { nativeFiltersInfo } from 'src/dashboard/fixtures/mockNativeFilters';
-import CascadeFilterControl, { CascadeFilterControlProps } from '.';
-
-const createProps = (defaultsId = nativeFiltersInfo.filters.DefaultsID) => ({
-  filter: {
-    ...defaultsId,
-    cascadeChildren: [
-      {
-        ...defaultsId,
-        name: 'test child filter 1',
-        cascadeChildren: [],
-      },
-      {
-        ...defaultsId,
-        name: 'test child filter 2',
-        cascadeChildren: [
-          {
-            ...defaultsId,
-            name: 'test child of a child filter',
-            cascadeChildren: [],
-          },
-        ],
-      },
-    ],
-  },
-  onFilterSelectionChange: jest.fn(),
-});
-
-const setup = (props: CascadeFilterControlProps) => (
-  <Provider store={mockStore}>
-    <CascadeFilterControl {...props} />
-  </Provider>
-);
-
-test('should render', () => {
-  const { container } = render(setup(createProps()));
-  expect(container).toBeInTheDocument();
-});
-
-test('should render the filter name', () => {
-  render(setup(createProps()));
-  expect(screen.getByText('test')).toBeInTheDocument();
-});
-
-test('should render the children filter names', () => {
-  render(setup(createProps()));
-  expect(screen.getByText('test child filter 1')).toBeInTheDocument();
-  expect(screen.getByText('test child filter 2')).toBeInTheDocument();
-});
-
-test('should render the child of a child filter name', () => {
-  render(setup(createProps()));
-  expect(screen.getByText('test child of a child filter')).toBeInTheDocument();
-});
-
-test('should render tooltip if description is not empty', async () => {
-  render(setup(createProps()));
-  expect(screen.getByText('test')).toBeInTheDocument();
-  const toolTip = screen.getByText('test')?.parentElement?.querySelector('i');
-  expect(toolTip).not.toBe(null);
-  fireEvent.mouseOver(toolTip as HTMLElement);
-  expect(await screen.findByText('test description')).toBeInTheDocument();
-});
-
-test('should not render tooltip if description is empty', () => {
-  render(
-    setup(
-      createProps({ ...nativeFiltersInfo.filters.DefaultsID, description: '' }),
-    ),
-  );
-  const toolTip = screen.getByText('test')?.parentElement?.querySelector('i');
-  expect(toolTip).toBe(null);
-});
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadeFilterControl/index.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadeFilterControl/index.tsx
deleted file mode 100644
index f19b6b01ac899..0000000000000
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadeFilterControl/index.tsx
+++ /dev/null
@@ -1,77 +0,0 @@
-/**
- * Licensed to the Apache Software Foundation (ASF) under one
- * or more contributor license agreements.  See the NOTICE file
- * distributed with this work for additional information
- * regarding copyright ownership.  The ASF licenses this file
- * to you under the Apache License, Version 2.0 (the
- * "License"); you may not use this file except in compliance
- * with the License.  You may obtain a copy of the License at
- *
- *   http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing,
- * software distributed under the License is distributed on an
- * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- * KIND, either express or implied.  See the License for the
- * specific language governing permissions and limitations
- * under the License.
- */
-import React, { RefObject } from 'react';
-import {
-  DataMaskStateWithId,
-  Filter,
-  styled,
-  DataMask,
-} from '@superset-ui/core';
-import FilterControl from 'src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControl';
-import { CascadeFilter } from 'src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/types';
-
-export interface CascadeFilterControlProps {
-  dataMaskSelected?: DataMaskStateWithId;
-  filter: CascadeFilter;
-  directPathToChild?: string[];
-  onFilterSelectionChange: (filter: Filter, dataMask: DataMask) => void;
-  parentRef?: RefObject<any>;
-}
-
-const StyledDiv = styled.div`
-  display: flex;
-  width: 100%;
-  flex-direction: column;
-  align-items: center;
-  .ant-form-item {
-    margin-bottom: ${({ theme }) => theme.gridUnit * 4}px;
-  }
-`;
-
-const CascadeFilterControl: React.FC<CascadeFilterControlProps> = ({
-  dataMaskSelected,
-  filter,
-  directPathToChild,
-  onFilterSelectionChange,
-  parentRef,
-}) => (
-  <>
-    <FilterControl
-      dataMaskSelected={dataMaskSelected}
-      filter={filter}
-      directPathToChild={directPathToChild}
-      parentRef={parentRef}
-      showOverflow
-      onFilterSelectionChange={onFilterSelectionChange}
-    />
-    <StyledDiv>
-      {filter.cascadeChildren?.map(childFilter => (
-        <CascadeFilterControl
-          key={childFilter.id}
-          dataMaskSelected={dataMaskSelected}
-          filter={childFilter}
-          directPathToChild={directPathToChild}
-          onFilterSelectionChange={onFilterSelectionChange}
-        />
-      ))}
-    </StyledDiv>
-  </>
-);
-
-export default CascadeFilterControl;
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadePopover/index.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadePopover/index.tsx
deleted file mode 100644
index 0bb177b9b9c10..0000000000000
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadePopover/index.tsx
+++ /dev/null
@@ -1,247 +0,0 @@
-/**
- * Licensed to the Apache Software Foundation (ASF) under one
- * or more contributor license agreements.  See the NOTICE file
- * distributed with this work for additional information
- * regarding copyright ownership.  The ASF licenses this file
- * to you under the Apache License, Version 2.0 (the
- * "License"); you may not use this file except in compliance
- * with the License.  You may obtain a copy of the License at
- *
- *   http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing,
- * software distributed under the License is distributed on an
- * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- * KIND, either express or implied.  See the License for the
- * specific language governing permissions and limitations
- * under the License.
- */
-import React, {
-  useCallback,
-  useEffect,
-  useMemo,
-  useState,
-  useRef,
-} from 'react';
-import {
-  css,
-  DataMask,
-  DataMaskStateWithId,
-  Filter,
-  styled,
-  SupersetTheme,
-  t,
-} from '@superset-ui/core';
-import Popover from 'src/components/Popover';
-import Icons from 'src/components/Icons';
-import { Pill } from 'src/dashboard/components/FiltersBadge/Styles';
-import FilterControl from 'src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControl';
-import CascadeFilterControl from 'src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/CascadeFilterControl';
-import { CascadeFilter } from 'src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/types';
-
-interface CascadePopoverProps {
-  dataMaskSelected: DataMaskStateWithId;
-  filter: CascadeFilter;
-  visible: boolean;
-  directPathToChild?: string[];
-  inView?: boolean;
-  onVisibleChange: (visible: boolean) => void;
-  onFilterSelectionChange: (filter: Filter, dataMask: DataMask) => void;
-}
-
-const StyledTitleBox = styled.div`
-  display: flex;
-  flex-direction: row;
-  justify-content: space-between;
-  align-items: center;
-  background-color: ${({ theme }) => theme.colors.grayscale.light4};
-  margin: ${({ theme }) => theme.gridUnit * -1}px
-    ${({ theme }) => theme.gridUnit * -4}px; // to override default antd padding
-  padding: ${({ theme }) => theme.gridUnit * 2}px
-    ${({ theme }) => theme.gridUnit * 4}px;
-
-  & > *:last-child {
-    cursor: pointer;
-  }
-`;
-
-const StyledTitle = styled.h4`
-  display: flex;
-  align-items: center;
-  color: ${({ theme }) => theme.colors.grayscale.dark1};
-  margin: 0;
-  padding: 0;
-`;
-
-const IconStyles = (theme: SupersetTheme) => css`
-  margin-right: ${theme.gridUnit}px;
-  color: ${theme.colors.grayscale.dark1};
-  width: ${theme.gridUnit * 4}px;
-`;
-
-const StyledPill = styled(Pill)`
-  padding: ${({ theme }) => theme.gridUnit}px
-    ${({ theme }) => theme.gridUnit * 2}px;
-  font-size: ${({ theme }) => theme.typography.sizes.s}px;
-  background: ${({ theme }) => theme.colors.grayscale.light1};
-`;
-
-const ContentStyles = styled.div`
-  max-height: 700px;
-  overflow: auto;
-`;
-
-const CascadePopover: React.FC<CascadePopoverProps> = ({
-  dataMaskSelected,
-  filter,
-  visible,
-  onVisibleChange,
-  onFilterSelectionChange,
-  directPathToChild,
-  inView,
-}) => {
-  const [currentPathToChild, setCurrentPathToChild] = useState<string[]>();
-  const dataMask = dataMaskSelected[filter.id];
-  const parent = useRef();
-
-  useEffect(() => {
-    setCurrentPathToChild(directPathToChild);
-    // clear local copy of directPathToChild after 500ms
-    // to prevent triggering multiple focus
-    const timeout = setTimeout(() => setCurrentPathToChild(undefined), 500);
-    return () => clearTimeout(timeout);
-  }, [directPathToChild, setCurrentPathToChild]);
-
-  const getActiveChildren = useCallback(
-    (filter: CascadeFilter): CascadeFilter[] | null => {
-      const children = filter.cascadeChildren || [];
-      const currentValue = dataMask?.filterState?.value;
-
-      const activeChildren = children.flatMap(
-        childFilter => getActiveChildren(childFilter) || [],
-      );
-
-      if (activeChildren.length > 0) {
-        return activeChildren;
-      }
-
-      if (currentValue !== undefined && currentValue !== null) {
-        return [filter];
-      }
-
-      return null;
-    },
-    [dataMask],
-  );
-
-  const getAllFilters = (filter: CascadeFilter): CascadeFilter[] => {
-    const children = filter.cascadeChildren || [];
-    const allChildren = children.flatMap(getAllFilters);
-    return [filter, ...allChildren];
-  };
-
-  const allFilters = getAllFilters(filter);
-  const activeFilters = useMemo(
-    () => getActiveChildren(filter) || [filter],
-    [filter, getActiveChildren],
-  );
-
-  useEffect(() => {
-    const focusedFilterId = currentPathToChild?.[0];
-    // filters not directly displayed in the Filter Bar
-    const inactiveFilters = allFilters.filter(
-      filterEl => !activeFilters.includes(filterEl),
-    );
-    const focusedInactiveFilter = inactiveFilters.some(
-      cascadeChild => cascadeChild.id === focusedFilterId,
-    );
-
-    if (focusedInactiveFilter) {
-      onVisibleChange(true);
-    }
-  }, [currentPathToChild]);
-
-  if (!filter.cascadeChildren?.length) {
-    return (
-      <FilterControl
-        dataMaskSelected={dataMaskSelected}
-        filter={filter}
-        directPathToChild={directPathToChild}
-        onFilterSelectionChange={onFilterSelectionChange}
-        inView={inView}
-      />
-    );
-  }
-
-  const title = (
-    <StyledTitleBox>
-      <StyledTitle>
-        <Icons.Edit
-          iconSize="l"
-          css={(theme: SupersetTheme) => IconStyles(theme)}
-        />
-        {t('Select parent filters')} ({allFilters.length})
-      </StyledTitle>
-      <Icons.Close
-        iconSize="l"
-        css={(theme: SupersetTheme) => IconStyles(theme)}
-        onClick={() => onVisibleChange(false)}
-      />
-    </StyledTitleBox>
-  );
-
-  const content = (
-    <ContentStyles>
-      <CascadeFilterControl
-        dataMaskSelected={dataMaskSelected}
-        data-test="cascade-filters-control"
-        key={filter.id}
-        filter={filter}
-        directPathToChild={visible ? currentPathToChild : undefined}
-        onFilterSelectionChange={onFilterSelectionChange}
-        parentRef={parent}
-      />
-    </ContentStyles>
-  );
-
-  return (
-    <Popover
-      content={content}
-      title={title}
-      trigger="click"
-      visible={visible}
-      onVisibleChange={onVisibleChange}
-      placement="rightTop"
-      id={filter.id}
-      overlayStyle={{
-        width: '400px',
-        position: 'relative',
-        overflow: 'auto',
-      }}
-      ref={parent}
-    >
-      <div>
-        {activeFilters.map(activeFilter => (
-          <FilterControl
-            dataMaskSelected={dataMaskSelected}
-            key={activeFilter.id}
-            filter={activeFilter}
-            onFilterSelectionChange={onFilterSelectionChange}
-            directPathToChild={currentPathToChild}
-            inView={inView}
-            icon={
-              <>
-                {filter.cascadeChildren.length !== 0 && (
-                  <StyledPill onClick={() => onVisibleChange(true)}>
-                    <Icons.Filter iconSize="m" /> {allFilters.length}
-                  </StyledPill>
-                )}
-              </>
-            }
-          />
-        ))}
-      </div>
-    </Popover>
-  );
-};
-export default React.memo(CascadePopover);
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/types.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/types.ts
deleted file mode 100644
index 6d319f6d29452..0000000000000
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/CascadeFilters/types.ts
+++ /dev/null
@@ -1,24 +0,0 @@
-/**
- * Licensed to the Apache Software Foundation (ASF) under one
- * or more contributor license agreements.  See the NOTICE file
- * distributed with this work for additional information
- * regarding copyright ownership.  The ASF licenses this file
- * to you under the Apache License, Version 2.0 (the
- * "License"); you may not use this file except in compliance
- * with the License.  You may obtain a copy of the License at
- *
- *   http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing,
- * software distributed under the License is distributed on an
- * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- * KIND, either express or implied.  See the License for the
- * specific language governing permissions and limitations
- * under the License.
- */
-
-import { DataMask, Filter } from '@superset-ui/core';
-
-export type CascadeFilter = Filter & { dataMask?: DataMask } & {
-  cascadeChildren: CascadeFilter[];
-};
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControl.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControl.tsx
index eec3c78fa3e75..ff5b08781e4e4 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControl.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControl.tsx
@@ -16,13 +16,15 @@
  * specific language governing permissions and limitations
  * under the License.
  */
-import React, { useMemo } from 'react';
+import React, { useContext, useMemo, useState } from 'react';
 import { styled, SupersetTheme } from '@superset-ui/core';
 import { FormItem as StyledFormItem, Form } from 'src/components/Form';
 import { Tooltip } from 'src/components/Tooltip';
 import { checkIsMissingRequiredValue } from '../utils';
 import FilterValue from './FilterValue';
 import { FilterProps } from './types';
+import { FilterCard } from '../../FilterCard';
+import { FilterBarScrollContext } from '../index';
 
 const StyledIcon = styled.div`
   position: absolute;
@@ -117,6 +119,8 @@ const FilterControl: React.FC<FilterProps> = ({
   showOverflow,
   parentRef,
 }) => {
+  const [isFilterActive, setIsFilterActive] = useState(false);
+
   const { name = '<undefined>' } = filter;
 
   const isMissingRequiredValue = checkIsMissingRequiredValue(
@@ -141,23 +145,30 @@ const FilterControl: React.FC<FilterProps> = ({
     [name, isRequired, filter.description, icon],
   );
 
+  const isScrolling = useContext(FilterBarScrollContext);
+
   return (
     <StyledFilterControlContainer layout="vertical">
-      <FormItem
-        label={label}
-        required={filter?.controlValues?.enableEmptyFilter}
-        validateStatus={isMissingRequiredValue ? 'error' : undefined}
-      >
-        <FilterValue
-          dataMaskSelected={dataMaskSelected}
-          filter={filter}
-          showOverflow={showOverflow}
-          directPathToChild={directPathToChild}
-          onFilterSelectionChange={onFilterSelectionChange}
-          inView={inView}
-          parentRef={parentRef}
-        />
-      </FormItem>
+      <FilterCard filter={filter} isVisible={!isFilterActive && !isScrolling}>
+        <div>
+          <FormItem
+            label={label}
+            required={filter?.controlValues?.enableEmptyFilter}
+            validateStatus={isMissingRequiredValue ? 'error' : undefined}
+          >
+            <FilterValue
+              dataMaskSelected={dataMaskSelected}
+              filter={filter}
+              showOverflow={showOverflow}
+              directPathToChild={directPathToChild}
+              onFilterSelectionChange={onFilterSelectionChange}
+              inView={inView}
+              parentRef={parentRef}
+              setFilterActive={setIsFilterActive}
+            />
+          </FormItem>
+        </div>
+      </FilterCard>
     </StyledFilterControlContainer>
   );
 };
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControls.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControls.tsx
index d0591dfa72d61..55a14e06f6a75 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControls.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterControls.tsx
@@ -16,13 +16,13 @@
  * specific language governing permissions and limitations
  * under the License.
  */
-import React, { FC, useCallback, useMemo, useState } from 'react';
+import React, { FC, useCallback, useMemo } from 'react';
 import { css } from '@emotion/react';
 import {
   DataMask,
   DataMaskStateWithId,
   Filter,
-  NativeFilterType,
+  isFilterDivider,
   styled,
   t,
 } from '@superset-ui/core';
@@ -36,9 +36,8 @@ import {
   useDashboardHasTabs,
   useSelectFiltersInScope,
 } from 'src/dashboard/components/nativeFilters/state';
-import CascadePopover from '../CascadeFilters/CascadePopover';
 import { useFilters } from '../state';
-import { buildCascadeFiltersTree } from './utils';
+import FilterControl from './FilterControl';
 
 const Wrapper = styled.div`
   padding: ${({ theme }) => theme.gridUnit * 4}px;
@@ -57,9 +56,8 @@ const FilterControls: FC<FilterControlsProps> = ({
   dataMaskSelected,
   onFilterSelectionChange,
 }) => {
-  const [visiblePopoverId, setVisiblePopoverId] = useState<string | null>(null);
   const filters = useFilters();
-  const filterValues = useMemo(() => Object.values<Filter>(filters), [filters]);
+  const filterValues = useMemo(() => Object.values(filters), [filters]);
   const portalNodes = useMemo(() => {
     const nodes = new Array(filterValues.length);
     for (let i = 0; i < filterValues.length; i += 1) {
@@ -68,24 +66,25 @@ const FilterControls: FC<FilterControlsProps> = ({
     return nodes;
   }, [filterValues.length]);
 
-  const cascadeFilters = useMemo(() => {
-    const filtersWithValue = filterValues.map(filter => ({
-      ...filter,
-      dataMask: dataMaskSelected[filter.id],
-    }));
-    return buildCascadeFiltersTree(filtersWithValue);
-  }, [filterValues, dataMaskSelected]);
-  const cascadeFilterIds = new Set(cascadeFilters.map(item => item.id));
+  const filtersWithValues = useMemo(
+    () =>
+      filterValues.map(filter => ({
+        ...filter,
+        dataMask: dataMaskSelected[filter.id],
+      })),
+    [filterValues, dataMaskSelected],
+  );
+  const filterIds = new Set(filtersWithValues.map(item => item.id));
 
   const [filtersInScope, filtersOutOfScope] =
-    useSelectFiltersInScope(cascadeFilters);
+    useSelectFiltersInScope(filtersWithValues);
   const dashboardHasTabs = useDashboardHasTabs();
-  const showCollapsePanel = dashboardHasTabs && cascadeFilters.length > 0;
+  const showCollapsePanel = dashboardHasTabs && filtersWithValues.length > 0;
 
-  const cascadePopoverFactory = useCallback(
+  const filterControlFactory = useCallback(
     index => {
-      const filter = cascadeFilters[index];
-      if (filter.type === NativeFilterType.DIVIDER) {
+      const filter = filtersWithValues[index];
+      if (isFilterDivider(filter)) {
         return (
           <div>
             <h3>{filter.title}</h3>
@@ -94,35 +93,28 @@ const FilterControls: FC<FilterControlsProps> = ({
         );
       }
       return (
-        <CascadePopover
-          data-test="cascade-filters-control"
-          key={filter.id}
+        <FilterControl
           dataMaskSelected={dataMaskSelected}
-          visible={visiblePopoverId === filter.id}
-          onVisibleChange={visible =>
-            setVisiblePopoverId(visible ? filter.id : null)
-          }
           filter={filter}
-          onFilterSelectionChange={onFilterSelectionChange}
           directPathToChild={directPathToChild}
+          onFilterSelectionChange={onFilterSelectionChange}
           inView={false}
         />
       );
     },
     [
-      cascadeFilters,
+      filtersWithValues,
       JSON.stringify(dataMaskSelected),
       directPathToChild,
       onFilterSelectionChange,
-      visiblePopoverId,
     ],
   );
   return (
     <Wrapper>
       {portalNodes
-        .filter((node, index) => cascadeFilterIds.has(filterValues[index].id))
+        .filter((node, index) => filterIds.has(filterValues[index].id))
         .map((node, index) => (
-          <InPortal node={node}>{cascadePopoverFactory(index)}</InPortal>
+          <InPortal node={node}>{filterControlFactory(index)}</InPortal>
         ))}
       {filtersInScope.map(filter => {
         const index = filterValues.findIndex(f => f.id === filter.id);
@@ -161,7 +153,9 @@ const FilterControls: FC<FilterControlsProps> = ({
             key="1"
           >
             {filtersOutOfScope.map(filter => {
-              const index = cascadeFilters.findIndex(f => f.id === filter.id);
+              const index = filtersWithValues.findIndex(
+                f => f.id === filter.id,
+              );
               return <OutPortal node={portalNodes[index]} inView />;
             })}
           </Collapse.Panel>
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 4d6bdc23f022f..caf00521a8e1d 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterValue.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/FilterValue.tsx
@@ -46,7 +46,7 @@ import { RootState } from 'src/dashboard/types';
 import { dispatchFocusAction } from './utils';
 import { FilterProps } from './types';
 import { getFormData } from '../../utils';
-import { useCascadingFilters } from './state';
+import { useFilterDependencies } from './state';
 import { checkIsMissingRequiredValue } from '../utils';
 
 const HEIGHT = 32;
@@ -70,10 +70,11 @@ const FilterValue: React.FC<FilterProps> = ({
   inView = true,
   showOverflow,
   parentRef,
+  setFilterActive,
 }) => {
   const { id, targets, filterType, adhoc_filters, time_range } = filter;
   const metadata = getChartMetadataRegistry().get(filterType);
-  const cascadingFilters = useCascadingFilters(id, dataMaskSelected);
+  const dependencies = useFilterDependencies(id, dataMaskSelected);
   const isDashboardRefreshing = useSelector<RootState, boolean>(
     state => state.dashboardState.isRefreshing,
   );
@@ -109,9 +110,8 @@ const FilterValue: React.FC<FilterProps> = ({
     const newFormData = getFormData({
       ...filter,
       datasetId,
-      cascadingFilters,
+      dependencies,
       groupby,
-      inputRef,
       adhoc_filters,
       time_range,
     });
@@ -184,7 +184,7 @@ const FilterValue: React.FC<FilterProps> = ({
     }
   }, [
     inViewFirstTime,
-    cascadingFilters,
+    dependencies,
     datasetId,
     groupby,
     JSON.stringify(filter),
@@ -195,13 +195,8 @@ const FilterValue: React.FC<FilterProps> = ({
 
   useEffect(() => {
     if (directPathToChild?.[0] === filter.id) {
-      // wait for Cascade Popover to open
-      const timeout = setTimeout(() => {
-        inputRef?.current?.focus();
-      }, 200);
-      return () => clearTimeout(timeout);
+      inputRef?.current?.focus();
     }
-    return undefined;
   }, [inputRef, directPathToChild, filter.id]);
 
   const setDataMask = useCallback(
@@ -219,8 +214,13 @@ const FilterValue: React.FC<FilterProps> = ({
   );
 
   const hooks = useMemo(
-    () => ({ setDataMask, setFocusedFilter, unsetFocusedFilter }),
-    [setDataMask, setFocusedFilter, unsetFocusedFilter],
+    () => ({
+      setDataMask,
+      setFocusedFilter,
+      unsetFocusedFilter,
+      setFilterActive,
+    }),
+    [setDataMask, setFilterActive, setFocusedFilter, unsetFocusedFilter],
   );
 
   const isMissingRequiredValue = checkIsMissingRequiredValue(
@@ -257,6 +257,7 @@ const FilterValue: React.FC<FilterProps> = ({
           showOverflow={showOverflow}
           formData={formData}
           parentRef={parentRef}
+          inputRef={inputRef}
           // For charts that don't have datasource we need workaround for empty placeholder
           queriesData={hasDataSource ? state : queriesDataPlaceholder}
           chartType={filterType}
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/state.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/state.ts
index 80ce41b5aef44..a71028145969b 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/state.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/state.ts
@@ -20,30 +20,28 @@ import { useMemo } from 'react';
 import { useSelector } from 'react-redux';
 import {
   DataMaskStateWithId,
+  ensureIsArray,
   ExtraFormData,
-  NativeFiltersState,
 } from '@superset-ui/core';
 import { mergeExtraFormData } from '../../utils';
 
 // eslint-disable-next-line import/prefer-default-export
-export function useCascadingFilters(
+export function useFilterDependencies(
   id: string,
   dataMaskSelected?: DataMaskStateWithId,
 ): ExtraFormData {
-  const { filters } = useSelector<any, NativeFiltersState>(
-    state => state.nativeFilters,
+  const dependencyIds = useSelector<any, string[] | undefined>(
+    state => state.nativeFilters.filters[id]?.cascadeParentIds,
   );
-  const filter = filters[id];
   return useMemo(() => {
-    const cascadeParentIds: string[] = filter?.cascadeParentIds ?? [];
-    let cascadedFilters = {};
-    cascadeParentIds.forEach(parentId => {
+    let dependencies = {};
+    ensureIsArray(dependencyIds).forEach(parentId => {
       const parentState = dataMaskSelected?.[parentId];
-      cascadedFilters = mergeExtraFormData(
-        cascadedFilters,
+      dependencies = mergeExtraFormData(
+        dependencies,
         parentState?.extraFormData,
       );
     });
-    return cascadedFilters;
-  }, [dataMaskSelected, filter?.cascadeParentIds]);
+    return dependencies;
+  }, [dataMaskSelected, dependencyIds]);
 }
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/types.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/types.ts
index 60a7b2d526f27..e5b553712634e 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/types.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/types.ts
@@ -30,4 +30,5 @@ export interface FilterProps {
   inView?: boolean;
   showOverflow?: boolean;
   parentRef?: RefObject<any>;
+  setFilterActive?: (isActive: boolean) => void;
 }
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 87f11a76f9ad8..3077c42768e84 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/utils.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterControls/utils.ts
@@ -18,36 +18,10 @@
  */
 import { debounce } from 'lodash';
 import { Dispatch } from 'react';
-import { Filter, NativeFilterType, Divider } from '@superset-ui/core';
 import {
   setFocusedNativeFilter,
   unsetFocusedNativeFilter,
 } from 'src/dashboard/actions/nativeFilters';
-import { CascadeFilter } from '../CascadeFilters/types';
-import { mapParentFiltersToChildren } from '../utils';
-
-// eslint-disable-next-line import/prefer-default-export
-export function buildCascadeFiltersTree(
-  filters: Array<Divider | Filter>,
-): Array<CascadeFilter | Divider> {
-  const cascadeChildren = mapParentFiltersToChildren(filters);
-
-  const getCascadeFilter = (filter: Filter): CascadeFilter => {
-    const children = cascadeChildren[filter.id] || [];
-    return {
-      ...filter,
-      cascadeChildren: children.map(getCascadeFilter),
-    };
-  };
-
-  return filters
-    .filter(
-      filter =>
-        filter.type === NativeFilterType.DIVIDER ||
-        !(filter as Filter).cascadeParentIds?.length,
-    )
-    .map(getCascadeFilter);
-}
 
 export const dispatchFocusAction = debounce(
   (dispatch: Dispatch<any>, id?: string) => {
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterSets/FiltersHeader.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterSets/FiltersHeader.tsx
index 8f5f4a1a93c23..6185c573f398a 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterSets/FiltersHeader.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/FilterSets/FiltersHeader.tsx
@@ -20,7 +20,7 @@ import React, { FC } from 'react';
 import {
   DataMaskState,
   FilterSet,
-  NativeFilterType,
+  isNativeFilter,
   styled,
   t,
   useTheme,
@@ -73,13 +73,13 @@ export type FiltersHeaderProps = {
 const FiltersHeader: FC<FiltersHeaderProps> = ({ dataMask, filterSet }) => {
   const theme = useTheme();
   const filters = useFilters();
-  const filterValues = Object.values(filters).filter(
-    nativeFilter => nativeFilter.type === NativeFilterType.NATIVE_FILTER,
-  );
+  const filterValues = Object.values(filters).filter(isNativeFilter);
 
   let resultFilters = filterValues ?? [];
   if (filterSet?.nativeFilters) {
-    resultFilters = Object.values(filterSet?.nativeFilters);
+    resultFilters = Object.values(filterSet?.nativeFilters).filter(
+      isNativeFilter,
+    );
   }
 
   const getFiltersHeader = () => (
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/Header/index.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/Header/index.tsx
index 86895b6a4f8fe..45019f58cdfc7 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/Header/index.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/Header/index.tsx
@@ -17,7 +17,7 @@
  * under the License.
  */
 /* eslint-disable no-param-reassign */
-import { css, Filter, styled, t, useTheme } from '@superset-ui/core';
+import { css, styled, t, useTheme } from '@superset-ui/core';
 import React, { FC } from 'react';
 import Icons from 'src/components/Icons';
 import Button from 'src/components/Button';
@@ -74,7 +74,7 @@ const AddFiltersButtonContainer = styled.div`
 const Header: FC<HeaderProps> = ({ toggleFiltersBar }) => {
   const theme = useTheme();
   const filters = useFilters();
-  const filterValues = Object.values<Filter>(filters);
+  const filterValues = Object.values(filters);
   const canEdit = useSelector<RootState, boolean>(
     ({ dashboardInfo }) => dashboardInfo.dash_edit_perm,
   );
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/index.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/index.tsx
index cb5e3e80a7ae1..867b6752f4f2f 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/index.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/index.tsx
@@ -18,20 +18,28 @@
  */
 
 /* eslint-disable no-param-reassign */
+import throttle from 'lodash/throttle';
+import React, {
+  useEffect,
+  useState,
+  useCallback,
+  useMemo,
+  useRef,
+  createContext,
+} from 'react';
+import { useDispatch, useSelector } from 'react-redux';
+import cx from 'classnames';
 import {
   DataMaskStateWithId,
   DataMaskWithId,
   Filter,
-  NativeFilterType,
   DataMask,
   HandlerFunction,
   styled,
   t,
   SLOW_DEBOUNCE,
+  isNativeFilter,
 } from '@superset-ui/core';
-import React, { useEffect, useState, useCallback, useMemo } from 'react';
-import { useDispatch, useSelector } from 'react-redux';
-import cx from 'classnames';
 import Icons from 'src/components/Icons';
 import { Tabs } from 'src/common/components';
 import { useHistory } from 'react-router-dom';
@@ -47,6 +55,7 @@ import { URL_PARAMS } from 'src/constants';
 import { getUrlParam } from 'src/utils/urlUtils';
 import { EmptyStateSmall } from 'src/components/EmptyState';
 import { useTabId } from 'src/hooks/useTabId';
+import { RootState } from 'src/dashboard/types';
 import { checkIsApplyDisabled, TabIds } from './utils';
 import FilterSets from './FilterSets';
 import {
@@ -60,7 +69,6 @@ import { createFilterKey, updateFilterKey } from './keyValue';
 import EditSection from './FilterSets/EditSection';
 import Header from './Header';
 import FilterControls from './FilterControls/FilterControls';
-import { RootState } from '../../../types';
 import { ActionButtons } from './ActionButtons';
 
 export const FILTER_BAR_TEST_ID = 'filter-bar';
@@ -204,6 +212,7 @@ const publishDataMask = debounce(
   SLOW_DEBOUNCE,
 );
 
+export const FilterBarScrollContext = createContext(false);
 const FilterBar: React.FC<FiltersBarProps> = ({
   filtersOpen,
   toggleFiltersBar,
@@ -225,7 +234,8 @@ const FilterBar: React.FC<FiltersBarProps> = ({
   const [tab, setTab] = useState(TabIds.AllFilters);
   const filters = useFilters();
   const previousFilters = usePrevious(filters);
-  const filterValues = Object.values<Filter>(filters);
+  const filterValues = Object.values(filters);
+  const nativeFilterValues = filterValues.filter(isNativeFilter);
   const dashboardId = useSelector<any, string>(
     ({ dashboardInfo }) => dashboardInfo?.id,
   );
@@ -233,6 +243,9 @@ const FilterBar: React.FC<FiltersBarProps> = ({
     ({ dashboardInfo }) => dashboardInfo.dash_edit_perm,
   );
 
+  const [isScrolling, setIsScrolling] = useState(false);
+  const timeout = useRef<any>();
+
   const handleFilterSelectionChange = useCallback(
     (
       filter: Pick<Filter, 'id'> & Partial<Filter>,
@@ -328,11 +341,29 @@ const FilterBar: React.FC<FiltersBarProps> = ({
     [toggleFiltersBar],
   );
 
+  const onScroll = useCallback(
+    throttle(() => {
+      clearTimeout(timeout.current);
+      setIsScrolling(true);
+      timeout.current = setTimeout(() => {
+        setIsScrolling(false);
+      }, 300);
+    }, 200),
+    [],
+  );
+
+  useEffect(() => {
+    document.onscroll = onScroll;
+    return () => {
+      document.onscroll = null;
+    };
+  }, [onScroll]);
+
   useFilterUpdates(dataMaskSelected, setDataMaskSelected);
   const isApplyDisabled = checkIsApplyDisabled(
     dataMaskSelected,
     dataMaskApplied,
-    filterValues,
+    nativeFilterValues,
   );
   const isInitialized = useInitialization();
   const tabPaneStyle = useMemo(
@@ -340,56 +371,98 @@ const FilterBar: React.FC<FiltersBarProps> = ({
     [height],
   );
 
-  const numberOfFilters = filterValues.filter(
-    filterValue => filterValue.type === NativeFilterType.NATIVE_FILTER,
-  ).length;
+  const numberOfFilters = nativeFilterValues.length;
 
   return (
-    <BarWrapper
-      {...getFilterBarTestId()}
-      className={cx({ open: filtersOpen })}
-      width={width}
-    >
-      <CollapsedBar
-        {...getFilterBarTestId('collapsable')}
-        className={cx({ open: !filtersOpen })}
-        onClick={openFiltersBar}
-        offset={offset}
+    <FilterBarScrollContext.Provider value={isScrolling}>
+      <BarWrapper
+        {...getFilterBarTestId()}
+        className={cx({ open: filtersOpen })}
+        width={width}
       >
-        <StyledCollapseIcon
-          {...getFilterBarTestId('expand-button')}
-          iconSize="l"
-        />
-        <StyledFilterIcon {...getFilterBarTestId('filter-icon')} iconSize="l" />
-      </CollapsedBar>
-      <Bar className={cx({ open: filtersOpen })} width={width}>
-        <Header toggleFiltersBar={toggleFiltersBar} />
-        {!isInitialized ? (
-          <div css={{ height }}>
-            <Loading />
-          </div>
-        ) : isFeatureEnabled(FeatureFlag.DASHBOARD_NATIVE_FILTERS_SET) ? (
-          <StyledTabs
-            centered
-            onChange={setTab as HandlerFunction}
-            defaultActiveKey={TabIds.AllFilters}
-            activeKey={editFilterSetId ? TabIds.AllFilters : undefined}
-          >
-            <Tabs.TabPane
-              tab={t('All filters (%(filterCount)d)', {
-                filterCount: numberOfFilters,
-              })}
-              key={TabIds.AllFilters}
-              css={tabPaneStyle}
+        <CollapsedBar
+          {...getFilterBarTestId('collapsable')}
+          className={cx({ open: !filtersOpen })}
+          onClick={openFiltersBar}
+          offset={offset}
+        >
+          <StyledCollapseIcon
+            {...getFilterBarTestId('expand-button')}
+            iconSize="l"
+          />
+          <StyledFilterIcon
+            {...getFilterBarTestId('filter-icon')}
+            iconSize="l"
+          />
+        </CollapsedBar>
+        <Bar className={cx({ open: filtersOpen })} width={width}>
+          <Header toggleFiltersBar={toggleFiltersBar} />
+          {!isInitialized ? (
+            <div css={{ height }}>
+              <Loading />
+            </div>
+          ) : isFeatureEnabled(FeatureFlag.DASHBOARD_NATIVE_FILTERS_SET) ? (
+            <StyledTabs
+              centered
+              onChange={setTab as HandlerFunction}
+              defaultActiveKey={TabIds.AllFilters}
+              activeKey={editFilterSetId ? TabIds.AllFilters : undefined}
             >
-              {editFilterSetId && (
-                <EditSection
-                  dataMaskSelected={dataMaskSelected}
+              <Tabs.TabPane
+                tab={t('All filters (%(filterCount)d)', {
+                  filterCount: numberOfFilters,
+                })}
+                key={TabIds.AllFilters}
+                css={tabPaneStyle}
+              >
+                {editFilterSetId && (
+                  <EditSection
+                    dataMaskSelected={dataMaskSelected}
+                    disabled={!isApplyDisabled}
+                    onCancel={() => setEditFilterSetId(null)}
+                    filterSetId={editFilterSetId}
+                  />
+                )}
+                {filterValues.length === 0 ? (
+                  <FilterBarEmptyStateContainer>
+                    <EmptyStateSmall
+                      title={t('No filters are currently added')}
+                      image="filter.svg"
+                      description={
+                        canEdit &&
+                        t(
+                          'Click the button above to add a filter to the dashboard',
+                        )
+                      }
+                    />
+                  </FilterBarEmptyStateContainer>
+                ) : (
+                  <FilterControls
+                    dataMaskSelected={dataMaskSelected}
+                    directPathToChild={directPathToChild}
+                    onFilterSelectionChange={handleFilterSelectionChange}
+                  />
+                )}
+              </Tabs.TabPane>
+              <Tabs.TabPane
+                disabled={!!editFilterSetId}
+                tab={t('Filter sets (%(filterSetCount)d)', {
+                  filterSetCount: filterSetFilterValues.length,
+                })}
+                key={TabIds.FilterSets}
+                css={tabPaneStyle}
+              >
+                <FilterSets
+                  onEditFilterSet={setEditFilterSetId}
                   disabled={!isApplyDisabled}
-                  onCancel={() => setEditFilterSetId(null)}
-                  filterSetId={editFilterSetId}
+                  dataMaskSelected={dataMaskSelected}
+                  tab={tab}
+                  onFilterSelectionChange={handleFilterSelectionChange}
                 />
-              )}
+              </Tabs.TabPane>
+            </StyledTabs>
+          ) : (
+            <div css={tabPaneStyle} onScroll={onScroll}>
               {filterValues.length === 0 ? (
                 <FilterBarEmptyStateContainer>
                   <EmptyStateSmall
@@ -410,55 +483,18 @@ const FilterBar: React.FC<FiltersBarProps> = ({
                   onFilterSelectionChange={handleFilterSelectionChange}
                 />
               )}
-            </Tabs.TabPane>
-            <Tabs.TabPane
-              disabled={!!editFilterSetId}
-              tab={t('Filter sets (%(filterSetCount)d)', {
-                filterSetCount: filterSetFilterValues.length,
-              })}
-              key={TabIds.FilterSets}
-              css={tabPaneStyle}
-            >
-              <FilterSets
-                onEditFilterSet={setEditFilterSetId}
-                disabled={!isApplyDisabled}
-                dataMaskSelected={dataMaskSelected}
-                tab={tab}
-                onFilterSelectionChange={handleFilterSelectionChange}
-              />
-            </Tabs.TabPane>
-          </StyledTabs>
-        ) : (
-          <div css={tabPaneStyle}>
-            {filterValues.length === 0 ? (
-              <FilterBarEmptyStateContainer>
-                <EmptyStateSmall
-                  title={t('No filters are currently added')}
-                  image="filter.svg"
-                  description={
-                    canEdit &&
-                    t('Click the button above to add a filter to the dashboard')
-                  }
-                />
-              </FilterBarEmptyStateContainer>
-            ) : (
-              <FilterControls
-                dataMaskSelected={dataMaskSelected}
-                directPathToChild={directPathToChild}
-                onFilterSelectionChange={handleFilterSelectionChange}
-              />
-            )}
-          </div>
-        )}
-        <ActionButtons
-          onApply={handleApply}
-          onClearAll={handleClearAll}
-          dataMaskSelected={dataMaskSelected}
-          dataMaskApplied={dataMaskApplied}
-          isApplyDisabled={isApplyDisabled}
-        />
-      </Bar>
-    </BarWrapper>
+            </div>
+          )}
+          <ActionButtons
+            onApply={handleApply}
+            onClearAll={handleClearAll}
+            dataMaskSelected={dataMaskSelected}
+            dataMaskApplied={dataMaskApplied}
+            isApplyDisabled={isApplyDisabled}
+          />
+        </Bar>
+      </BarWrapper>
+    </FilterBarScrollContext.Provider>
   );
 };
 export default React.memo(FilterBar);
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/state.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/state.ts
index 054f440a74f46..4e1b2eda1271e 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/state.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/state.ts
@@ -42,7 +42,7 @@ export const useFilters = () => {
   const preselectedNativeFilters = useSelector<any, Filters>(
     state => state.dashboardState?.preselectNativeFilters,
   );
-  const nativeFilters = useSelector<any, Filters>(
+  const nativeFilters = useSelector<RootState, Filters>(
     state => state.nativeFilters.filters,
   );
   return useMemo(
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/utils.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/utils.ts
index 926abbf069563..842bb440542c3 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/utils.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterBar/utils.ts
@@ -18,35 +18,13 @@
  */
 
 import { areObjectsEqual } from 'src/reduxUtils';
-import {
-  DataMaskStateWithId,
-  Filter,
-  FilterState,
-  Divider,
-} from '@superset-ui/core';
+import { DataMaskStateWithId, Filter, FilterState } from '@superset-ui/core';
 
 export enum TabIds {
   AllFilters = 'allFilters',
   FilterSets = 'filterSets',
 }
 
-export function mapParentFiltersToChildren(filters: Array<Filter | Divider>): {
-  [id: string]: Filter[];
-} {
-  const cascadeChildren = {};
-  filters.forEach(filter => {
-    const [parentId] =
-      ('cascadeParentIds' in filter && filter.cascadeParentIds) || [];
-    if (parentId) {
-      if (!cascadeChildren[parentId]) {
-        cascadeChildren[parentId] = [];
-      }
-      cascadeChildren[parentId].push(filter);
-    }
-  });
-  return cascadeChildren;
-}
-
 export const getOnlyExtraFormData = (data: DataMaskStateWithId) =>
   Object.values(data).reduce(
     (prev, next) => ({ ...prev, [next.id]: next.extraFormData }),
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/DependenciesRow.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/DependenciesRow.tsx
index c585fc40e4119..18a1c257b4ba3 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/DependenciesRow.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/DependenciesRow.tsx
@@ -34,15 +34,21 @@ import { useTruncation } from './useTruncation';
 import { DependencyValueProps, FilterCardRowProps } from './types';
 import { TooltipWithTruncation } from './TooltipWithTruncation';
 
-const DependencyValue = ({ dependency, label }: DependencyValueProps) => {
+const DependencyValue = ({
+  dependency,
+  hasSeparator,
+}: DependencyValueProps) => {
   const dispatch = useDispatch();
   const handleClick = useCallback(() => {
     dispatch(setDirectPathToChild([dependency.id]));
   }, [dependency.id, dispatch]);
   return (
-    <DependencyItem role="button" onClick={handleClick} tabIndex={0}>
-      {label}
-    </DependencyItem>
+    <span>
+      {hasSeparator && <span>, </span>}
+      <DependencyItem role="button" onClick={handleClick} tabIndex={0}>
+        {dependency.name}
+      </DependencyItem>
+    </span>
   );
 };
 
@@ -58,10 +64,7 @@ export const DependenciesRow = React.memo(({ filter }: FilterCardRowProps) => {
         <TooltipList>
           {dependencies.map(dependency => (
             <li>
-              <DependencyValue
-                dependency={dependency}
-                label={dependency.name}
-              />
+              <DependencyValue dependency={dependency} />
             </li>
           ))}
         </TooltipList>
@@ -87,7 +90,7 @@ export const DependenciesRow = React.memo(({ filter }: FilterCardRowProps) => {
           )}
         >
           <Icons.Info
-            iconSize="s"
+            iconSize="m"
             iconColor={theme.colors.grayscale.light1}
             css={css`
               margin-left: ${theme.gridUnit}px;
@@ -100,7 +103,7 @@ export const DependenciesRow = React.memo(({ filter }: FilterCardRowProps) => {
           {dependencies.map((dependency, index) => (
             <DependencyValue
               dependency={dependency}
-              label={index === 0 ? dependency.name : `, ${dependency.name}`}
+              hasSeparator={index !== 0}
             />
           ))}
         </RowValue>
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/FilterCard.test.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/FilterCard.test.tsx
index 5a0663032d3cf..93f1ccfca438d 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/FilterCard.test.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/FilterCard.test.tsx
@@ -246,7 +246,6 @@ describe('Filter Card', () => {
       };
       renderContent(filter);
       expect(screen.getByText('Scope')).toBeVisible();
-      expect(screen.getByText('Test chart 2')).toBeVisible();
       expect(
         screen.getByText(getTextInHTMLTags('Test chart 2, Test chart 3')),
       ).toBeVisible();
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/ScopeRow.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/ScopeRow.tsx
index f7ede30692bd4..66656f0ba514d 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/ScopeRow.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/ScopeRow.tsx
@@ -25,27 +25,43 @@ import {
   RowTruncationCount,
   RowValue,
   TooltipList,
+  TooltipSectionLabel,
 } from './Styles';
 import { useTruncation } from './useTruncation';
 import { FilterCardRowProps } from './types';
 import { TooltipWithTruncation } from './TooltipWithTruncation';
 
+const getTooltipSection = (items: string[] | undefined, label: string) =>
+  Array.isArray(items) && items.length > 0 ? (
+    <>
+      <TooltipSectionLabel>{label}:</TooltipSectionLabel>
+      <TooltipList>
+        {items.map(item => (
+          <li>{item}</li>
+        ))}
+      </TooltipList>
+    </>
+  ) : null;
+
 export const ScopeRow = React.memo(({ filter }: FilterCardRowProps) => {
   const scope = useFilterScope(filter);
   const scopeRef = useRef<HTMLDivElement>(null);
 
   const [elementsTruncated, hasHiddenElements] = useTruncation(scopeRef);
-  const tooltipText = useMemo(
-    () =>
-      elementsTruncated > 0 && scope ? (
-        <TooltipList>
-          {scope.map(val => (
-            <li>{val}</li>
-          ))}
-        </TooltipList>
-      ) : null,
-    [elementsTruncated, scope],
-  );
+  const tooltipText = useMemo(() => {
+    if (elementsTruncated === 0 || !scope) {
+      return null;
+    }
+    if (scope.all) {
+      return <span>{t('All charts')}</span>;
+    }
+    return (
+      <div>
+        {getTooltipSection(scope.tabs, t('Tabs'))}
+        {getTooltipSection(scope.charts, t('Charts'))}
+      </div>
+    );
+  }, [elementsTruncated, scope]);
 
   return (
     <Row>
@@ -53,9 +69,11 @@ export const ScopeRow = React.memo(({ filter }: FilterCardRowProps) => {
       <TooltipWithTruncation title={tooltipText}>
         <RowValue ref={scopeRef}>
           {scope
-            ? scope.map((element, index) => (
-                <span>{index === 0 ? element : `, ${element}`}</span>
-              ))
+            ? Object.values(scope)
+                .flat()
+                .map((element, index) => (
+                  <span>{index === 0 ? element : `, ${element}`}</span>
+                ))
             : t('None')}
         </RowValue>
         {hasHiddenElements > 0 && (
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/Styles.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/Styles.ts
index 9799a0d333bd4..bda865063d751 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/Styles.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/Styles.ts
@@ -83,6 +83,10 @@ export const TooltipList = styled.ul`
   `};
 `;
 
+export const TooltipSectionLabel = styled.span`
+  font-weight: ${({ theme }) => theme.typography.weights.bold};
+`;
+
 export const TooltipTrigger = styled.div`
   min-width: 0;
   display: inline-flex;
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/index.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/index.tsx
index 6f544fc95e8ac..bc1f7b2ea3712 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/index.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/index.tsx
@@ -17,7 +17,7 @@
  * under the License.
  */
 
-import React, { useState } from 'react';
+import React, { useEffect, useState } from 'react';
 import Popover from 'src/components/Popover';
 import { FilterCardContent } from './FilterCardContent';
 import { FilterCardProps } from './types';
@@ -30,6 +30,11 @@ export const FilterCard = ({
 }: FilterCardProps) => {
   const [internalIsVisible, setInternalIsVisible] = useState(false);
 
+  useEffect(() => {
+    if (!externalIsVisible) {
+      setInternalIsVisible(false);
+    }
+  }, [externalIsVisible]);
   return (
     <Popover
       placement="right"
@@ -37,7 +42,7 @@ export const FilterCard = ({
       mouseEnterDelay={0.2}
       mouseLeaveDelay={0.2}
       onVisibleChange={visible => {
-        setInternalIsVisible(visible);
+        setInternalIsVisible(externalIsVisible && visible);
       }}
       visible={externalIsVisible && internalIsVisible}
       content={<FilterCardContent filter={filter} />}
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/types.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/types.ts
index dd5bdf477bece..6e65a4eecc634 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/types.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/types.ts
@@ -32,5 +32,5 @@ export interface FilterCardRowProps {
 
 export interface DependencyValueProps {
   dependency: Filter;
-  label: string;
+  hasSeparator?: boolean;
 }
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/useFilterDependencies.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/useFilterDependencies.ts
index 60966658d6127..ee2cc9c6d2c38 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/useFilterDependencies.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/useFilterDependencies.ts
@@ -27,7 +27,7 @@ export const useFilterDependencies = (filter: Filter) => {
       return [];
     }
     return filterDependencyIds.reduce((acc: Filter[], filterDependencyId) => {
-      acc.push(state.nativeFilters.filters[filterDependencyId]);
+      acc.push(state.nativeFilters.filters[filterDependencyId] as Filter);
       return acc;
     }, []);
   });
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/useFilterScope.ts b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/useFilterScope.ts
index f713076168ce2..12a578c35a140 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/useFilterScope.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FilterCard/useFilterScope.ts
@@ -29,9 +29,9 @@ import { CHART_TYPE } from 'src/dashboard/util/componentTypes';
 import { useMemo } from 'react';
 
 const extractTabLabel = (tab?: LayoutItem) =>
-  tab?.meta?.text || tab?.meta?.defaultText;
+  tab?.meta?.text || tab?.meta?.defaultText || '';
 const extractChartLabel = (chart?: LayoutItem) =>
-  chart?.meta?.sliceNameOverride || chart?.meta?.sliceName || chart?.id;
+  chart?.meta?.sliceNameOverride || chart?.meta?.sliceName || chart?.id || '';
 
 const useCharts = () => {
   const charts = useSelector<RootState, ChartsState>(state => state.charts);
@@ -67,13 +67,17 @@ export const useFilterScope = (filter: Filter) => {
             filter.scope.rootPath.includes(topLevelTab),
           )))
     ) {
-      return [t('All charts')];
+      return { all: [t('All charts')] };
     }
 
     // no charts excluded and not every top level tab in scope
     // returns "TAB1, TAB2"
     if (filter.scope.excluded.length === 0 && topLevelTabs) {
-      return filter.scope.rootPath.map(tabId => extractTabLabel(layout[tabId]));
+      return {
+        tabs: filter.scope.rootPath
+          .map(tabId => extractTabLabel(layout[tabId]))
+          .filter(Boolean),
+      };
     }
 
     const layoutCharts = Object.values(layout).filter(
@@ -83,15 +87,17 @@ export const useFilterScope = (filter: Filter) => {
     // no top level tabs, charts excluded
     // returns "CHART1, CHART2"
     if (filter.scope.rootPath[0] === DASHBOARD_ROOT_ID) {
-      return charts
-        .filter(chart => !filter.scope.excluded.includes(chart.id))
-        .map(chart => {
-          const layoutElement = layoutCharts.find(
-            layoutChart => layoutChart.meta.chartId === chart.id,
-          );
-          return extractChartLabel(layoutElement);
-        })
-        .filter(Boolean);
+      return {
+        charts: charts
+          .filter(chart => !filter.scope.excluded.includes(chart.id))
+          .map(chart => {
+            const layoutElement = layoutCharts.find(
+              layoutChart => layoutChart.meta.chartId === chart.id,
+            );
+            return extractChartLabel(layoutElement);
+          })
+          .filter(Boolean),
+      };
     }
 
     // top level tabs, charts excluded
@@ -133,9 +139,12 @@ export const useFilterScope = (filter: Filter) => {
           return acc;
         }, []);
       // Join tab names and chart names
-      return topLevelTabsInFullScope
-        .map(tabId => extractTabLabel(layout[tabId]))
-        .concat(chartsInExcludedTabs.map(extractChartLabel));
+      return {
+        tabs: topLevelTabsInFullScope
+          .map(tabId => extractTabLabel(layout[tabId]))
+          .filter(Boolean),
+        charts: chartsInExcludedTabs.map(extractChartLabel).filter(Boolean),
+      };
     }
 
     return undefined;
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/DraggableFilter.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/DraggableFilter.tsx
index dbaba821c84b8..188655355ca45 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/DraggableFilter.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/DraggableFilter.tsx
@@ -39,7 +39,7 @@ const Container = styled.div<TitleContainerProps>`
     cursor: ${isDragging ? 'grabbing' : 'pointer'};
     width: 100%;
     display: flex;
-    padding:  ${theme.gridUnit}px
+    padding:  ${theme.gridUnit}px;
   `}
 `;
 
@@ -133,7 +133,7 @@ export const DraggableFilter: React.FC<FilterTabTitleProps> = ({
   return (
     <Container ref={ref} isDragging={isDragging}>
       <DragIcon isDragging={isDragging} alt="Move icon" className="dragIcon" />
-      <div css={{ flexGrow: 4 }}>{children}</div>
+      <div css={{ flex: 1 }}>{children}</div>
     </Container>
   );
 };
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterConfigPane.test.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterConfigPane.test.tsx
index 3188bbe771e33..78c4d77da1918 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterConfigPane.test.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterConfigPane.test.tsx
@@ -31,7 +31,7 @@ const defaultProps = {
   onRearrange: jest.fn(),
   restoreFilter: jest.fn(),
   currentFilterId: 'NATIVE_FILTER-1',
-  filterGroups: [['NATIVE_FILTER-2', 'NATIVE_FILTER-1'], ['NATIVE_FILTER-3']],
+  filters: ['NATIVE_FILTER-1', 'NATIVE_FILTER-2', 'NATIVE_FILTER-3'],
   removedFilters: {},
   erroredFilters: [],
 };
@@ -94,7 +94,7 @@ test('remove filter', async () => {
       }),
     );
   });
-  expect(defaultProps.onRemove).toHaveBeenCalledWith('NATIVE_FILTER-2');
+  expect(defaultProps.onRemove).toHaveBeenCalledWith('NATIVE_FILTER-1');
 });
 
 test('add filter', async () => {
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterConfigurePane.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterConfigurePane.tsx
index 744bcf8fe4a84..a65e167fdf39b 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterConfigurePane.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterConfigurePane.tsx
@@ -31,7 +31,7 @@ interface Props {
   erroredFilters: string[];
   restoreFilter: (id: string) => void;
   currentFilterId: string;
-  filterGroups: string[][];
+  filters: string[];
   removedFilters: Record<string, FilterRemoval>;
 }
 
@@ -60,16 +60,16 @@ const FiltureConfigurePane: React.FC<Props> = ({
   erroredFilters,
   children,
   currentFilterId,
-  filterGroups,
+  filters,
   removedFilters,
 }) => {
-  const active = filterGroups.flat().filter(id => id === currentFilterId)[0];
+  const active = filters.filter(id => id === currentFilterId)[0];
   return (
     <Container>
       <TitlesContainer>
         <FilterTitlePane
           currentFilterId={currentFilterId}
-          filterGroups={filterGroups}
+          filters={filters}
           removedFilters={removedFilters}
           erroredFilters={erroredFilters}
           getFilterTitle={getFilterTitle}
@@ -81,7 +81,7 @@ const FiltureConfigurePane: React.FC<Props> = ({
         />
       </TitlesContainer>
       <ContentHolder>
-        {filterGroups.flat().map(id => (
+        {filters.map(id => (
           <div
             key={id}
             style={{
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterTitleContainer.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterTitleContainer.tsx
index daaee69dc1cb6..6ef40d8303b57 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterTitleContainer.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterTitleContainer.tsx
@@ -25,6 +25,7 @@ import DraggableFilter from './DraggableFilter';
 const FilterTitle = styled.div`
   ${({ theme }) => `
       display: flex;
+      align-items: center;
       padding: ${theme.gridUnit * 2}px;
       width: 100%;
       border-radius: ${theme.borderRadius}px;
@@ -72,7 +73,7 @@ interface Props {
   onRemove: (id: string) => void;
   restoreFilter: (id: string) => void;
   onRearrage: (dragIndex: number, targetIndex: number) => void;
-  filterGroups: string[][];
+  filters: string[];
   erroredFilters: string[];
 }
 
@@ -84,7 +85,7 @@ const FilterTitleContainer: React.FC<Props> = ({
   onRearrage,
   currentFilterId,
   removedFilters,
-  filterGroups,
+  filters,
   erroredFilters = [],
 }) => {
   const renderComponent = (id: string) => {
@@ -127,7 +128,7 @@ const FilterTitleContainer: React.FC<Props> = ({
             </span>
           )}
         </div>
-        <div css={{ alignSelf: 'flex-end', marginLeft: 'auto' }}>
+        <div css={{ alignSelf: 'flex-start', marginLeft: 'auto' }}>
           {isRemoved ? null : (
             <StyledTrashIcon
               onClick={event => {
@@ -174,15 +175,15 @@ const FilterTitleContainer: React.FC<Props> = ({
 
   const renderFilterGroups = () => {
     const items: React.ReactNode[] = [];
-    filterGroups.forEach((item, index) => {
+    filters.forEach((item, index) => {
       items.push(
         <DraggableFilter
           key={index}
           onRearrage={onRearrage}
           index={index}
-          filterIds={item}
+          filterIds={[item]}
         >
-          {item.map(filter => renderComponent(filter))}
+          {renderComponent(item)}
         </DraggableFilter>,
       );
     });
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterTitlePane.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterTitlePane.tsx
index d9981cbe6f04c..0a87035936a03 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterTitlePane.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FilterTitlePane.tsx
@@ -32,7 +32,7 @@ interface Props {
   onAdd: (type: NativeFilterType) => void;
   removedFilters: Record<string, FilterRemoval>;
   currentFilterId: string;
-  filterGroups: string[][];
+  filters: string[];
   erroredFilters: string[];
 }
 
@@ -60,7 +60,7 @@ const FilterTitlePane: React.FC<Props> = ({
   onRearrage,
   restoreFilter,
   currentFilterId,
-  filterGroups,
+  filters,
   removedFilters,
   erroredFilters,
 }) => {
@@ -104,7 +104,7 @@ const FilterTitlePane: React.FC<Props> = ({
         }}
       >
         <FilterTitleContainer
-          filterGroups={filterGroups}
+          filters={filters}
           currentFilterId={currentFilterId}
           removedFilters={removedFilters}
           getFilterTitle={getFilterTitle}
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/CollapsibleControl.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/CollapsibleControl.tsx
index 68f3ad5f2992e..dd68f0f730176 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/CollapsibleControl.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/CollapsibleControl.tsx
@@ -48,6 +48,10 @@ const StyledContainer = styled.div<{ checked: boolean }>`
   }
 `;
 
+const ChildrenContainer = styled.div`
+  margin-left: ${({ theme }) => theme.gridUnit * 6}px;
+`;
+
 const CollapsibleControl = (props: CollapsibleControlProps) => {
   const {
     checked,
@@ -91,7 +95,7 @@ const CollapsibleControl = (props: CollapsibleControlProps) => {
           )}
         </>
       </Checkbox>
-      {isChecked && children}
+      {isChecked && <ChildrenContainer>{children}</ChildrenContainer>}
     </StyledContainer>
   );
 };
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/DependencyList.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/DependencyList.tsx
new file mode 100644
index 0000000000000..3ba2765a30c93
--- /dev/null
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/DependencyList.tsx
@@ -0,0 +1,213 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+import React, { useState } from 'react';
+import { styled, t } from '@superset-ui/core';
+import Icons from 'src/components/Icons';
+import { Select } from 'src/components';
+import { CollapsibleControl } from './CollapsibleControl';
+
+interface DependencyListProps {
+  availableFilters: { label: string; value: string }[];
+  dependencies: string[];
+  onDependenciesChange: (dependencies: string[]) => void;
+  getDependencySuggestion: () => string;
+}
+
+const MainPanel = styled.div`
+  display: flex;
+  flex-direction: column;
+`;
+
+const AddFilter = styled.div`
+  ${({ theme }) => `
+    display: inline-flex;
+    flex-direction: row;
+    align-items: center;
+    cursor: pointer;
+    color: ${theme.colors.primary.base};
+    &:hover {
+      color: ${theme.colors.primary.dark1};
+    }
+  `}
+`;
+
+const DeleteFilter = styled(Icons.Trash)`
+  ${({ theme }) => `
+    cursor: pointer;
+    margin-left: ${theme.gridUnit * 2}px;
+    color: ${theme.colors.grayscale.base};
+    &:hover {
+      color: ${theme.colors.grayscale.dark1};
+    }
+  `}
+`;
+
+const RowPanel = styled.div`
+  ${({ theme }) => `
+    display: flex;
+    width: 220px;
+    flex-direction: row;
+    align-items: center;
+    margin-bottom: ${theme.gridUnit}px;
+  `}
+`;
+
+const Label = styled.div`
+  text-transform: uppercase;
+  font-size: ${({ theme }) => theme.typography.sizes.s}px;
+  color: ${({ theme }) => theme.colors.grayscale.base};
+  margin-bottom: ${({ theme }) => theme.gridUnit}px;
+`;
+
+const Row = ({
+  availableFilters,
+  selection,
+  onChange,
+  onDelete,
+}: {
+  availableFilters: { label: string; value: string }[];
+  selection: string;
+  onChange: (id: string, value: string) => void;
+  onDelete: (id: string) => void;
+}) => {
+  let value = availableFilters.find(e => e.value === selection);
+  let options = availableFilters;
+  if (!value) {
+    value = { label: t('(deleted or invalid type)'), value: selection };
+    options = [value, ...options];
+  }
+  return (
+    <RowPanel>
+      <Select
+        ariaLabel={t('Limit type')}
+        labelInValue
+        options={options}
+        onChange={option =>
+          onChange(selection, (option as { value: string }).value)
+        }
+        value={value}
+      />
+      <DeleteFilter iconSize="xl" onClick={() => onDelete(selection)} />
+    </RowPanel>
+  );
+};
+
+const List = ({
+  availableFilters = [],
+  dependencies = [],
+  onDependenciesChange,
+}: DependencyListProps) => {
+  const [rows, setRows] = useState<string[]>(dependencies);
+
+  const updateRows = (newRows: string[]) => {
+    setRows(newRows);
+    onDependenciesChange(newRows);
+  };
+
+  const onAdd = () => {
+    const filter = availableFilters.find(
+      availableFilter => !rows.includes(availableFilter.value),
+    );
+    if (filter) {
+      const newRows = [...rows];
+      newRows.push(filter.value);
+      updateRows(newRows);
+    }
+  };
+
+  const onChange = (id: string, value: string) => {
+    const indexOf = rows.findIndex(row => row === id);
+    const newRows = [...rows];
+    newRows[indexOf] = value;
+    updateRows(newRows);
+  };
+
+  const onDelete = (id: string) => {
+    const newRows = [...rows];
+    newRows.splice(rows.indexOf(id), 1);
+    updateRows(newRows);
+  };
+
+  if (availableFilters.length === 0) {
+    return <span>{t('No available filters.')}</span>;
+  }
+
+  return (
+    <>
+      {rows.map(row => (
+        <Row
+          key={row}
+          selection={row}
+          availableFilters={availableFilters.filter(
+            e => e.value === row || !rows.includes(e.value),
+          )}
+          onChange={onChange}
+          onDelete={onDelete}
+        />
+      ))}
+      {availableFilters.length > rows.length && (
+        <AddFilter onClick={onAdd}>
+          <Icons.PlusSmall />
+          {t('Add filter')}
+        </AddFilter>
+      )}
+    </>
+  );
+};
+
+const DependencyList = ({
+  availableFilters = [],
+  dependencies = [],
+  onDependenciesChange,
+  getDependencySuggestion,
+}: DependencyListProps) => {
+  const hasAvailableFilters = availableFilters.length > 0;
+  const hasDependencies = dependencies.length > 0;
+
+  const onCheckChanged = (value: boolean) => {
+    const newDependencies: string[] = [];
+    if (value && !hasDependencies && hasAvailableFilters) {
+      newDependencies.push(getDependencySuggestion());
+    }
+    onDependenciesChange(newDependencies);
+  };
+
+  return (
+    <MainPanel>
+      <CollapsibleControl
+        title={t('Values are dependent on other filters')}
+        initialValue={hasDependencies}
+        onChange={onCheckChanged}
+        tooltip={t(
+          'Values selected in other filters will affect the filter options to only show relevant values',
+        )}
+      >
+        {hasDependencies && <Label>{t('Values dependent on')}</Label>}
+        <List
+          availableFilters={availableFilters}
+          dependencies={dependencies}
+          onDependenciesChange={onDependenciesChange}
+          getDependencySuggestion={getDependencySuggestion}
+        />
+      </CollapsibleControl>
+    </MainPanel>
+  );
+};
+
+export default DependencyList;
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/FilterScope/FilterScope.test.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/FilterScope/FilterScope.test.tsx
index 71f05dd5ba4d7..d59686cb3d5f6 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/FilterScope/FilterScope.test.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/FilterScope/FilterScope.test.tsx
@@ -36,15 +36,17 @@ describe('FilterScope', () => {
   let form: FormInstance<NativeFiltersForm>;
   const mockedProps = {
     filterId: 'DefaultFilterId',
-    parentFilters: [],
+    dependencies: [],
     setErroredFilters: jest.fn(),
-    onFilterHierarchyChange: jest.fn(),
     restoreFilter: jest.fn(),
+    getAvailableFilters: () => [],
+    getDependencySuggestion: () => '',
     save,
     removedFilters: {},
     handleActiveFilterPanelChange: jest.fn(),
     activeFilterPanelKeys: `DefaultFilterId-${FilterPanels.configuration.key}`,
     isActive: true,
+    validateDependencies: jest.fn(),
   };
 
   const MockModal = ({ scope }: { scope?: object }) => {
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/FiltersConfigForm.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/FiltersConfigForm.tsx
index b873d0f4434df..1854e11769560 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/FiltersConfigForm.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigForm/FiltersConfigForm.tsx
@@ -76,7 +76,7 @@ import { ClientErrorObject } from 'src/utils/getClientErrorObject';
 import { SingleValueType } from 'src/filters/components/Range/SingleValueType';
 import { getFormData } from 'src/dashboard/components/nativeFilters/utils';
 import {
-  CASCADING_FILTERS,
+  ALLOW_DEPENDENCIES as TYPES_SUPPORT_DEPENDENCIES,
   getFiltersConfigModalTestId,
 } from '../FiltersConfigModal';
 import { FilterRemoval, NativeFiltersForm } from '../types';
@@ -95,6 +95,7 @@ import {
   setNativeFilterFieldValues,
   useForceUpdate,
 } from './utils';
+import DependencyList from './DependencyList';
 
 const TabPane = styled(Tabs.TabPane)`
   padding: ${({ theme }) => theme.gridUnit * 4}px 0px;
@@ -283,15 +284,13 @@ export interface FiltersConfigFormProps {
   removedFilters: Record<string, FilterRemoval>;
   restoreFilter: (filterId: string) => void;
   form: FormInstance<NativeFiltersForm>;
-  parentFilters: { id: string; title: string }[];
-  onFilterHierarchyChange: (
-    filterId: string,
-    parentFilter: { label: string; value: string },
-  ) => void;
+  getAvailableFilters: (filterId: string) => { label: string; value: string }[];
   handleActiveFilterPanelChange: (activeFilterPanel: string | string[]) => void;
   activeFilterPanelKeys: string | string[];
   isActive: boolean;
   setErroredFilters: (f: (filters: string[]) => string[]) => void;
+  validateDependencies: () => void;
+  getDependencySuggestion: (filterId: string) => string;
 }
 
 const FILTERS_WITH_ADHOC_FILTERS = ['filter_select', 'filter_range'];
@@ -324,12 +323,13 @@ const FiltersConfigForm = (
     filterToEdit,
     removedFilters,
     form,
-    parentFilters,
+    getAvailableFilters,
     activeFilterPanelKeys,
     restoreFilter,
-    onFilterHierarchyChange,
     handleActiveFilterPanelChange,
     setErroredFilters,
+    validateDependencies,
+    getDependencySuggestion,
   }: FiltersConfigFormProps,
   ref: React.RefObject<any>,
 ) => {
@@ -350,23 +350,8 @@ const FiltersConfigForm = (
   const formValues = form.getFieldValue('filters')?.[filterId];
   const formFilter = formValues || undoFormValues || defaultFormFilter;
 
-  const parentFilterOptions = useMemo(
-    () =>
-      parentFilters.map(filter => ({
-        value: filter.id,
-        label: filter.title,
-      })),
-    [parentFilters],
-  );
-
-  const parentId =
-    formFilter?.parentFilter?.value || filterToEdit?.cascadeParentIds?.[0];
-
-  const parentFilter = parentFilterOptions.find(
-    ({ value }) => value === parentId,
-  );
-
-  const hasParentFilter = !!parentFilter;
+  const dependencies =
+    formFilter?.dependencies || filterToEdit?.cascadeParentIds;
 
   const nativeFilterItems = getChartMetadataRegistry().items;
   const nativeFilterVizTypes = Object.entries(nativeFilterItems)
@@ -435,7 +420,9 @@ const FiltersConfigForm = (
     formFilter?.filterType,
   );
 
-  const isCascadingFilter = CASCADING_FILTERS.includes(formFilter?.filterType);
+  const canDependOnOtherFilters = TYPES_SUPPORT_DEPENDENCIES.includes(
+    formFilter?.filterType,
+  );
 
   const isDataDirty = formFilter?.isDataDirty ?? true;
 
@@ -625,32 +612,8 @@ const FiltersConfigForm = (
     return Promise.reject(new Error(t('Pre-filter is required')));
   };
 
-  const ParentSelect = ({
-    value,
-    ...rest
-  }: {
-    value?: { value: string | number };
-  }) => {
-    const parentId = value?.value;
-    const isParentRemoved = parentId && removedFilters[parentId];
-    let options = parentFilterOptions;
-    if (isParentRemoved) {
-      options = [
-        { label: t('(deleted)'), value: parentId as string },
-        ...parentFilterOptions,
-      ];
-    }
-    return (
-      <Select
-        ariaLabel={t('Parent filter')}
-        placeholder={t('None')}
-        options={options}
-        allowClear
-        value={parentId}
-        {...rest}
-      />
-    );
-  };
+  const availableFilters = getAvailableFilters(filterId);
+  const hasAvailableFilters = availableFilters.length > 0;
 
   useEffect(() => {
     if (datasetId) {
@@ -862,51 +825,27 @@ const FiltersConfigForm = (
             header={FilterPanels.configuration.name}
             key={`${filterId}-${FilterPanels.configuration.key}`}
           >
-            {isCascadingFilter && (
-              <CleanFormItem name={['filters', filterId, 'hierarchicalFilter']}>
-                <CollapsibleControl
-                  title={t('Filter is hierarchical')}
-                  initialValue={hasParentFilter}
-                  onChange={checked => {
+            {canDependOnOtherFilters && hasAvailableFilters && (
+              <StyledRowFormItem
+                name={['filters', filterId, 'dependencies']}
+                initialValue={dependencies}
+              >
+                <DependencyList
+                  availableFilters={availableFilters}
+                  dependencies={dependencies}
+                  onDependenciesChange={dependencies => {
+                    setNativeFilterFieldValues(form, filterId, {
+                      dependencies,
+                    });
+                    forceUpdate();
+                    validateDependencies();
                     formChanged();
-                    // execute after render
-                    setTimeout(() => {
-                      if (checked) {
-                        form.validateFields([
-                          ['filters', filterId, 'parentFilter'],
-                        ]);
-                      } else {
-                        setNativeFilterFieldValues(form, filterId, {
-                          parentFilter: undefined,
-                        });
-                      }
-                      onFilterHierarchyChange(
-                        filterId,
-                        checked
-                          ? form.getFieldValue('filters')[filterId].parentFilter
-                          : undefined,
-                      );
-                    }, 0);
                   }}
-                >
-                  <StyledRowSubFormItem
-                    name={['filters', filterId, 'parentFilter']}
-                    label={<StyledLabel>{t('Parent filter')}</StyledLabel>}
-                    initialValue={parentFilter}
-                    normalize={value => (value ? { value } : undefined)}
-                    data-test="parent-filter-input"
-                    required
-                    rules={[
-                      {
-                        required: true,
-                        message: t('Parent filter is required'),
-                      },
-                    ]}
-                  >
-                    <ParentSelect />
-                  </StyledRowSubFormItem>
-                </CollapsibleControl>
-              </CleanFormItem>
+                  getDependencySuggestion={() =>
+                    getDependencySuggestion(filterId)
+                  }
+                />
+              </StyledRowFormItem>
             )}
             {hasDataset && hasAdditionalFilters && (
               <CleanFormItem name={['filters', filterId, 'preFilter']}>
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigModal.test.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigModal.test.tsx
index 259a9c3de6364..80126fe6a9256 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigModal.test.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigModal.test.tsx
@@ -124,7 +124,7 @@ const FILTER_SETTINGS_REGEX = /^filter settings$/i;
 const DEFAULT_VALUE_REGEX = /^filter has default value$/i;
 const MULTIPLE_REGEX = /^can select multiple values$/i;
 const REQUIRED_REGEX = /^filter value is required$/i;
-const HIERARCHICAL_REGEX = /^filter is hierarchical$/i;
+const DEPENDENCIES_REGEX = /^values are dependent on other filters$/i;
 const FIRST_VALUE_REGEX = /^select first filter value by default$/i;
 const INVERSE_SELECTION_REGEX = /^inverse selection$/i;
 const SEARCH_ALL_REGEX = /^dynamically search all filter values$/i;
@@ -134,7 +134,6 @@ const SAVE_REGEX = /^save$/i;
 const NAME_REQUIRED_REGEX = /^name is required$/i;
 const COLUMN_REQUIRED_REGEX = /^column is required$/i;
 const DEFAULT_VALUE_REQUIRED_REGEX = /^default value is required$/i;
-const PARENT_REQUIRED_REGEX = /^parent filter is required$/i;
 const PRE_FILTER_REQUIRED_REGEX = /^pre-filter is required$/i;
 const FILL_REQUIRED_FIELDS_REGEX = /fill all required fields to enable/;
 const TIME_RANGE_PREFILTER_REGEX = /^time range$/i;
@@ -178,7 +177,7 @@ test('renders a value filter type', () => {
 
   expect(getCheckbox(DEFAULT_VALUE_REGEX)).not.toBeChecked();
   expect(getCheckbox(REQUIRED_REGEX)).not.toBeChecked();
-  expect(getCheckbox(HIERARCHICAL_REGEX)).not.toBeChecked();
+  expect(queryCheckbox(DEPENDENCIES_REGEX)).not.toBeInTheDocument();
   expect(getCheckbox(FIRST_VALUE_REGEX)).not.toBeChecked();
   expect(getCheckbox(INVERSE_SELECTION_REGEX)).not.toBeChecked();
   expect(getCheckbox(SEARCH_ALL_REGEX)).not.toBeChecked();
@@ -207,7 +206,7 @@ test('renders a numerical range filter type', async () => {
   expect(getCheckbox(PRE_FILTER_REGEX)).not.toBeChecked();
 
   expect(queryCheckbox(MULTIPLE_REGEX)).not.toBeInTheDocument();
-  expect(queryCheckbox(HIERARCHICAL_REGEX)).not.toBeInTheDocument();
+  expect(queryCheckbox(DEPENDENCIES_REGEX)).not.toBeInTheDocument();
   expect(queryCheckbox(FIRST_VALUE_REGEX)).not.toBeInTheDocument();
   expect(queryCheckbox(INVERSE_SELECTION_REGEX)).not.toBeInTheDocument();
   expect(queryCheckbox(SEARCH_ALL_REGEX)).not.toBeInTheDocument();
@@ -302,13 +301,6 @@ test.skip('validates the default value', async () => {
   ).toBeInTheDocument();
 });
 
-test('validates the hierarchical value', async () => {
-  defaultRender();
-  userEvent.click(screen.getByText(FILTER_SETTINGS_REGEX));
-  userEvent.click(getCheckbox(HIERARCHICAL_REGEX));
-  expect(await screen.findByText(PARENT_REQUIRED_REGEX)).toBeInTheDocument();
-});
-
 test('validates the pre-filter value', async () => {
   defaultRender();
   userEvent.click(screen.getByText(FILTER_SETTINGS_REGEX));
@@ -335,7 +327,7 @@ test.skip("doesn't render time range pre-filter if there are no temporal columns
   );
 });
 
-test('filter title groups are draggable', async () => {
+test('filters are draggable', async () => {
   const nativeFilterState = [
     buildNativeFilter('NATIVE_FILTER-1', 'state', ['NATIVE_FILTER-2']),
     buildNativeFilter('NATIVE_FILTER-2', 'country', []),
@@ -350,7 +342,7 @@ test('filter title groups are draggable', async () => {
   };
   defaultRender(state, { ...props, createNewOnOpen: false });
   const draggables = document.querySelectorAll('div[draggable=true]');
-  expect(draggables.length).toBe(2);
+  expect(draggables.length).toBe(3);
 });
 
 /*
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigModal.tsx b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigModal.tsx
index d288bba05e0a8..67d249c793b29 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigModal.tsx
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/FiltersConfigModal.tsx
@@ -44,15 +44,15 @@ import FiltersConfigForm, {
 } from './FiltersConfigForm/FiltersConfigForm';
 import Footer from './Footer/Footer';
 import { useOpenModal, useRemoveCurrentFilter } from './state';
-import { FilterRemoval, NativeFiltersForm, FilterHierarchy } from './types';
+import { FilterRemoval, NativeFiltersForm } from './types';
 import {
   createHandleSave,
   createHandleRemoveItem,
   generateFilterId,
   getFilterIds,
-  buildFilterGroup,
   validateForm,
   NATIVE_FILTER_DIVIDER_PREFIX,
+  hasCircularDependency,
 } from './utils';
 import DividerConfigForm from './DividerConfigForm';
 
@@ -89,7 +89,7 @@ export interface FiltersConfigModalProps {
   onSave: (filterConfig: FilterConfiguration) => Promise<void>;
   onCancel: () => void;
 }
-export const CASCADING_FILTERS = ['filter_select'];
+export const ALLOW_DEPENDENCIES = ['filter_select'];
 
 /**
  * This is the modal to configure all the dashboard-native filters.
@@ -159,22 +159,11 @@ export function FiltersConfigModal({
     if (removal?.isPending) clearTimeout(removal.timerId);
     setRemovedFilters(current => ({ ...current, [id]: null }));
   };
-  const getInitialFilterHierarchy = () =>
-    filterConfig.map(filter => ({
-      id: filter.id,
-      parentId:
-        filter.type === NativeFilterType.NATIVE_FILTER
-          ? filter.cascadeParentIds[0] || null
-          : null,
-    }));
-
-  const [filterHierarchy, setFilterHierarchy] = useState<FilterHierarchy>(() =>
-    getInitialFilterHierarchy(),
-  );
+  const getInitialFilterOrder = () => Object.keys(filterConfigMap);
 
   // State for tracking the re-ordering of filters
-  const [orderedFilters, setOrderedFilters] = useState<string[][]>(() =>
-    buildFilterGroup(filterHierarchy),
+  const [orderedFilters, setOrderedFilters] = useState<string[]>(
+    getInitialFilterOrder(),
   );
 
   const getActiveFilterPanelKey = (filterId: string) => [
@@ -198,18 +187,13 @@ export function FiltersConfigModal({
       setNewFilterIds([...newFilterIds, newFilterId]);
       setCurrentFilterId(newFilterId);
       setSaveAlertVisible(false);
-      setFilterHierarchy(previousState => [
-        ...previousState,
-        { id: newFilterId, parentId: null },
-      ]);
-      setOrderedFilters([...orderedFilters, [newFilterId]]);
+      setOrderedFilters([...orderedFilters, newFilterId]);
       setActiveFilterPanelKey(getActiveFilterPanelKey(newFilterId));
     },
     [
       newFilterIds,
       orderedFilters,
       setCurrentFilterId,
-      setFilterHierarchy,
       setOrderedFilters,
       setNewFilterIds,
     ],
@@ -226,10 +210,8 @@ export function FiltersConfigModal({
 
   const handleRemoveItem = createHandleRemoveItem(
     setRemovedFilters,
-    setSaveAlertVisible,
     setOrderedFilters,
-    setFilterHierarchy,
-    filterHierarchy,
+    setSaveAlertVisible,
   );
 
   // After this, it should be as if the modal was just opened fresh.
@@ -245,41 +227,54 @@ export function FiltersConfigModal({
       setActiveFilterPanelKey(getActiveFilterPanelKey(filterIds[0]));
     }
     if (!isSaving) {
-      const initialFilterHierarchy = getInitialFilterHierarchy();
-      setFilterHierarchy(initialFilterHierarchy);
-      setOrderedFilters(buildFilterGroup(initialFilterHierarchy));
-      form.resetFields(['filters']);
+      setOrderedFilters(getInitialFilterOrder());
     }
+    form.resetFields(['filters']);
     form.setFieldsValue({ changed: false });
   };
 
-  const getFilterTitle = (id: string) => {
-    const formValue = formValues.filters[id];
-    const config = filterConfigMap[id];
-    return (
-      (formValue && 'name' in formValue && formValue.name) ||
-      (formValue && 'title' in formValue && formValue.title) ||
-      (config && 'name' in config && config.name) ||
-      (config && 'title' in config && config.title) ||
-      '[untitled]'
-    );
-  };
-  const getParentFilters = (id: string) =>
-    filterIds
-      .filter(filterId => filterId !== id && !removedFilters[filterId])
-      .filter(filterId => {
-        const component =
-          formValues.filters[filterId] || filterConfigMap[filterId];
-        return (
-          component &&
-          'filterType' in component &&
-          CASCADING_FILTERS.includes(component.filterType)
-        );
-      })
-      .map(id => ({
-        id,
-        title: getFilterTitle(id),
-      }));
+  const getFilterTitle = useCallback(
+    (id: string) => {
+      const formValue = formValues.filters[id];
+      const config = filterConfigMap[id];
+      return (
+        (formValue && 'name' in formValue && formValue.name) ||
+        (formValue && 'title' in formValue && formValue.title) ||
+        (config && 'name' in config && config.name) ||
+        (config && 'title' in config && config.title) ||
+        t('[untitled]')
+      );
+    },
+    [filterConfigMap, formValues.filters],
+  );
+
+  const canBeUsedAsDependency = useCallback(
+    (filterId: string) => {
+      if (removedFilters[filterId]) {
+        return false;
+      }
+      const component =
+        form.getFieldValue('filters')?.[filterId] || filterConfigMap[filterId];
+      return (
+        component &&
+        'filterType' in component &&
+        ALLOW_DEPENDENCIES.includes(component.filterType)
+      );
+    },
+    [filterConfigMap, form, removedFilters],
+  );
+
+  const getAvailableFilters = useCallback(
+    (filterId: string) =>
+      filterIds
+        .filter(key => key !== filterId)
+        .filter(filterId => canBeUsedAsDependency(filterId))
+        .map(key => ({
+          label: getFilterTitle(key),
+          value: key,
+        })),
+    [canBeUsedAsDependency, filterIds, getFilterTitle],
+  );
 
   const cleanDeletedParents = (values: NativeFiltersForm | null) => {
     Object.keys(filterConfigMap).forEach(key => {
@@ -287,9 +282,11 @@ export function FiltersConfigModal({
       if (!('cascadeParentIds' in filter)) {
         return;
       }
-      const parentId = filter.cascadeParentIds?.[0];
-      if (parentId && removedFilters[parentId]) {
-        filter.cascadeParentIds = [];
+      const { cascadeParentIds } = filter;
+      if (cascadeParentIds) {
+        filter.cascadeParentIds = cascadeParentIds.filter(id =>
+          canBeUsedAsDependency(id),
+        );
       }
     });
 
@@ -297,12 +294,14 @@ export function FiltersConfigModal({
     if (filters) {
       Object.keys(filters).forEach(key => {
         const filter = filters[key];
-        if (!('parentFilter' in filter)) {
+        if (!('dependencies' in filter)) {
           return;
         }
-        const parentId = filter.parentFilter?.value;
-        if (parentId && removedFilters[parentId]) {
-          filter.parentFilter = undefined;
+        const { dependencies } = filter;
+        if (dependencies) {
+          filter.dependencies = dependencies.filter(id =>
+            canBeUsedAsDependency(id),
+          );
         }
       });
     }
@@ -338,9 +337,6 @@ export function FiltersConfigModal({
     const values: NativeFiltersForm | null = await validateForm(
       form,
       currentFilterId,
-      filterConfigMap,
-      filterIds,
-      removedFilters,
       setCurrentFilterId,
     );
 
@@ -350,7 +346,7 @@ export function FiltersConfigModal({
       cleanDeletedParents(values);
       createHandleSave(
         filterConfigMap,
-        orderedFilters.flat(),
+        orderedFilters,
         removedFilters,
         onSave,
         values,
@@ -368,10 +364,10 @@ export function FiltersConfigModal({
 
   const handleCancel = () => {
     const changed = form.getFieldValue('changed');
-    const initialOrder = buildFilterGroup(getInitialFilterHierarchy()).flat();
+    const initialOrder = getInitialFilterOrder();
     const didChangeOrder =
-      orderedFilters.flat().length !== initialOrder.length ||
-      orderedFilters.flat().some((val, index) => val !== initialOrder[index]);
+      orderedFilters.length !== initialOrder.length ||
+      orderedFilters.some((val, index) => val !== initialOrder[index]);
     if (
       unsavedFiltersIds.length > 0 ||
       form.isFieldsTouched() ||
@@ -384,24 +380,62 @@ export function FiltersConfigModal({
     }
   };
   const onRearrage = (dragIndex: number, targetIndex: number) => {
-    const newOrderedFilter = orderedFilters.map(group => [...group]);
+    const newOrderedFilter = [...orderedFilters];
     const removed = newOrderedFilter.splice(dragIndex, 1)[0];
     newOrderedFilter.splice(targetIndex, 0, removed);
     setOrderedFilters(newOrderedFilter);
   };
-  const handleFilterHierarchyChange = useCallback(
-    (filterId: string, parentFilter?: { value: string; label: string }) => {
-      const index = filterHierarchy.findIndex(item => item.id === filterId);
-      const newState = [...filterHierarchy];
-      newState.splice(index, 1, {
-        id: filterId,
-        parentId: parentFilter ? parentFilter.value : null,
+
+  const buildDependencyMap = useCallback(() => {
+    const dependencyMap = new Map<string, string[]>();
+    const filters = form.getFieldValue('filters');
+    if (filters) {
+      Object.keys(filters).forEach(key => {
+        const formItem = filters[key];
+        const configItem = filterConfigMap[key];
+        let array: string[] = [];
+        if (formItem && 'dependencies' in formItem) {
+          array = [...formItem.dependencies];
+        } else if (configItem && configItem.cascadeParentIds) {
+          array = [...configItem.cascadeParentIds];
+        }
+        dependencyMap.set(key, array);
       });
-      setFilterHierarchy(newState);
-      setOrderedFilters(buildFilterGroup(newState));
-    },
-    [setFilterHierarchy, setOrderedFilters, filterHierarchy],
-  );
+    }
+    return dependencyMap;
+  }, [filterConfigMap, form]);
+
+  const validateDependencies = () => {
+    const dependencyMap = buildDependencyMap();
+    filterIds
+      .filter(id => !removedFilters[id])
+      .forEach(filterId => {
+        const result = hasCircularDependency(dependencyMap, filterId);
+        const field = {
+          name: ['filters', filterId, 'dependencies'],
+          errors: result ? [t('Cyclic dependency detected')] : [],
+        };
+        form.setFields([field]);
+      });
+    handleErroredFilters();
+  };
+
+  const getDependencySuggestion = (filterId: string) => {
+    const dependencyMap = buildDependencyMap();
+    const possibleDependencies = orderedFilters.filter(
+      key => key !== filterId && canBeUsedAsDependency(key),
+    );
+    const found = possibleDependencies.find(filter => {
+      const dependencies = dependencyMap.get(filterId) || [];
+      dependencies.push(filter);
+      if (hasCircularDependency(dependencyMap, filterId)) {
+        dependencies.pop();
+        return false;
+      }
+      return true;
+    });
+    return found || possibleDependencies[0];
+  };
 
   const onValuesChange = useMemo(
     () =>
@@ -420,23 +454,10 @@ export function FiltersConfigModal({
           // we only need to set this if a name/title changed
           setFormValues(values);
         }
-        const changedFilterHierarchies = Object.keys(changes.filters)
-          .filter(key => changes.filters[key].parentFilter)
-          .map(key => ({
-            id: key,
-            parentFilter: changes.filters[key].parentFilter,
-          }));
-        if (changedFilterHierarchies.length > 0) {
-          const changedFilterId = changedFilterHierarchies[0];
-          handleFilterHierarchyChange(
-            changedFilterId.id,
-            changedFilterId.parentFilter,
-          );
-        }
         setSaveAlertVisible(false);
         handleErroredFilters();
       }, SLOW_DEBOUNCE),
-    [handleFilterHierarchyChange, handleErroredFilters],
+    [handleErroredFilters],
   );
 
   useEffect(() => {
@@ -444,6 +465,7 @@ export function FiltersConfigModal({
       prevErroredFilters.filter(f => !removedFilters[f]),
     );
   }, [removedFilters]);
+
   const getForm = (id: string) => {
     const isDivider = id.startsWith(NATIVE_FILTER_DIVIDER_PREFIX);
     return isDivider ? (
@@ -459,13 +481,14 @@ export function FiltersConfigModal({
         filterToEdit={filterConfigMap[id] as Filter}
         removedFilters={removedFilters}
         restoreFilter={restoreFilter}
-        parentFilters={getParentFilters(id)}
-        onFilterHierarchyChange={handleFilterHierarchyChange}
+        getAvailableFilters={getAvailableFilters}
         key={id}
         activeFilterPanelKeys={activeFilterPanelKey}
         handleActiveFilterPanelChange={key => setActiveFilterPanelKey(key)}
         isActive={currentFilterId === id}
         setErroredFilters={setErroredFilters}
+        validateDependencies={validateDependencies}
+        getDependencySuggestion={getDependencySuggestion}
       />
     );
   };
@@ -509,7 +532,7 @@ export function FiltersConfigModal({
               removedFilters={removedFilters}
               restoreFilter={restoreFilter}
               onRearrange={onRearrage}
-              filterGroups={orderedFilters}
+              filters={orderedFilters}
             >
               {(id: string) => getForm(id)}
             </FiltureConfigurePane>
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/state.ts b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/state.ts
index 285c30e5c03bc..e9b9ec17c6730 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/state.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/state.ts
@@ -25,7 +25,7 @@ import { FilterRemoval } from './types';
 export const useRemoveCurrentFilter = (
   removedFilters: Record<string, FilterRemoval>,
   currentFilterId: string,
-  orderedFilters: string[][],
+  orderedFilters: string[],
   setCurrentFilterId: Function,
 ) => {
   useEffect(() => {
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/types.ts b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/types.ts
index 42daba882214c..ea4916b53f189 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/types.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/types.ts
@@ -40,17 +40,13 @@ export interface NativeFiltersFormItem {
   };
   defaultValue: any;
   defaultDataMask: DataMask;
-  parentFilter?: {
-    value: string;
-    label: string;
-  };
+  dependencies?: string[];
   sortMetric: string | null;
   adhoc_filters?: AdhocFilter[];
   time_range?: string;
   granularity_sqla?: string;
   type: typeof NativeFilterType.NATIVE_FILTER;
   description: string;
-  hierarchicalFilter?: boolean;
 }
 export interface NativeFilterDivider {
   id: string;
@@ -71,6 +67,3 @@ export type FilterRemoval =
       timerId: number; // id of the timer that finally removes the filter
     }
   | { isPending: false };
-
-export type FilterHierarchyNode = { id: string; parentId: string | null };
-export type FilterHierarchy = FilterHierarchyNode[];
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/utils.ts b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/utils.ts
index b6edd9fd024aa..5b434bb7c902a 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/utils.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/FiltersConfigModal/utils.ts
@@ -19,46 +19,41 @@
 import { FormInstance } from 'antd/lib/form';
 import shortid from 'shortid';
 import { getInitialDataMask } from 'src/dataMask/reducer';
-
 import {
   Filter,
   FilterConfiguration,
   NativeFilterType,
   Divider,
-  t,
   NativeFilterTarget,
+  logging,
 } from '@superset-ui/core';
 import { DASHBOARD_ROOT_ID } from 'src/dashboard/util/constants';
-import {
-  FilterRemoval,
-  NativeFiltersForm,
-  FilterHierarchy,
-  FilterHierarchyNode,
-} from './types';
+import { FilterRemoval, NativeFiltersForm } from './types';
 
 export const REMOVAL_DELAY_SECS = 5;
 
+export const hasCircularDependency = (
+  dependencyMap: Map<string, string[]>,
+  filterId: string,
+  trace: string[] = [],
+): boolean => {
+  if (trace.includes(filterId)) {
+    return true;
+  }
+  const dependencies = dependencyMap.get(filterId);
+  if (dependencies) {
+    return dependencies.some(dependency =>
+      hasCircularDependency(dependencyMap, dependency, [...trace, filterId]),
+    );
+  }
+  return false;
+};
+
 export const validateForm = async (
   form: FormInstance<NativeFiltersForm>,
   currentFilterId: string,
-  filterConfigMap: Record<string, Filter | Divider>,
-  filterIds: string[],
-  removedFilters: Record<string, FilterRemoval>,
   setCurrentFilterId: Function,
 ) => {
-  const addValidationError = (
-    filterId: string,
-    field: string,
-    error: string,
-  ) => {
-    const fieldError = {
-      name: ['filters', filterId, field],
-      errors: [error],
-    };
-    form.setFields([fieldError]);
-    setCurrentFilterId(filterId);
-  };
-
   try {
     let formValues: NativeFiltersForm;
     try {
@@ -71,42 +66,9 @@ export const validateForm = async (
         throw error;
       }
     }
-
-    const validateCycles = (
-      filterId: string,
-      trace: string[] = [],
-    ): boolean => {
-      if (trace.includes(filterId)) {
-        addValidationError(
-          filterId,
-          'parentFilter',
-          t('Cannot create cyclic hierarchy'),
-        );
-        return false;
-      }
-      const formItem = formValues.filters?.[filterId];
-      const configItem = filterConfigMap[filterId];
-      const parentId = formItem
-        ? 'parentFilter' in formItem && formItem.parentFilter?.value
-        : 'cascadeParentIds' in configItem && configItem?.cascadeParentIds?.[0];
-
-      if (parentId) {
-        return validateCycles(parentId, [...trace, filterId]);
-      }
-      return true;
-    };
-
-    const invalid = filterIds
-      .filter(id => !removedFilters[id])
-      .some(filterId => !validateCycles(filterId));
-
-    if (invalid) {
-      return null;
-    }
-
     return formValues;
   } catch (error) {
-    console.warn('Filter configuration failed:', error);
+    logging.warn('Filter configuration failed:', error);
 
     if (!error.errorFields || !error.errorFields.length) return null; // not a validation error
 
@@ -177,9 +139,7 @@ export const createHandleSave =
           // for now there will only ever be one target
           targets: [target],
           defaultDataMask: formInputs.defaultDataMask ?? getInitialDataMask(),
-          cascadeParentIds: formInputs.parentFilter
-            ? [formInputs.parentFilter.value]
-            : [],
+          cascadeParentIds: formInputs.dependencies || [],
           scope: formInputs.scope,
           sortMetric: formInputs.sortMetric,
           type: formInputs.type,
@@ -189,49 +149,7 @@ export const createHandleSave =
 
     await saveForm(newFilterConfig);
   };
-export function buildFilterGroup(nodes: FilterHierarchyNode[]) {
-  const buildGroup = (
-    elementId: string,
-    nodeList: FilterHierarchyNode[],
-    found: string[],
-  ): string[] | null => {
-    const element = nodeList.find(el => el.id === elementId);
-    const didFind = found.includes(elementId);
-    let parent: string[] = [];
-    let children: string[] = [];
-
-    if (!element || didFind) {
-      return null;
-    }
-    found.push(elementId);
-    const { parentId } = element;
-
-    if (parentId) {
-      const parentArray = buildGroup(parentId, nodeList, found);
-      parent = parentArray ? parentArray.flat() : [];
-    }
-    const childrenArray = nodeList
-      .filter(el => el.parentId === elementId)
-      .map(el => buildGroup(el.id, nodeList, found));
 
-    if (childrenArray) {
-      children = childrenArray
-        ? (childrenArray.flat().filter(id => id) as string[])
-        : [];
-    }
-    return [...parent, elementId, ...children];
-  };
-  const rendered: string[] = [];
-  const group: string[][] = [];
-  for (let index = 0; index < nodes.length; index += 1) {
-    const element = nodes[index];
-    const subGroup = buildGroup(element.id, nodes, rendered);
-    if (subGroup) {
-      group.push(subGroup);
-    }
-  }
-  return group;
-}
 export const createHandleRemoveItem =
   (
     setRemovedFilters: (
@@ -241,28 +159,13 @@ export const createHandleRemoveItem =
           ) => Record<string, FilterRemoval>)
         | Record<string, FilterRemoval>,
     ) => void,
-    setSaveAlertVisible: Function,
     setOrderedFilters: (
-      val: string[][] | ((prevState: string[][]) => string[][]),
+      val: string[] | ((prevState: string[]) => string[]),
     ) => void,
-    setFilterHierarchy: (
-      state:
-        | FilterHierarchy
-        | ((prevState: FilterHierarchy) => FilterHierarchy),
-    ) => void,
-    filterHierarchy: FilterHierarchy,
+    setSaveAlertVisible: Function,
   ) =>
   (filterId: string) => {
     const completeFilterRemoval = (filterId: string) => {
-      const buildNewFilterHierarchy = (hierarchy: FilterHierarchy) =>
-        hierarchy
-          .filter(nativeFilter => nativeFilter.id !== filterId)
-          .map(nativeFilter => {
-            const didRemoveParent = nativeFilter.parentId === filterId;
-            return didRemoveParent
-              ? { ...nativeFilter, parentId: null }
-              : nativeFilter;
-          });
       // the filter state will actually stick around in the form,
       // and the filterConfig/newFilterIds, but we use removedFilters
       // to mark it as removed.
@@ -270,32 +173,9 @@ export const createHandleRemoveItem =
         ...removedFilters,
         [filterId]: { isPending: false },
       }));
-      // Remove the filter from the side tab and de-associate children
-      // in case we removed a parent.
-      setFilterHierarchy(prevFilterHierarchy =>
-        buildNewFilterHierarchy(prevFilterHierarchy),
+      setOrderedFilters((orderedFilters: string[]) =>
+        orderedFilters.filter(filter => filter !== filterId),
       );
-      setOrderedFilters((orderedFilters: string[][]) => {
-        const newOrder = [];
-        for (let index = 0; index < orderedFilters.length; index += 1) {
-          const doesGroupContainDeletedFilter =
-            orderedFilters[index].findIndex(id => id === filterId) >= 0;
-          // Rebuild just the group that contains deleted filter ID.
-          if (doesGroupContainDeletedFilter) {
-            const newGroups = buildFilterGroup(
-              buildNewFilterHierarchy(
-                filterHierarchy.filter(filter =>
-                  orderedFilters[index].includes(filter.id),
-                ),
-              ),
-            );
-            newGroups.forEach(group => newOrder.push(group));
-          } else {
-            newOrder.push(orderedFilters[index]);
-          }
-        }
-        return newOrder;
-      });
     };
 
     // first set up the timer to completely remove it
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/state.ts b/superset-frontend/src/dashboard/components/nativeFilters/state.ts
index be2089c6be08a..030b65859b3ea 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/state.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/state.ts
@@ -21,12 +21,11 @@ import { useMemo } from 'react';
 import {
   Filter,
   FilterConfiguration,
-  NativeFilterType,
   Divider,
+  isFilterDivider,
 } from '@superset-ui/core';
 import { ActiveTabs, DashboardLayout, RootState } from '../../types';
 import { TAB_TYPE } from '../../util/componentTypes';
-import { CascadeFilter } from './FilterBar/CascadeFilters/types';
 
 const defaultFilterConfiguration: Filter[] = [];
 
@@ -98,37 +97,31 @@ function useIsFilterInScope() {
   // Chart is visible if it's placed in an active tab tree or if it's not attached to any tab.
   // Chart is in an active tab tree if all of it's ancestors of type TAB are active
   // Dividers are always in scope
-  return (filter: CascadeFilter | Divider) => {
-    const isDivider = filter.type === NativeFilterType.DIVIDER;
-    return (
-      isDivider ||
-      ('chartsInScope' in filter &&
-        filter.chartsInScope?.some((chartId: number) => {
-          const tabParents = selectChartTabParents(chartId);
-          return (
-            tabParents?.length === 0 ||
-            tabParents?.every(tab => activeTabs.includes(tab))
-          );
-        }))
-    );
-  };
+  return (filter: Filter | Divider) =>
+    isFilterDivider(filter) ||
+    ('chartsInScope' in filter &&
+      filter.chartsInScope?.some((chartId: number) => {
+        const tabParents = selectChartTabParents(chartId);
+        return (
+          tabParents?.length === 0 ||
+          tabParents?.every(tab => activeTabs.includes(tab))
+        );
+      }));
 }
 
-export function useSelectFiltersInScope(
-  cascadeFilters: (CascadeFilter | Divider)[],
-) {
+export function useSelectFiltersInScope(filters: (Filter | Divider)[]) {
   const dashboardHasTabs = useDashboardHasTabs();
   const isFilterInScope = useIsFilterInScope();
 
   return useMemo(() => {
-    let filtersInScope: (CascadeFilter | Divider)[] = [];
-    const filtersOutOfScope: (CascadeFilter | Divider)[] = [];
+    let filtersInScope: (Filter | Divider)[] = [];
+    const filtersOutOfScope: (Filter | Divider)[] = [];
 
     // we check native filters scopes only on dashboards with tabs
     if (!dashboardHasTabs) {
-      filtersInScope = cascadeFilters;
+      filtersInScope = filters;
     } else {
-      cascadeFilters.forEach(filter => {
+      filters.forEach(filter => {
         const filterInScope = isFilterInScope(filter);
 
         if (filterInScope) {
@@ -139,5 +132,5 @@ export function useSelectFiltersInScope(
       });
     }
     return [filtersInScope, filtersOutOfScope];
-  }, [cascadeFilters, dashboardHasTabs, isFilterInScope]);
+  }, [filters, dashboardHasTabs, isFilterInScope]);
 }
diff --git a/superset-frontend/src/dashboard/components/nativeFilters/utils.ts b/superset-frontend/src/dashboard/components/nativeFilters/utils.ts
index 3adaecc656aab..868205714f670 100644
--- a/superset-frontend/src/dashboard/components/nativeFilters/utils.ts
+++ b/superset-frontend/src/dashboard/components/nativeFilters/utils.ts
@@ -29,7 +29,6 @@ import {
   QueryFormData,
 } from '@superset-ui/core';
 import { Charts, DashboardLayout } from 'src/dashboard/types';
-import { RefObject } from 'react';
 import extractUrlParams from 'src/dashboard/util/extractUrlParams';
 import { isFeatureEnabled } from 'src/featureFlags';
 import { CHART_TYPE, TAB_TYPE } from '../../util/componentTypes';
@@ -37,9 +36,8 @@ import { DASHBOARD_GRID_ID, DASHBOARD_ROOT_ID } from '../../util/constants';
 
 export const getFormData = ({
   datasetId,
-  cascadingFilters = {},
+  dependencies = {},
   groupby,
-  inputRef,
   defaultDataMask,
   controlValues,
   filterType,
@@ -50,8 +48,7 @@ export const getFormData = ({
   type,
 }: Partial<Filter> & {
   datasetId?: number;
-  inputRef?: RefObject<HTMLInputElement>;
-  cascadingFilters?: object;
+  dependencies?: object;
   groupby?: string;
   adhoc_filters?: AdhocFilter[];
   time_range?: string;
@@ -75,7 +72,7 @@ export const getFormData = ({
     ...otherProps,
     adhoc_filters: adhoc_filters ?? [],
     extra_filters: [],
-    extra_form_data: cascadingFilters,
+    extra_form_data: dependencies,
     granularity_sqla,
     metrics: ['count'],
     row_limit: 1000,
@@ -85,7 +82,6 @@ export const getFormData = ({
     url_params: extractUrlParams('regular'),
     inView: true,
     viz_type: filterType,
-    inputRef,
     type,
   };
 };
diff --git a/superset-frontend/src/dashboard/styles.ts b/superset-frontend/src/dashboard/styles.ts
index 3df91ec7aa419..5947fd6f26145 100644
--- a/superset-frontend/src/dashboard/styles.ts
+++ b/superset-frontend/src/dashboard/styles.ts
@@ -24,6 +24,9 @@ export const filterCardPopoverStyle = (theme: SupersetTheme) => css`
     padding: 0;
     border-radius: 4px;
 
+    .ant-popover-inner {
+      box-shadow: 0 0 8px rgb(0 0 0 / 10%);
+    }
     .ant-popover-inner-content {
       padding: ${theme.gridUnit * 4}px;
     }
diff --git a/superset-frontend/src/explore/components/controls/DateFilterControl/DateFilterLabel.tsx b/superset-frontend/src/explore/components/controls/DateFilterControl/DateFilterLabel.tsx
index ee979a1c72da5..b5eed2e04be92 100644
--- a/superset-frontend/src/explore/components/controls/DateFilterControl/DateFilterLabel.tsx
+++ b/superset-frontend/src/explore/components/controls/DateFilterControl/DateFilterLabel.tsx
@@ -40,6 +40,7 @@ import { DEFAULT_TIME_RANGE } from 'src/explore/constants';
 import { useDebouncedEffect } from 'src/explore/exploreUtils';
 import { SLOW_DEBOUNCE } from 'src/constants';
 import { testWithId } from 'src/utils/testUtils';
+import { noOp } from 'src/utils/common';
 import { FrameType } from './types';
 
 import {
@@ -163,6 +164,8 @@ interface DateFilterControlProps {
   onChange: (timeRange: string) => void;
   value?: string;
   type?: Type;
+  onOpenPopover?: () => void;
+  onClosePopover?: () => void;
 }
 
 export const DATE_FILTER_CONTROL_TEST_ID = 'date-filter-control';
@@ -171,7 +174,13 @@ export const getDateFilterControlTestId = testWithId(
 );
 
 export default function DateFilterLabel(props: DateFilterControlProps) {
-  const { value = DEFAULT_TIME_RANGE, onChange, type } = props;
+  const {
+    value = DEFAULT_TIME_RANGE,
+    onChange,
+    type,
+    onOpenPopover = noOp,
+    onClosePopover = noOp,
+  } = props;
   const [actualTimeRange, setActualTimeRange] = useState<string>(value);
 
   const [show, setShow] = useState<boolean>(false);
@@ -261,8 +270,10 @@ export default function DateFilterLabel(props: DateFilterControlProps) {
   const togglePopover = () => {
     if (show) {
       onHide();
+      onClosePopover();
     } else {
-      setShow(true);
+      onOpen();
+      onOpenPopover();
     }
   };
 
@@ -360,11 +371,7 @@ export default function DateFilterLabel(props: DateFilterControlProps) {
         overlayStyle={overlayStyle}
       >
         <Tooltip placement="top" title={tooltipTitle}>
-          <Label
-            className="pointer"
-            data-test="time-range-trigger"
-            onClick={onOpen}
-          >
+          <Label className="pointer" data-test="time-range-trigger">
             {actualTimeRange}
           </Label>
         </Tooltip>
diff --git a/superset-frontend/src/explore/components/controls/FilterControl/AdhocFilterEditPopoverSimpleTabContent/index.tsx b/superset-frontend/src/explore/components/controls/FilterControl/AdhocFilterEditPopoverSimpleTabContent/index.tsx
index e86ed587c8e40..828dd36d5fa8e 100644
--- a/superset-frontend/src/explore/components/controls/FilterControl/AdhocFilterEditPopoverSimpleTabContent/index.tsx
+++ b/superset-frontend/src/explore/components/controls/FilterControl/AdhocFilterEditPopoverSimpleTabContent/index.tsx
@@ -18,7 +18,7 @@
  */
 import React, { useEffect, useState } from 'react';
 import { Select } from 'src/components';
-import { t, SupersetClient, styled } from '@superset-ui/core';
+import { t, SupersetClient, SupersetTheme, styled } from '@superset-ui/core';
 import {
   Operators,
   OPERATORS_OPTIONS,
@@ -373,7 +373,7 @@ const AdhocFilterEditPopoverSimpleTabContent: React.FC<Props> = props => {
   return (
     <>
       <Select
-        css={theme => ({
+        css={(theme: SupersetTheme) => ({
           marginTop: theme.gridUnit * 4,
           marginBottom: theme.gridUnit * 4,
         })}
@@ -395,7 +395,7 @@ const AdhocFilterEditPopoverSimpleTabContent: React.FC<Props> = props => {
         {...subjectSelectProps}
       />
       <Select
-        css={theme => ({ marginBottom: theme.gridUnit * 4 })}
+        css={(theme: SupersetTheme) => ({ marginBottom: theme.gridUnit * 4 })}
         options={(props.operators ?? OPERATORS_OPTIONS)
           .filter(op => isOperatorRelevant(op, subject))
           .map((option, index) => ({
diff --git a/superset-frontend/src/filters/components/GroupBy/GroupByFilterPlugin.tsx b/superset-frontend/src/filters/components/GroupBy/GroupByFilterPlugin.tsx
index e3c202c5df23c..9742e27e5908f 100644
--- a/superset-frontend/src/filters/components/GroupBy/GroupByFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/GroupBy/GroupByFilterPlugin.tsx
@@ -38,9 +38,11 @@ export default function PluginFilterGroupBy(props: PluginFilterGroupByProps) {
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
     filterState,
+    inputRef,
   } = props;
-  const { defaultValue, inputRef, multiSelect } = formData;
+  const { defaultValue, multiSelect } = formData;
 
   const [value, setValue] = useState<string[]>(defaultValue ?? []);
 
@@ -116,6 +118,7 @@ export default function PluginFilterGroupBy(props: PluginFilterGroupByProps) {
           onFocus={setFocusedFilter}
           ref={inputRef}
           options={options}
+          onDropdownVisibleChange={setFilterActive}
         />
       </StyledFormItem>
     </FilterPluginStyle>
diff --git a/superset-frontend/src/filters/components/GroupBy/transformProps.ts b/superset-frontend/src/filters/components/GroupBy/transformProps.ts
index 0353feea1d100..9ca0ec047bfa8 100644
--- a/superset-frontend/src/filters/components/GroupBy/transformProps.ts
+++ b/superset-frontend/src/filters/components/GroupBy/transformProps.ts
@@ -17,6 +17,7 @@
  * under the License.
  */
 import { ChartProps } from '@superset-ui/core';
+import { noOp } from 'src/utils/common';
 import { DEFAULT_FORM_DATA } from './types';
 
 export default function transformProps(chartProps: ChartProps) {
@@ -28,11 +29,13 @@ export default function transformProps(chartProps: ChartProps) {
     queriesData,
     width,
     filterState,
+    inputRef,
   } = chartProps;
   const {
-    setDataMask = () => {},
-    setFocusedFilter = () => {},
-    unsetFocusedFilter = () => {},
+    setDataMask = noOp,
+    setFocusedFilter = noOp,
+    unsetFocusedFilter = noOp,
+    setFilterActive = noOp,
   } = hooks;
 
   const { data } = queriesData[0];
@@ -47,5 +50,7 @@ export default function transformProps(chartProps: ChartProps) {
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
+    inputRef,
   };
 }
diff --git a/superset-frontend/src/filters/components/GroupBy/types.ts b/superset-frontend/src/filters/components/GroupBy/types.ts
index fd50389784d8b..5775edaa2f332 100644
--- a/superset-frontend/src/filters/components/GroupBy/types.ts
+++ b/superset-frontend/src/filters/components/GroupBy/types.ts
@@ -40,6 +40,7 @@ export type PluginFilterGroupByProps = PluginFilterStylesProps & {
   data: DataRecord[];
   filterState: FilterState;
   formData: PluginFilterGroupByQueryFormData;
+  inputRef: RefObject<HTMLInputElement>;
 } & PluginFilterHooks;
 
 export const DEFAULT_FORM_DATA: PluginFilterGroupByCustomizeProps = {
diff --git a/superset-frontend/src/filters/components/Range/RangeFilterPlugin.tsx b/superset-frontend/src/filters/components/Range/RangeFilterPlugin.tsx
index b768511baa31d..05b797a07ab47 100644
--- a/superset-frontend/src/filters/components/Range/RangeFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/Range/RangeFilterPlugin.tsx
@@ -152,12 +152,14 @@ export default function RangeFilterPlugin(props: PluginFilterRangeProps) {
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
     filterState,
+    inputRef,
   } = props;
   const [row] = data;
   // @ts-ignore
   const { min, max }: { min: number; max: number } = row;
-  const { groupby, defaultValue, inputRef, enableSingleValue } = formData;
+  const { groupby, defaultValue, enableSingleValue } = formData;
 
   const enableSingleMinValue = enableSingleValue === SingleValueType.Minimum;
   const enableSingleMaxValue = enableSingleValue === SingleValueType.Maximum;
@@ -289,6 +291,8 @@ export default function RangeFilterPlugin(props: PluginFilterRangeProps) {
             onBlur={unsetFocusedFilter}
             onMouseEnter={setFocusedFilter}
             onMouseLeave={unsetFocusedFilter}
+            onMouseDown={() => setFilterActive(true)}
+            onMouseUp={() => setFilterActive(false)}
           >
             {enableSingleMaxValue && (
               <Slider
diff --git a/superset-frontend/src/filters/components/Range/transformProps.ts b/superset-frontend/src/filters/components/Range/transformProps.ts
index 28a2eea62d6e6..f4c47cec267b1 100644
--- a/superset-frontend/src/filters/components/Range/transformProps.ts
+++ b/superset-frontend/src/filters/components/Range/transformProps.ts
@@ -17,6 +17,7 @@
  * under the License.
  */
 import { ChartProps } from '@superset-ui/core';
+import { noOp } from 'src/utils/common';
 
 export default function transformProps(chartProps: ChartProps) {
   const {
@@ -27,11 +28,13 @@ export default function transformProps(chartProps: ChartProps) {
     width,
     behaviors,
     filterState,
+    inputRef,
   } = chartProps;
   const {
-    setDataMask = () => {},
-    setFocusedFilter = () => {},
-    unsetFocusedFilter = () => {},
+    setDataMask = noOp,
+    setFocusedFilter = noOp,
+    unsetFocusedFilter = noOp,
+    setFilterActive = noOp,
   } = hooks;
   const { data } = queriesData[0];
 
@@ -45,5 +48,7 @@ export default function transformProps(chartProps: ChartProps) {
     width,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
+    inputRef,
   };
 }
diff --git a/superset-frontend/src/filters/components/Select/SelectFilterPlugin.tsx b/superset-frontend/src/filters/components/Select/SelectFilterPlugin.tsx
index a34891e98cc97..16c748a174b32 100644
--- a/superset-frontend/src/filters/components/Select/SelectFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/Select/SelectFilterPlugin.tsx
@@ -84,16 +84,17 @@ export default function PluginFilterSelect(props: PluginFilterSelectProps) {
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
     appSection,
     showOverflow,
     parentRef,
+    inputRef,
   } = props;
   const {
     enableEmptyFilter,
     multiSelect,
     showSearch,
     inverseSelection,
-    inputRef,
     defaultToFirstItem,
     searchAllOptions,
   } = formData;
@@ -323,6 +324,7 @@ export default function PluginFilterSelect(props: PluginFilterSelectProps) {
           // @ts-ignore
           options={options}
           sortComparator={sortComparator}
+          onDropdownVisibleChange={setFilterActive}
         />
       </StyledFormItem>
     </FilterPluginStyle>
diff --git a/superset-frontend/src/filters/components/Select/transformProps.ts b/superset-frontend/src/filters/components/Select/transformProps.ts
index 59e58d352ef00..59d9adc57e930 100644
--- a/superset-frontend/src/filters/components/Select/transformProps.ts
+++ b/superset-frontend/src/filters/components/Select/transformProps.ts
@@ -17,6 +17,7 @@
  * under the License.
  */
 import { GenericDataType } from '@superset-ui/core';
+import { noOp } from 'src/utils/common';
 import { DEFAULT_FORM_DATA, PluginFilterSelectChartProps } from './types';
 
 export default function transformProps(
@@ -32,12 +33,14 @@ export default function transformProps(
     appSection,
     filterState,
     isRefreshing,
+    inputRef,
   } = chartProps;
   const newFormData = { ...DEFAULT_FORM_DATA, ...formData };
   const {
-    setDataMask = () => {},
-    setFocusedFilter = () => {},
-    unsetFocusedFilter = () => {},
+    setDataMask = noOp,
+    setFocusedFilter = noOp,
+    unsetFocusedFilter = noOp,
+    setFilterActive = noOp,
   } = hooks;
   const [queryData] = queriesData;
   const { colnames = [], coltypes = [], data = [] } = queryData || {};
@@ -59,5 +62,7 @@ export default function transformProps(
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
+    inputRef,
   };
 }
diff --git a/superset-frontend/src/filters/components/Select/types.ts b/superset-frontend/src/filters/components/Select/types.ts
index 82dba5b9296cc..2d4f0c958669f 100644
--- a/superset-frontend/src/filters/components/Select/types.ts
+++ b/superset-frontend/src/filters/components/Select/types.ts
@@ -37,7 +37,6 @@ export interface PluginFilterSelectCustomizeProps {
   inverseSelection: boolean;
   multiSelect: boolean;
   defaultToFirstItem: boolean;
-  inputRef?: RefObject<HTMLInputElement>;
   searchAllOptions: boolean;
   sortAscending?: boolean;
   sortMetric?: string;
@@ -61,6 +60,7 @@ export type PluginFilterSelectProps = PluginFilterStylesProps & {
   isRefreshing: boolean;
   showOverflow: boolean;
   parentRef?: RefObject<any>;
+  inputRef?: RefObject<any>;
 } & PluginFilterHooks;
 
 export const DEFAULT_FORM_DATA: PluginFilterSelectCustomizeProps = {
diff --git a/superset-frontend/src/filters/components/Time/TimeFilterPlugin.tsx b/superset-frontend/src/filters/components/Time/TimeFilterPlugin.tsx
index 7f8c940e32516..fabc9f136c80b 100644
--- a/superset-frontend/src/filters/components/Time/TimeFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/Time/TimeFilterPlugin.tsx
@@ -60,10 +60,11 @@ export default function TimeFilterPlugin(props: PluginFilterTimeProps) {
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
     width,
     height,
     filterState,
-    formData: { inputRef },
+    inputRef,
   } = props;
 
   const handleTimeRangeChange = useCallback(
@@ -104,6 +105,8 @@ export default function TimeFilterPlugin(props: PluginFilterTimeProps) {
           name="time_range"
           onChange={handleTimeRangeChange}
           type={filterState.validateStatus}
+          onOpenPopover={() => setFilterActive(true)}
+          onClosePopover={() => setFilterActive(false)}
         />
       </ControlContainer>
     </TimeFilterStyles>
diff --git a/superset-frontend/src/filters/components/Time/transformProps.ts b/superset-frontend/src/filters/components/Time/transformProps.ts
index c2fe3c0d1c6b8..883b6002d8920 100644
--- a/superset-frontend/src/filters/components/Time/transformProps.ts
+++ b/superset-frontend/src/filters/components/Time/transformProps.ts
@@ -17,6 +17,7 @@
  * under the License.
  */
 import { ChartProps } from '@superset-ui/core';
+import { noOp } from 'src/utils/common';
 import { DEFAULT_FORM_DATA } from './types';
 
 export default function transformProps(chartProps: ChartProps) {
@@ -28,11 +29,13 @@ export default function transformProps(chartProps: ChartProps) {
     width,
     behaviors,
     filterState,
+    inputRef,
   } = chartProps;
   const {
-    setDataMask = () => {},
-    setFocusedFilter = () => {},
-    unsetFocusedFilter = () => {},
+    setDataMask = noOp,
+    setFocusedFilter = noOp,
+    unsetFocusedFilter = noOp,
+    setFilterActive = noOp,
   } = hooks;
   const { data } = queriesData[0];
 
@@ -48,6 +51,8 @@ export default function transformProps(chartProps: ChartProps) {
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
     width,
+    inputRef,
   };
 }
diff --git a/superset-frontend/src/filters/components/Time/types.ts b/superset-frontend/src/filters/components/Time/types.ts
index 6adab6b97e0f0..4219c7cbb351e 100644
--- a/superset-frontend/src/filters/components/Time/types.ts
+++ b/superset-frontend/src/filters/components/Time/types.ts
@@ -16,6 +16,7 @@
  * specific language governing permissions and limitations
  * under the License.
  */
+import { RefObject } from 'react';
 import {
   Behavior,
   DataRecord,
@@ -37,6 +38,7 @@ export type PluginFilterTimeProps = PluginFilterStylesProps & {
   data: DataRecord[];
   formData: PluginFilterSelectQueryFormData;
   filterState: FilterState;
+  inputRef: RefObject<HTMLInputElement>;
 } & PluginFilterHooks;
 
 export const DEFAULT_FORM_DATA: PluginFilterTimeCustomizeProps = {
diff --git a/superset-frontend/src/filters/components/TimeColumn/TimeColumnFilterPlugin.tsx b/superset-frontend/src/filters/components/TimeColumn/TimeColumnFilterPlugin.tsx
index 0f616a6a709ba..fd5f21caad914 100644
--- a/superset-frontend/src/filters/components/TimeColumn/TimeColumnFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/TimeColumn/TimeColumnFilterPlugin.tsx
@@ -40,9 +40,11 @@ export default function PluginFilterTimeColumn(
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
     filterState,
+    inputRef,
   } = props;
-  const { defaultValue, inputRef } = formData;
+  const { defaultValue } = formData;
 
   const [value, setValue] = useState<string[]>(defaultValue ?? []);
 
@@ -116,6 +118,7 @@ export default function PluginFilterTimeColumn(
           onMouseLeave={unsetFocusedFilter}
           ref={inputRef}
           options={options}
+          onDropdownVisibleChange={setFilterActive}
         />
       </StyledFormItem>
     </FilterPluginStyle>
diff --git a/superset-frontend/src/filters/components/TimeColumn/transformProps.ts b/superset-frontend/src/filters/components/TimeColumn/transformProps.ts
index 0353feea1d100..9ca0ec047bfa8 100644
--- a/superset-frontend/src/filters/components/TimeColumn/transformProps.ts
+++ b/superset-frontend/src/filters/components/TimeColumn/transformProps.ts
@@ -17,6 +17,7 @@
  * under the License.
  */
 import { ChartProps } from '@superset-ui/core';
+import { noOp } from 'src/utils/common';
 import { DEFAULT_FORM_DATA } from './types';
 
 export default function transformProps(chartProps: ChartProps) {
@@ -28,11 +29,13 @@ export default function transformProps(chartProps: ChartProps) {
     queriesData,
     width,
     filterState,
+    inputRef,
   } = chartProps;
   const {
-    setDataMask = () => {},
-    setFocusedFilter = () => {},
-    unsetFocusedFilter = () => {},
+    setDataMask = noOp,
+    setFocusedFilter = noOp,
+    unsetFocusedFilter = noOp,
+    setFilterActive = noOp,
   } = hooks;
 
   const { data } = queriesData[0];
@@ -47,5 +50,7 @@ export default function transformProps(chartProps: ChartProps) {
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
+    inputRef,
   };
 }
diff --git a/superset-frontend/src/filters/components/TimeColumn/types.ts b/superset-frontend/src/filters/components/TimeColumn/types.ts
index 19ad0a8377d90..95b1e5edfdc93 100644
--- a/superset-frontend/src/filters/components/TimeColumn/types.ts
+++ b/superset-frontend/src/filters/components/TimeColumn/types.ts
@@ -39,6 +39,7 @@ export type PluginFilterTimeColumnProps = PluginFilterStylesProps & {
   data: DataRecord[];
   filterState: FilterState;
   formData: PluginFilterTimeColumnQueryFormData;
+  inputRef: RefObject<HTMLInputElement>;
 } & PluginFilterHooks;
 
 export const DEFAULT_FORM_DATA: PluginFilterTimeColumnCustomizeProps = {
diff --git a/superset-frontend/src/filters/components/TimeGrain/TimeGrainFilterPlugin.tsx b/superset-frontend/src/filters/components/TimeGrain/TimeGrainFilterPlugin.tsx
index 4bac5c47f71bf..383272c7bbd52 100644
--- a/superset-frontend/src/filters/components/TimeGrain/TimeGrainFilterPlugin.tsx
+++ b/superset-frontend/src/filters/components/TimeGrain/TimeGrainFilterPlugin.tsx
@@ -40,9 +40,11 @@ export default function PluginFilterTimegrain(
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
     filterState,
+    inputRef,
   } = props;
-  const { defaultValue, inputRef } = formData;
+  const { defaultValue } = formData;
 
   const [value, setValue] = useState<string[]>(defaultValue ?? []);
   const durationMap = useMemo(
@@ -126,6 +128,7 @@ export default function PluginFilterTimegrain(
           onMouseLeave={unsetFocusedFilter}
           ref={inputRef}
           options={options}
+          onDropdownVisibleChange={setFilterActive}
         />
       </StyledFormItem>
     </FilterPluginStyle>
diff --git a/superset-frontend/src/filters/components/TimeGrain/transformProps.ts b/superset-frontend/src/filters/components/TimeGrain/transformProps.ts
index c49d5e0edd6c3..797a2d1d80e50 100644
--- a/superset-frontend/src/filters/components/TimeGrain/transformProps.ts
+++ b/superset-frontend/src/filters/components/TimeGrain/transformProps.ts
@@ -17,15 +17,17 @@
  * under the License.
  */
 import { ChartProps } from '@superset-ui/core';
+import { noOp } from 'src/utils/common';
 import { DEFAULT_FORM_DATA } from './types';
 
 export default function transformProps(chartProps: ChartProps) {
-  const { formData, height, hooks, queriesData, width, filterState } =
+  const { formData, height, hooks, queriesData, width, filterState, inputRef } =
     chartProps;
   const {
-    setDataMask = () => {},
-    setFocusedFilter = () => {},
-    unsetFocusedFilter = () => {},
+    setDataMask = noOp,
+    setFocusedFilter = noOp,
+    unsetFocusedFilter = noOp,
+    setFilterActive = noOp,
   } = hooks;
 
   const { data } = queriesData[0];
@@ -39,5 +41,7 @@ export default function transformProps(chartProps: ChartProps) {
     setDataMask,
     setFocusedFilter,
     unsetFocusedFilter,
+    setFilterActive,
+    inputRef,
   };
 }
diff --git a/superset-frontend/src/filters/components/TimeGrain/types.ts b/superset-frontend/src/filters/components/TimeGrain/types.ts
index 353538849fbb0..3dfa9a99d8dc5 100644
--- a/superset-frontend/src/filters/components/TimeGrain/types.ts
+++ b/superset-frontend/src/filters/components/TimeGrain/types.ts
@@ -33,6 +33,7 @@ export type PluginFilterTimeGrainProps = PluginFilterStylesProps & {
   data: DataRecord[];
   filterState: FilterState;
   formData: PluginFilterTimeGrainQueryFormData;
+  inputRef: RefObject<HTMLInputElement>;
 } & PluginFilterHooks;
 
 export const DEFAULT_FORM_DATA: PluginFilterTimeGrainCustomizeProps = {
diff --git a/superset-frontend/src/filters/components/types.ts b/superset-frontend/src/filters/components/types.ts
index a831bcfdedcdb..2a403fe61bb73 100644
--- a/superset-frontend/src/filters/components/types.ts
+++ b/superset-frontend/src/filters/components/types.ts
@@ -27,4 +27,5 @@ export interface PluginFilterHooks {
   setDataMask: SetDataMaskHook;
   setFocusedFilter: () => void;
   unsetFocusedFilter: () => void;
+  setFilterActive: (isActive: boolean) => void;
 }