diff --git a/packages/plugins/@hera/plugin-core/src/client/schema-components/association-cascader/AssociationCascader.tsx b/packages/plugins/@hera/plugin-core/src/client/schema-components/association-cascader/AssociationCascader.tsx
index 1dace2bc0..2cf535b15 100644
--- a/packages/plugins/@hera/plugin-core/src/client/schema-components/association-cascader/AssociationCascader.tsx
+++ b/packages/plugins/@hera/plugin-core/src/client/schema-components/association-cascader/AssociationCascader.tsx
@@ -24,38 +24,88 @@ const AssociationCascader = connect((props) => {
   });
 
   const options = useMemo(() => {
-    const dict: { [key: string]: string[] } =
-      data?.data.reduce((acc, item) => {
-        if (item[associationField]) {
-          const key = item[associationField][joinTitleField];
-          acc[key] ??= [];
-          acc[key].push(item[titleField]);
+    if (props.chartCascader) {
+      const dataOptions = {};
+      const options = [];
+      data?.data.forEach((item) => {
+        if (item?.[associationField]) {
+          const field = [];
+          if (Array.isArray(item[associationField]) && item[associationField].length) {
+            field.push(...item[associationField]);
+          } else {
+            field.push({ ...item[associationField] });
+          }
+          field.forEach((fieldItem) => {
+            if (!Object.keys(fieldItem).length) return;
+            if (dataOptions[fieldItem[joinTitleField]]) {
+              dataOptions[fieldItem[joinTitleField]].push({
+                label: item[titleField],
+                value: item[titleField],
+              });
+            } else {
+              dataOptions[fieldItem[joinTitleField]] = [
+                {
+                  label: item[titleField],
+                  value: item[titleField],
+                },
+              ];
+            }
+          });
         }
-        return acc;
-      }, {}) || {};
-    const options = Object.entries(dict).map(([key, values]) => ({
-      [fieldNames.label]: key,
-      [fieldNames.value]: key,
-      children: values.map((value) => ({ [fieldNames.label]: value, [fieldNames.value]: value })),
-    }));
-    return options;
+      });
+      for (const key in dataOptions) {
+        options.push({
+          label: key,
+          value: key,
+          children: [...dataOptions[key]],
+        });
+      }
+      return options;
+    } else {
+      const dict: { [key: string]: string[] } =
+        data?.data.reduce((acc, item) => {
+          if (item[associationField]) {
+            const key = item[associationField][joinTitleField];
+            acc[key] ??= [];
+            acc[key].push(item[titleField]);
+          }
+          return acc;
+        }, {}) || {};
+      const options = Object.entries(dict).map(([key, values]) => ({
+        [fieldNames.label]: key,
+        [fieldNames.value]: key,
+        children: values.map((value) => ({ [fieldNames.label]: value, [fieldNames.value]: value })),
+      }));
+      return options;
+    }
   }, [associationField, joinTitleField, titleField, data?.data]);
-  return <SingleValueCascader options={options} {...props} showSearch />;
+
+  return (
+    <SingleValueCascader
+      options={options}
+      {...props}
+      showSearch
+      titleField={titleField}
+      joinTitleField={joinTitleField}
+    />
+  );
 });
 
 const SingleValueCascader = (props) => {
-  const { value, options, onChange, fieldNames } = props;
+  const { value, options, onChange, fieldNames, chartCascader, titleField, joinTitleField } = props;
+  const fieldLabel = fieldNames ? fieldNames.value : titleField;
+  const joinFieldLabel = fieldNames ? fieldNames.value : 'value';
   const arrayValue = value && options ? [] : undefined;
   if (arrayValue) {
     for (const option of options) {
-      if (option[fieldNames.value] === value) {
-        arrayValue.push(option[fieldNames.value]);
+      if (option[fieldLabel] === value) {
+        arrayValue.push(option[fieldLabel]);
         break;
       }
       for (const subOption of option.children) {
-        if (subOption[fieldNames.value] === value) {
-          arrayValue.push(option[fieldNames.value]);
-          arrayValue.push(subOption[fieldNames.value]);
+        if (subOption[joinFieldLabel] === value) {
+          arrayValue.push(option[joinFieldLabel]);
+          arrayValue.push(subOption[joinFieldLabel]);
           break;
         }
       }
diff --git a/packages/plugins/@nocobase/plugin-data-visualization/src/client/filter/FilterItemInitializers.tsx b/packages/plugins/@nocobase/plugin-data-visualization/src/client/filter/FilterItemInitializers.tsx
index 9534a7558..ab6a1ddde 100644
--- a/packages/plugins/@nocobase/plugin-data-visualization/src/client/filter/FilterItemInitializers.tsx
+++ b/packages/plugins/@nocobase/plugin-data-visualization/src/client/filter/FilterItemInitializers.tsx
@@ -22,6 +22,7 @@ import {
   useDesignable,
   useGlobalTheme,
   useSchemaInitializerItem,
+  useCompile,
 } from '@nocobase/client';
 import { useMemoizedFn } from 'ahooks';
 import { Alert, ConfigProvider, Typography } from 'antd';
@@ -35,7 +36,7 @@ const { Paragraph, Text } = Typography;
 const FieldComponentProps: React.FC = observer(
   (props) => {
     const form = useForm();
-    const schema = getPropsSchemaByComponent(form.values.component);
+    const schema = getPropsSchemaByComponent(form.values.component, props['allCollection']);
     return schema ? <SchemaComponent schema={schema} {...props} /> : null;
   },
   { displayName: 'FieldComponentProps' },
@@ -127,12 +128,31 @@ export const ChartFilterCustomItemInitializer: React.FC<{
   const dm = useDataSourceManager();
   const sourceFields = useChartFilterSourceFields();
   const { options: fieldComponents, values: fieldComponentValues } = useFieldComponents();
+  const { collections, getCollectionFields } = useCollectionManager_deprecated();
+  const compile = useCompile();
+  const allCollection = collections.map((collection) => {
+    return {
+      label: collection.getOption('title'),
+      value: collection.getOption('name'),
+    };
+  });
   const handleClick = useCallback(async () => {
     const values = await FormDialog(
       t('Add custom field'),
       () => (
         <SchemaComponentOptions
-          scope={{ ...scope, useChartFilterSourceFields }}
+          scope={{
+            ...scope,
+            useChartFilterSourceFields,
+            useCollectionField(collection) {
+              return getCollectionFields(collection)?.map((field) => {
+                return {
+                  label: compile(field.uiSchema.title),
+                  value: field.name,
+                };
+              });
+            },
+          }}
           components={{ ...components, FieldComponentProps }}
         >
           <FormLayout layout={'vertical'}>
@@ -176,6 +196,9 @@ export const ChartFilterCustomItemInitializer: React.FC<{
                       type: 'object',
                       title: t('Component properties'),
                       'x-component': 'FieldComponentProps',
+                      'x-component-props': {
+                        allCollection,
+                      },
                     },
                   },
                 }}
@@ -242,6 +265,7 @@ export const ChartFilterCustomItemInitializer: React.FC<{
         'x-component-props': {
           ...(defaultSchema['x-component-props'] || {}),
           ...props,
+          chartCascader: true,
         },
       }),
     );
diff --git a/packages/plugins/@nocobase/plugin-data-visualization/src/client/filter/utils.ts b/packages/plugins/@nocobase/plugin-data-visualization/src/client/filter/utils.ts
index d018de38a..37a0288eb 100644
--- a/packages/plugins/@nocobase/plugin-data-visualization/src/client/filter/utils.ts
+++ b/packages/plugins/@nocobase/plugin-data-visualization/src/client/filter/utils.ts
@@ -55,7 +55,7 @@ export const getOptionsSchema = () => {
   return options;
 };
 
-export const getPropsSchemaByComponent = (component: string) => {
+export const getPropsSchemaByComponent = (component: string, allCollection) => {
   const showTime = {
     type: 'boolean',
     'x-content': '{{ t("Show time") }}',
@@ -135,6 +135,34 @@ export const getPropsSchemaByComponent = (component: string) => {
         options,
       },
     },
+    AssociationCascader: {
+      type: 'object',
+      properties: {
+        collection: {
+          type: 'string',
+          title: '{{t("Field collection")}}',
+          'x-decorator': 'FormItem',
+          'x-component': 'Select',
+          enum: allCollection,
+        },
+        associationField: {
+          type: 'string',
+          title: '{{t("Field Association")}}',
+          'x-visible': false,
+          'x-decorator': 'FormItem',
+          'x-component': 'Select',
+          'x-reactions': {
+            dependencies: ['component', '.collection'],
+            fulfill: {
+              schema: {
+                'x-visible': "{{$deps[0]=== 'AssociationCascader' && $deps[1]}}",
+                enum: '{{useCollectionField($deps[1])}}',
+              },
+            },
+          },
+        },
+      },
+    },
   };
   return propsSchema[component];
 };
diff --git a/packages/plugins/@nocobase/plugin-data-visualization/src/client/hooks/filter.ts b/packages/plugins/@nocobase/plugin-data-visualization/src/client/hooks/filter.ts
index ea29411a4..d4d83dcd5 100644
--- a/packages/plugins/@nocobase/plugin-data-visualization/src/client/hooks/filter.ts
+++ b/packages/plugins/@nocobase/plugin-data-visualization/src/client/hooks/filter.ts
@@ -507,6 +507,7 @@ export const useFieldComponents = () => {
     { label: t('Select'), value: 'Select' },
     { label: t('Radio group'), value: 'Radio.Group' },
     { label: t('Checkbox group'), value: 'Checkbox.Group' },
+    { label: t('AssociationCascader'), value: 'AssociationCascader' },
     // { label: t('China region'), value: 'chinaRegion' },
   ];
   return {