diff --git a/docs/user/dashboard/lens.asciidoc b/docs/user/dashboard/lens.asciidoc
index 6c695cd3a74a9..de23c3a9962e0 100644
--- a/docs/user/dashboard/lens.asciidoc
+++ b/docs/user/dashboard/lens.asciidoc
@@ -172,6 +172,20 @@ Compare your real-time data to the results that are offset by a time increment.
 
 For a time shift example, refer to <<compare-time-ranges>>.
 
+[float]
+[[multi-metric-partition-chart]]
+==== Build a partition chart from multiple metrics
+
+By default, partition charts (e.g. pie) are built from one or more "slice-by" dimensions to define the partitions and a single metric dimension to define their size. However, you can also build a partition chart from multiple metric dimensions.
+
+. Open the layer context menu at the top right of the layer panel.
+
+. Click *Layer settings*.
+
+. Click the switch labeled *Multiple metrics*.
+
+Note: this option is not available for mosaic charts.
+
 [float]
 [[add-annotations]]
 ==== Add annotations
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/mosaic_vis_function.test.ts.snap b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/mosaic_vis_function.test.ts.snap
index 859f644454169..c00de511b8afb 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/mosaic_vis_function.test.ts.snap
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/mosaic_vis_function.test.ts.snap
@@ -89,14 +89,16 @@ Object {
             "type": "vis_dimension",
           },
         ],
-        "metric": Object {
-          "accessor": 0,
-          "format": Object {
-            "id": "number",
-            "params": Object {},
+        "metrics": Array [
+          Object {
+            "accessor": 0,
+            "format": Object {
+              "id": "number",
+              "params": Object {},
+            },
+            "type": "vis_dimension",
           },
-          "type": "vis_dimension",
-        },
+        ],
         "splitColumn": undefined,
         "splitRow": undefined,
       },
@@ -122,6 +124,7 @@ Object {
         },
         "type": "vis_dimension",
       },
+      "metricsToLabels": Object {},
       "nestedLegend": true,
       "palette": Object {
         "name": "kibana_palette",
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/pie_vis_function.test.ts.snap b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/pie_vis_function.test.ts.snap
index 3fd9966e7524e..65cd755d51a07 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/pie_vis_function.test.ts.snap
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/pie_vis_function.test.ts.snap
@@ -87,14 +87,16 @@ Object {
             "type": "vis_dimension",
           },
         ],
-        "metric": Object {
-          "accessor": 0,
-          "format": Object {
-            "id": "number",
-            "params": Object {},
+        "metrics": Array [
+          Object {
+            "accessor": 0,
+            "format": Object {
+              "id": "number",
+              "params": Object {},
+            },
+            "type": "vis_dimension",
           },
-          "type": "vis_dimension",
-        },
+        ],
         "splitColumn": undefined,
         "splitRow": undefined,
       },
@@ -115,14 +117,17 @@ Object {
       "legendPosition": "right",
       "legendSize": "small",
       "maxLegendLines": 2,
-      "metric": Object {
-        "accessor": 0,
-        "format": Object {
-          "id": "number",
-          "params": Object {},
+      "metrics": Array [
+        Object {
+          "accessor": 0,
+          "format": Object {
+            "id": "number",
+            "params": Object {},
+          },
+          "type": "vis_dimension",
         },
-        "type": "vis_dimension",
-      },
+      ],
+      "metricsToLabels": Object {},
       "nestedLegend": true,
       "palette": Object {
         "name": "kibana_palette",
@@ -222,14 +227,16 @@ Object {
             "type": "vis_dimension",
           },
         ],
-        "metric": Object {
-          "accessor": 0,
-          "format": Object {
-            "id": "number",
-            "params": Object {},
+        "metrics": Array [
+          Object {
+            "accessor": 0,
+            "format": Object {
+              "id": "number",
+              "params": Object {},
+            },
+            "type": "vis_dimension",
           },
-          "type": "vis_dimension",
-        },
+        ],
         "splitColumn": undefined,
         "splitRow": undefined,
       },
@@ -250,14 +257,17 @@ Object {
       "legendPosition": "right",
       "legendSize": "small",
       "maxLegendLines": 2,
-      "metric": Object {
-        "accessor": 0,
-        "format": Object {
-          "id": "number",
-          "params": Object {},
+      "metrics": Array [
+        Object {
+          "accessor": 0,
+          "format": Object {
+            "id": "number",
+            "params": Object {},
+          },
+          "type": "vis_dimension",
         },
-        "type": "vis_dimension",
-      },
+      ],
+      "metricsToLabels": Object {},
       "nestedLegend": true,
       "palette": Object {
         "name": "kibana_palette",
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/treemap_vis_function.test.ts.snap b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/treemap_vis_function.test.ts.snap
index ef1c7be526670..5388a47242fb4 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/treemap_vis_function.test.ts.snap
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/treemap_vis_function.test.ts.snap
@@ -89,14 +89,16 @@ Object {
             "type": "vis_dimension",
           },
         ],
-        "metric": Object {
-          "accessor": 0,
-          "format": Object {
-            "id": "number",
-            "params": Object {},
+        "metrics": Array [
+          Object {
+            "accessor": 0,
+            "format": Object {
+              "id": "number",
+              "params": Object {},
+            },
+            "type": "vis_dimension",
           },
-          "type": "vis_dimension",
-        },
+        ],
         "splitColumn": undefined,
         "splitRow": undefined,
       },
@@ -114,14 +116,17 @@ Object {
       "legendPosition": "right",
       "legendSize": "medium",
       "maxLegendLines": 2,
-      "metric": Object {
-        "accessor": 0,
-        "format": Object {
-          "id": "number",
-          "params": Object {},
+      "metrics": Array [
+        Object {
+          "accessor": 0,
+          "format": Object {
+            "id": "number",
+            "params": Object {},
+          },
+          "type": "vis_dimension",
         },
-        "type": "vis_dimension",
-      },
+      ],
+      "metricsToLabels": Object {},
       "nestedLegend": true,
       "palette": Object {
         "name": "kibana_palette",
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/waffle_vis_function.test.ts.snap b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/waffle_vis_function.test.ts.snap
index 9cdc69904460a..180c3221240ce 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/waffle_vis_function.test.ts.snap
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/__snapshots__/waffle_vis_function.test.ts.snap
@@ -63,14 +63,16 @@ Object {
             "type": "vis_dimension",
           },
         ],
-        "metric": Object {
-          "accessor": 0,
-          "format": Object {
-            "id": "number",
-            "params": Object {},
+        "metrics": Array [
+          Object {
+            "accessor": 0,
+            "format": Object {
+              "id": "number",
+              "params": Object {},
+            },
+            "type": "vis_dimension",
           },
-          "type": "vis_dimension",
-        },
+        ],
         "splitColumn": undefined,
         "splitRow": undefined,
       },
@@ -88,14 +90,17 @@ Object {
       "legendPosition": "right",
       "legendSize": "medium",
       "maxLegendLines": 2,
-      "metric": Object {
-        "accessor": 0,
-        "format": Object {
-          "id": "number",
-          "params": Object {},
+      "metrics": Array [
+        Object {
+          "accessor": 0,
+          "format": Object {
+            "id": "number",
+            "params": Object {},
+          },
+          "type": "vis_dimension",
         },
-        "type": "vis_dimension",
-      },
+      ],
+      "metricsToLabels": Object {},
       "palette": Object {
         "name": "kibana_palette",
         "type": "system_palette",
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/i18n.ts b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/i18n.ts
index ec4357c269f37..b312de7bf1583 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/i18n.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/i18n.ts
@@ -17,6 +17,10 @@ export const strings = {
     i18n.translate('expressionPartitionVis.reusable.function.args.metricHelpText', {
       defaultMessage: 'Metric dimensions config',
     }),
+  getMetricToLabelHelp: () =>
+    i18n.translate('expressionPartitionVis.metricToLabel.help', {
+      defaultMessage: 'JSON key-value pairs of column ID to label',
+    }),
   getBucketsArgHelp: () =>
     i18n.translate('expressionPartitionVis.reusable.function.args.bucketsHelpText', {
       defaultMessage: 'Buckets dimensions config',
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/mosaic_vis_function.ts b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/mosaic_vis_function.ts
index ae3f17ff8df3a..75f2aa3c17dc1 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/mosaic_vis_function.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/mosaic_vis_function.ts
@@ -130,13 +130,14 @@ export const mosaicVisFunction = (): MosaicVisExpressionFunctionDefinition => ({
 
     const visConfig: PartitionVisParams = {
       ...args,
+      metricsToLabels: {},
       ariaLabel:
         args.ariaLabel ??
         (handlers.variables?.embeddableTitle as string) ??
         handlers.getExecutionContext?.()?.description,
       palette: args.palette,
       dimensions: {
-        metric: args.metric,
+        metrics: [args.metric],
         buckets: args.buckets,
         splitColumn: args.splitColumn,
         splitRow: args.splitRow,
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/pie_vis_function.test.ts b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/pie_vis_function.test.ts
index 9a18a348be16f..0c222758d912a 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/pie_vis_function.test.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/pie_vis_function.test.ts
@@ -30,6 +30,7 @@ describe('interpreter/functions#pieVis', () => {
 
   const visConfig: PieVisConfig = {
     addTooltip: true,
+    metricsToLabels: JSON.stringify({}),
     legendDisplay: LegendDisplay.SHOW,
     legendPosition: 'right',
     legendSize: LegendSize.SMALL,
@@ -53,14 +54,16 @@ describe('interpreter/functions#pieVis', () => {
       truncate: 100,
       last_level: false,
     },
-    metric: {
-      type: 'vis_dimension',
-      accessor: 0,
-      format: {
-        id: 'number',
-        params: {},
+    metrics: [
+      {
+        type: 'vis_dimension',
+        accessor: 0,
+        format: {
+          id: 'number',
+          params: {},
+        },
       },
-    },
+    ],
     buckets: [
       {
         type: 'vis_dimension',
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/pie_vis_function.ts b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/pie_vis_function.ts
index 119d45f579ebf..4bf2ead1b9c52 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/pie_vis_function.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/pie_vis_function.ts
@@ -25,10 +25,15 @@ export const pieVisFunction = (): PieVisExpressionFunctionDefinition => ({
   inputTypes: ['datatable'],
   help: strings.getPieVisFunctionName(),
   args: {
-    metric: {
+    metrics: {
       types: ['vis_dimension', 'string'],
       help: strings.getMetricArgHelp(),
       required: true,
+      multi: true,
+    },
+    metricsToLabels: {
+      types: ['string'],
+      help: strings.getMetricToLabelHelp(),
     },
     buckets: {
       types: ['vis_dimension', 'string'],
@@ -137,9 +142,10 @@ export const pieVisFunction = (): PieVisExpressionFunctionDefinition => ({
       throw new Error(errors.splitRowAndSplitColumnAreSpecifiedError());
     }
 
-    validateAccessor(args.metric, context.columns);
+    args.metrics.forEach((accessor) => validateAccessor(accessor, context.columns));
+
     if (args.buckets) {
-      args.buckets.forEach((bucket) => validateAccessor(bucket, context.columns));
+      args.buckets.forEach((accessor) => validateAccessor(accessor, context.columns));
     }
     if (args.splitColumn) {
       args.splitColumn.forEach((splitColumn) => validateAccessor(splitColumn, context.columns));
@@ -150,13 +156,14 @@ export const pieVisFunction = (): PieVisExpressionFunctionDefinition => ({
 
     const visConfig: PartitionVisParams = {
       ...args,
+      metricsToLabels: args.metricsToLabels ? JSON.parse(args.metricsToLabels) : {},
       ariaLabel:
         args.ariaLabel ??
         (handlers.variables?.embeddableTitle as string) ??
         handlers.getExecutionContext?.()?.description,
       palette: args.palette,
       dimensions: {
-        metric: args.metric,
+        metrics: args.metrics,
         buckets: args.buckets,
         splitColumn: args.splitColumn,
         splitRow: args.splitRow,
@@ -170,7 +177,7 @@ export const pieVisFunction = (): PieVisExpressionFunctionDefinition => ({
       const logTable = prepareLogTable(
         context,
         [
-          [[args.metric], strings.getSliceSizeHelp()],
+          [args.metrics, strings.getSliceSizeHelp()],
           [args.buckets, strings.getSliceHelp()],
           [args.splitColumn, strings.getColumnSplitHelp()],
           [args.splitRow, strings.getRowSplitHelp()],
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/treemap_vis_function.test.ts b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/treemap_vis_function.test.ts
index 14aaea3a0cf5e..e5bc4115c1461 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/treemap_vis_function.test.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/treemap_vis_function.test.ts
@@ -34,6 +34,7 @@ describe('interpreter/functions#treemapVis', () => {
 
   const visConfig: TreemapVisConfig = {
     addTooltip: true,
+    metricsToLabels: JSON.stringify({}),
     legendDisplay: LegendDisplay.SHOW,
     legendPosition: 'right',
     nestedLegend: true,
@@ -53,14 +54,16 @@ describe('interpreter/functions#treemapVis', () => {
       truncate: 100,
       last_level: false,
     },
-    metric: {
-      type: 'vis_dimension',
-      accessor: 0,
-      format: {
-        id: 'number',
-        params: {},
+    metrics: [
+      {
+        type: 'vis_dimension',
+        accessor: 0,
+        format: {
+          id: 'number',
+          params: {},
+        },
       },
-    },
+    ],
     buckets: [
       {
         type: 'vis_dimension',
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/treemap_vis_function.ts b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/treemap_vis_function.ts
index 427179ca5a25a..d5f91b1f0e1d3 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/treemap_vis_function.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/treemap_vis_function.ts
@@ -25,10 +25,15 @@ export const treemapVisFunction = (): TreemapVisExpressionFunctionDefinition =>
   inputTypes: ['datatable'],
   help: strings.getPieVisFunctionName(),
   args: {
-    metric: {
+    metrics: {
       types: ['vis_dimension'],
       help: strings.getMetricArgHelp(),
       required: true,
+      multi: true,
+    },
+    metricsToLabels: {
+      types: ['string'],
+      help: strings.getMetricToLabelHelp(),
     },
     buckets: {
       types: ['vis_dimension'],
@@ -117,7 +122,8 @@ export const treemapVisFunction = (): TreemapVisExpressionFunctionDefinition =>
       throw new Error(errors.splitRowAndSplitColumnAreSpecifiedError());
     }
 
-    validateAccessor(args.metric, context.columns);
+    args.metrics.forEach((accessor) => validateAccessor(accessor, context.columns));
+
     if (args.buckets) {
       args.buckets.forEach((bucket) => validateAccessor(bucket, context.columns));
     }
@@ -130,13 +136,14 @@ export const treemapVisFunction = (): TreemapVisExpressionFunctionDefinition =>
 
     const visConfig: PartitionVisParams = {
       ...args,
+      metricsToLabels: args.metricsToLabels ? JSON.parse(args.metricsToLabels) : {},
       ariaLabel:
         args.ariaLabel ??
         (handlers.variables?.embeddableTitle as string) ??
         handlers.getExecutionContext?.()?.description,
       palette: args.palette,
       dimensions: {
-        metric: args.metric,
+        metrics: args.metrics,
         buckets: args.buckets,
         splitColumn: args.splitColumn,
         splitRow: args.splitRow,
@@ -150,7 +157,7 @@ export const treemapVisFunction = (): TreemapVisExpressionFunctionDefinition =>
       const logTable = prepareLogTable(
         context,
         [
-          [[args.metric], strings.getSliceSizeHelp()],
+          [args.metrics, strings.getSliceSizeHelp()],
           [args.buckets, strings.getSliceHelp()],
           [args.splitColumn, strings.getColumnSplitHelp()],
           [args.splitRow, strings.getRowSplitHelp()],
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/waffle_vis_function.test.ts b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/waffle_vis_function.test.ts
index 608c40b501066..4c81f64428a74 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/waffle_vis_function.test.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/waffle_vis_function.test.ts
@@ -35,6 +35,7 @@ describe('interpreter/functions#waffleVis', () => {
   const visConfig: WaffleVisConfig = {
     addTooltip: true,
     showValuesInLegend: true,
+    metricsToLabels: JSON.stringify({}),
     legendDisplay: LegendDisplay.SHOW,
     legendPosition: 'right',
     truncateLegend: true,
@@ -53,14 +54,16 @@ describe('interpreter/functions#waffleVis', () => {
       truncate: 100,
       last_level: false,
     },
-    metric: {
-      type: 'vis_dimension',
-      accessor: 0,
-      format: {
-        id: 'number',
-        params: {},
+    metrics: [
+      {
+        type: 'vis_dimension',
+        accessor: 0,
+        format: {
+          id: 'number',
+          params: {},
+        },
       },
-    },
+    ],
     bucket: {
       type: 'vis_dimension',
       accessor: 1,
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/waffle_vis_function.ts b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/waffle_vis_function.ts
index 0867e6cb9bd76..1568454b86eb2 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/waffle_vis_function.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/expression_functions/waffle_vis_function.ts
@@ -25,10 +25,15 @@ export const waffleVisFunction = (): WaffleVisExpressionFunctionDefinition => ({
   inputTypes: ['datatable'],
   help: strings.getPieVisFunctionName(),
   args: {
-    metric: {
+    metrics: {
       types: ['vis_dimension'],
       help: strings.getMetricArgHelp(),
       required: true,
+      multi: true,
+    },
+    metricsToLabels: {
+      types: ['string'],
+      help: strings.getMetricToLabelHelp(),
     },
     bucket: {
       types: ['vis_dimension'],
@@ -111,7 +116,8 @@ export const waffleVisFunction = (): WaffleVisExpressionFunctionDefinition => ({
       throw new Error(errors.splitRowAndSplitColumnAreSpecifiedError());
     }
 
-    validateAccessor(args.metric, context.columns);
+    args.metrics.forEach((accessor) => validateAccessor(accessor, context.columns));
+
     if (args.bucket) {
       validateAccessor(args.bucket, context.columns);
     }
@@ -125,13 +131,14 @@ export const waffleVisFunction = (): WaffleVisExpressionFunctionDefinition => ({
     const buckets = args.bucket ? [args.bucket] : [];
     const visConfig: PartitionVisParams = {
       ...args,
+      metricsToLabels: args.metricsToLabels ? JSON.parse(args.metricsToLabels) : {},
       ariaLabel:
         args.ariaLabel ??
         (handlers.variables?.embeddableTitle as string) ??
         handlers.getExecutionContext?.()?.description,
       palette: args.palette,
       dimensions: {
-        metric: args.metric,
+        metrics: args.metrics,
         buckets,
         splitColumn: args.splitColumn,
         splitRow: args.splitRow,
@@ -145,7 +152,7 @@ export const waffleVisFunction = (): WaffleVisExpressionFunctionDefinition => ({
       const logTable = prepareLogTable(
         context,
         [
-          [[args.metric], strings.getSliceSizeHelp()],
+          [args.metrics, strings.getSliceSizeHelp()],
           [buckets, strings.getSliceHelp()],
           [args.splitColumn, strings.getColumnSplitHelp()],
           [args.splitRow, strings.getRowSplitHelp()],
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/types/expression_renderers.ts b/src/plugins/chart_expressions/expression_partition_vis/common/types/expression_renderers.ts
index 6a8fd2935ba54..9584a810d7ca4 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/common/types/expression_renderers.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/types/expression_renderers.ts
@@ -29,7 +29,7 @@ export interface Dimension {
 }
 
 export interface Dimensions {
-  metric?: ExpressionValueVisDimension | string;
+  metrics: Array<ExpressionValueVisDimension | string>;
   buckets?: Array<ExpressionValueVisDimension | string>;
   splitRow?: Array<ExpressionValueVisDimension | string>;
   splitColumn?: Array<ExpressionValueVisDimension | string>;
@@ -58,7 +58,9 @@ interface VisCommonParams {
 }
 
 interface VisCommonConfig extends VisCommonParams {
-  metric: ExpressionValueVisDimension | string;
+  metrics: Array<ExpressionValueVisDimension | string>;
+  metricsToLabels?: string;
+  buckets?: Array<ExpressionValueVisDimension | string>;
   splitColumn?: Array<ExpressionValueVisDimension | string>;
   splitRow?: Array<ExpressionValueVisDimension | string>;
   labels: ExpressionValuePartitionLabels;
@@ -67,6 +69,7 @@ interface VisCommonConfig extends VisCommonParams {
 
 export interface PartitionVisParams extends VisCommonParams {
   dimensions: Dimensions;
+  metricsToLabels: Record<string, string>;
   labels: LabelsParams;
   palette: PaletteOutput;
   isDonut?: boolean;
@@ -79,7 +82,7 @@ export interface PartitionVisParams extends VisCommonParams {
 }
 
 export interface PieVisConfig extends VisCommonConfig {
-  buckets?: Array<ExpressionValueVisDimension | string>;
+  partitionByColumn?: boolean;
   isDonut: boolean;
   emptySizeRatio?: EmptySizeRatios;
   respectSourceOrder?: boolean;
@@ -89,16 +92,15 @@ export interface PieVisConfig extends VisCommonConfig {
 }
 
 export interface TreemapVisConfig extends VisCommonConfig {
-  buckets?: Array<ExpressionValueVisDimension | string>;
   nestedLegend: boolean;
 }
 
-export interface MosaicVisConfig extends VisCommonConfig {
-  buckets?: Array<ExpressionValueVisDimension | string>;
+export interface MosaicVisConfig extends Omit<VisCommonConfig, 'metrics' | 'metricsToLabels'> {
+  metric: ExpressionValueVisDimension | string;
   nestedLegend: boolean;
 }
 
-export interface WaffleVisConfig extends VisCommonConfig {
+export interface WaffleVisConfig extends Omit<VisCommonConfig, 'buckets'> {
   bucket?: ExpressionValueVisDimension | string;
   showValuesInLegend: boolean;
 }
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/utils/consolidate_metric_columns.test.ts b/src/plugins/chart_expressions/expression_partition_vis/common/utils/consolidate_metric_columns.test.ts
new file mode 100644
index 0000000000000..6d94809e403b7
--- /dev/null
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/utils/consolidate_metric_columns.test.ts
@@ -0,0 +1,287 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0 and the Server Side Public License, v 1; you may not use this file except
+ * in compliance with, at your election, the Elastic License 2.0 or the Server
+ * Side Public License, v 1.
+ */
+
+import { Datatable } from '@kbn/expressions-plugin/common';
+import { consolidateMetricColumns } from './consolidate_metric_columns';
+
+describe('consolidateMetricColumns', () => {
+  it('collapses multiple metrics into a single metric column', () => {
+    const table: Datatable = {
+      type: 'datatable',
+      columns: [
+        {
+          id: '1',
+          name: 'bucket1',
+          meta: {
+            type: 'string',
+          },
+        },
+        {
+          id: '2',
+          name: 'bucket2',
+          meta: {
+            type: 'string',
+          },
+        },
+        {
+          id: '3',
+          name: 'metric1',
+          meta: {
+            type: 'number',
+          },
+        },
+        {
+          id: '4',
+          name: 'metric2',
+          meta: {
+            type: 'number',
+          },
+        },
+      ],
+      rows: [
+        { '1': 'square', '2': 'red', '3': 1, '4': 2 },
+        { '1': 'square', '2': 'blue', '3': 3, '4': 4 },
+        { '1': 'circle', '2': 'red', '3': 5, '4': 6 },
+        { '1': 'circle', '2': 'blue', '3': 7, '4': 8 },
+      ],
+    };
+
+    const result = consolidateMetricColumns(table, ['1', '2'], ['3', '4'], {
+      3: 'metric1 label',
+      4: 'metric2 label',
+    });
+    expect(result.bucketAccessors).toEqual(['1', '2', 'metric-name']);
+    expect(result.metricAccessor).toEqual('value');
+    expect(result.table).toMatchInlineSnapshot(`
+      Object {
+        "columns": Array [
+          Object {
+            "id": "1",
+            "meta": Object {
+              "type": "string",
+            },
+            "name": "bucket1",
+          },
+          Object {
+            "id": "2",
+            "meta": Object {
+              "type": "string",
+            },
+            "name": "bucket2",
+          },
+          Object {
+            "id": "metric-name",
+            "meta": Object {
+              "sourceParams": Object {
+                "consolidatedMetricsColumn": true,
+              },
+              "type": "string",
+            },
+            "name": "metric-name",
+          },
+          Object {
+            "id": "value",
+            "meta": Object {
+              "type": "number",
+            },
+            "name": "value",
+          },
+        ],
+        "rows": Array [
+          Object {
+            "1": "square",
+            "2": "red",
+            "metric-name": "metric1 label",
+            "value": 1,
+          },
+          Object {
+            "1": "square",
+            "2": "red",
+            "metric-name": "metric2 label",
+            "value": 2,
+          },
+          Object {
+            "1": "square",
+            "2": "blue",
+            "metric-name": "metric1 label",
+            "value": 3,
+          },
+          Object {
+            "1": "square",
+            "2": "blue",
+            "metric-name": "metric2 label",
+            "value": 4,
+          },
+          Object {
+            "1": "circle",
+            "2": "red",
+            "metric-name": "metric1 label",
+            "value": 5,
+          },
+          Object {
+            "1": "circle",
+            "2": "red",
+            "metric-name": "metric2 label",
+            "value": 6,
+          },
+          Object {
+            "1": "circle",
+            "2": "blue",
+            "metric-name": "metric1 label",
+            "value": 7,
+          },
+          Object {
+            "1": "circle",
+            "2": "blue",
+            "metric-name": "metric2 label",
+            "value": 8,
+          },
+        ],
+        "type": "datatable",
+      }
+    `);
+  });
+
+  it('leaves single metric tables alone', () => {
+    const table: Datatable = {
+      type: 'datatable',
+      columns: [
+        {
+          id: '1',
+          name: 'bucket1',
+          meta: {
+            type: 'string',
+          },
+        },
+        {
+          id: '2',
+          name: 'bucket2',
+          meta: {
+            type: 'string',
+          },
+        },
+        {
+          id: '3',
+          name: 'metric1',
+          meta: {
+            type: 'number',
+          },
+        },
+      ],
+      rows: [
+        { '1': 'square', '2': 'red', '3': 1 },
+        { '1': 'square', '2': 'blue', '3': 3 },
+        { '1': 'circle', '2': 'red', '3': 5 },
+        { '1': 'circle', '2': 'blue', '3': 7 },
+      ],
+    };
+
+    const bucketAccessors = ['1', '2'];
+    const metricAccessors = ['3'];
+    const result = consolidateMetricColumns(table, bucketAccessors, metricAccessors, {
+      3: 'metric1',
+    });
+
+    expect(result.table).toEqual(table);
+    expect(result.bucketAccessors).toEqual(bucketAccessors);
+    expect(result.metricAccessor).toEqual(metricAccessors[0]);
+  });
+
+  it('does not blow up when there are no bucket accessors', () => {
+    const table: Datatable = {
+      type: 'datatable',
+      columns: [
+        {
+          id: '3',
+          name: 'metric1',
+          meta: {
+            type: 'number',
+          },
+        },
+        {
+          id: '4',
+          name: 'metric2',
+          meta: {
+            type: 'number',
+          },
+        },
+      ],
+      rows: [
+        { '3': 1, '4': 2 },
+        { '3': 3, '4': 4 },
+        { '3': 5, '4': 6 },
+        { '3': 7, '4': 8 },
+      ],
+    };
+
+    const result = consolidateMetricColumns(table, undefined, ['3', '4'], {
+      3: 'metric1',
+      4: 'metric2',
+    });
+    expect(result.bucketAccessors).toEqual(['metric-name']);
+    expect(result.metricAccessor).toEqual('value');
+    expect(result.table).toMatchInlineSnapshot(`
+      Object {
+        "columns": Array [
+          Object {
+            "id": "metric-name",
+            "meta": Object {
+              "sourceParams": Object {
+                "consolidatedMetricsColumn": true,
+              },
+              "type": "string",
+            },
+            "name": "metric-name",
+          },
+          Object {
+            "id": "value",
+            "meta": Object {
+              "type": "number",
+            },
+            "name": "value",
+          },
+        ],
+        "rows": Array [
+          Object {
+            "metric-name": "metric1",
+            "value": 1,
+          },
+          Object {
+            "metric-name": "metric2",
+            "value": 2,
+          },
+          Object {
+            "metric-name": "metric1",
+            "value": 3,
+          },
+          Object {
+            "metric-name": "metric2",
+            "value": 4,
+          },
+          Object {
+            "metric-name": "metric1",
+            "value": 5,
+          },
+          Object {
+            "metric-name": "metric2",
+            "value": 6,
+          },
+          Object {
+            "metric-name": "metric1",
+            "value": 7,
+          },
+          Object {
+            "metric-name": "metric2",
+            "value": 8,
+          },
+        ],
+        "type": "datatable",
+      }
+    `);
+  });
+});
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/utils/consolidate_metric_columns.ts b/src/plugins/chart_expressions/expression_partition_vis/common/utils/consolidate_metric_columns.ts
new file mode 100644
index 0000000000000..009744cc06f3e
--- /dev/null
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/utils/consolidate_metric_columns.ts
@@ -0,0 +1,93 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0 and the Server Side Public License, v 1; you may not use this file except
+ * in compliance with, at your election, the Elastic License 2.0 or the Server
+ * Side Public License, v 1.
+ */
+
+import { Datatable, DatatableColumn, DatatableRow } from '@kbn/expressions-plugin/common';
+import { getColumnByAccessor } from '@kbn/visualizations-plugin/common/utils';
+import type { ExpressionValueVisDimension } from '@kbn/visualizations-plugin/common';
+
+function nonNullable<T>(value: T): value is NonNullable<T> {
+  return value !== null && value !== undefined;
+}
+
+export const consolidateMetricColumns = (
+  table: Datatable,
+  bucketAccessors: Array<string | ExpressionValueVisDimension> = [],
+  metricAccessors: Array<string | ExpressionValueVisDimension>,
+  metricsToLabels: Record<string, string>
+): {
+  table: Datatable;
+  metricAccessor: string | ExpressionValueVisDimension | undefined;
+  bucketAccessors: Array<string | ExpressionValueVisDimension>;
+} => {
+  if (metricAccessors.length < 2) {
+    return {
+      table,
+      metricAccessor: metricAccessors[0],
+      bucketAccessors,
+    };
+  }
+
+  const bucketColumns = bucketAccessors
+    ?.map((accessor) => getColumnByAccessor(accessor, table.columns))
+    .filter(nonNullable);
+
+  const metricColumns = metricAccessors
+    ?.map((accessor) => getColumnByAccessor(accessor, table.columns))
+    .filter(nonNullable);
+
+  const transposedRows: DatatableRow[] = [];
+
+  const nameColumnId = 'metric-name';
+  const valueColumnId = 'value';
+
+  table.rows.forEach((row) => {
+    metricColumns.forEach((metricCol) => {
+      const newRow: DatatableRow = {};
+
+      bucketColumns.forEach(({ id }) => {
+        newRow[id] = row[id];
+      });
+
+      newRow[nameColumnId] = metricsToLabels[metricCol.id];
+      newRow[valueColumnId] = row[metricCol.id];
+
+      transposedRows.push(newRow);
+    });
+  });
+
+  const transposedColumns: DatatableColumn[] = [
+    ...bucketColumns,
+    {
+      id: nameColumnId,
+      name: nameColumnId,
+      meta: {
+        type: 'string',
+        sourceParams: {
+          consolidatedMetricsColumn: true,
+        },
+      },
+    },
+    {
+      id: valueColumnId,
+      name: valueColumnId,
+      meta: {
+        type: 'number',
+      },
+    },
+  ];
+
+  return {
+    metricAccessor: valueColumnId,
+    bucketAccessors: [...bucketColumns.map(({ id }) => id), nameColumnId],
+    table: {
+      type: 'datatable',
+      columns: transposedColumns,
+      rows: transposedRows,
+    },
+  };
+};
diff --git a/src/plugins/chart_expressions/expression_partition_vis/common/utils/index.ts b/src/plugins/chart_expressions/expression_partition_vis/common/utils/index.ts
new file mode 100644
index 0000000000000..12ea01c9177cb
--- /dev/null
+++ b/src/plugins/chart_expressions/expression_partition_vis/common/utils/index.ts
@@ -0,0 +1,9 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0 and the Server Side Public License, v 1; you may not use this file except
+ * in compliance with, at your election, the Elastic License 2.0 or the Server
+ * Side Public License, v 1.
+ */
+
+export * from './consolidate_metric_columns';
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/__stories__/shared/config.ts b/src/plugins/chart_expressions/expression_partition_vis/public/__stories__/shared/config.ts
index d16802518cce4..aa4023006d486 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/__stories__/shared/config.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/__stories__/shared/config.ts
@@ -17,6 +17,7 @@ import {
 export const config: RenderValue['visConfig'] = {
   addTooltip: true,
   legendDisplay: LegendDisplay.HIDE,
+  metricsToLabels: { percent_uptime: 'percent_uptime' },
   truncateLegend: true,
   respectSourceOrder: true,
   legendPosition: Position.Bottom,
@@ -35,20 +36,22 @@ export const config: RenderValue['visConfig'] = {
     last_level: false,
   },
   dimensions: {
-    metric: {
-      type: 'vis_dimension',
-      accessor: {
-        id: 'percent_uptime',
-        name: 'percent_uptime',
-        meta: {
-          type: 'number',
+    metrics: [
+      {
+        type: 'vis_dimension',
+        accessor: {
+          id: 'percent_uptime',
+          name: 'percent_uptime',
+          meta: {
+            type: 'number',
+          },
+        },
+        format: {
+          id: 'string',
+          params: {},
         },
       },
-      format: {
-        id: 'string',
-        params: {},
-      },
-    },
+    ],
   },
 };
 
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/components/__snapshots__/partition_vis_component.test.tsx.snap b/src/plugins/chart_expressions/expression_partition_vis/public/components/__snapshots__/partition_vis_component.test.tsx.snap
index 121c40d50afe2..c91e491887a99 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/components/__snapshots__/partition_vis_component.test.tsx.snap
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/components/__snapshots__/partition_vis_component.test.tsx.snap
@@ -194,14 +194,6 @@ exports[`PartitionVisComponent should render correct structure for donut 1`] = `
                   "vis.colors",
                   Object {},
                 ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
               ],
               "results": Array [
                 Object {
@@ -212,14 +204,6 @@ exports[`PartitionVisComponent should render correct structure for donut 1`] = `
                   "type": "return",
                   "value": Object {},
                 },
-                Object {
-                  "type": "return",
-                  "value": true,
-                },
-                Object {
-                  "type": "return",
-                  "value": Object {},
-                },
               ],
             },
             "set": [MockFunction],
@@ -597,30 +581,6 @@ exports[`PartitionVisComponent should render correct structure for mosaic 1`] =
                   "vis.colors",
                   Object {},
                 ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
               ],
               "results": Array [
                 Object {
@@ -631,30 +591,6 @@ exports[`PartitionVisComponent should render correct structure for mosaic 1`] =
                   "type": "return",
                   "value": Object {},
                 },
-                Object {
-                  "type": "return",
-                  "value": true,
-                },
-                Object {
-                  "type": "return",
-                  "value": Object {},
-                },
-                Object {
-                  "type": "return",
-                  "value": true,
-                },
-                Object {
-                  "type": "return",
-                  "value": Object {},
-                },
-                Object {
-                  "type": "return",
-                  "value": true,
-                },
-                Object {
-                  "type": "return",
-                  "value": Object {},
-                },
               ],
             },
             "set": [MockFunction],
@@ -840,7 +776,7 @@ exports[`PartitionVisComponent should render correct structure for mosaic 1`] =
 </div>
 `;
 
-exports[`PartitionVisComponent should render correct structure for pie 1`] = `
+exports[`PartitionVisComponent should render correct structure for multi-metric pie 1`] = `
 <div
   css={
     Object {
@@ -967,55 +903,114 @@ exports[`PartitionVisComponent should render correct structure for pie 1`] = `
               },
               "name": "Cancelled: Descending",
             },
+            Object {
+              "format": undefined,
+              "id": "metric-name",
+              "meta": Object {
+                "sourceParams": Object {
+                  "consolidatedMetricsColumn": true,
+                },
+                "type": "string",
+              },
+              "name": "metric-name",
+            },
           ],
           "data": Array [
             Object {
               "col-0-2": "Logstash Airways",
-              "col-1-1": 797,
               "col-2-3": 0,
-              "col-3-1": 689,
+              "metric-name": "metric2 label",
+              "value": 797,
+            },
+            Object {
+              "col-0-2": "Logstash Airways",
+              "col-2-3": 0,
+              "metric-name": "metric1 label",
+              "value": 689,
             },
             Object {
               "col-0-2": "Logstash Airways",
-              "col-1-1": 797,
               "col-2-3": 1,
-              "col-3-1": 108,
+              "metric-name": "metric2 label",
+              "value": 797,
+            },
+            Object {
+              "col-0-2": "Logstash Airways",
+              "col-2-3": 1,
+              "metric-name": "metric1 label",
+              "value": 108,
             },
             Object {
               "col-0-2": "JetBeats",
-              "col-1-1": 766,
               "col-2-3": 0,
-              "col-3-1": 654,
+              "metric-name": "metric2 label",
+              "value": 766,
+            },
+            Object {
+              "col-0-2": "JetBeats",
+              "col-2-3": 0,
+              "metric-name": "metric1 label",
+              "value": 654,
             },
             Object {
               "col-0-2": "JetBeats",
-              "col-1-1": 766,
               "col-2-3": 1,
-              "col-3-1": 112,
+              "metric-name": "metric2 label",
+              "value": 766,
+            },
+            Object {
+              "col-0-2": "JetBeats",
+              "col-2-3": 1,
+              "metric-name": "metric1 label",
+              "value": 112,
             },
             Object {
               "col-0-2": "ES-Air",
-              "col-1-1": 744,
               "col-2-3": 0,
-              "col-3-1": 665,
+              "metric-name": "metric2 label",
+              "value": 744,
+            },
+            Object {
+              "col-0-2": "ES-Air",
+              "col-2-3": 0,
+              "metric-name": "metric1 label",
+              "value": 665,
             },
             Object {
               "col-0-2": "ES-Air",
-              "col-1-1": 744,
               "col-2-3": 1,
-              "col-3-1": 79,
+              "metric-name": "metric2 label",
+              "value": 744,
+            },
+            Object {
+              "col-0-2": "ES-Air",
+              "col-2-3": 1,
+              "metric-name": "metric1 label",
+              "value": 79,
             },
             Object {
               "col-0-2": "Kibana Airlines",
-              "col-1-1": 731,
               "col-2-3": 0,
-              "col-3-1": 655,
+              "metric-name": "metric2 label",
+              "value": 731,
+            },
+            Object {
+              "col-0-2": "Kibana Airlines",
+              "col-2-3": 0,
+              "metric-name": "metric1 label",
+              "value": 655,
             },
             Object {
               "col-0-2": "Kibana Airlines",
-              "col-1-1": 731,
               "col-2-3": 1,
-              "col-3-1": 76,
+              "metric-name": "metric2 label",
+              "value": 731,
+            },
+            Object {
+              "col-0-2": "Kibana Airlines",
+              "col-2-3": 1,
+              "metric-name": "metric1 label",
+              "value": 76,
             },
           ],
           "distinctColors": false,
@@ -1133,51 +1128,99 @@ exports[`PartitionVisComponent should render correct structure for pie 1`] = `
             Array [
               Object {
                 "col-0-2": "Logstash Airways",
-                "col-1-1": 797,
                 "col-2-3": 0,
-                "col-3-1": 689,
+                "metric-name": "metric2 label",
+                "value": 797,
+              },
+              Object {
+                "col-0-2": "Logstash Airways",
+                "col-2-3": 0,
+                "metric-name": "metric1 label",
+                "value": 689,
               },
               Object {
                 "col-0-2": "Logstash Airways",
-                "col-1-1": 797,
                 "col-2-3": 1,
-                "col-3-1": 108,
+                "metric-name": "metric2 label",
+                "value": 797,
+              },
+              Object {
+                "col-0-2": "Logstash Airways",
+                "col-2-3": 1,
+                "metric-name": "metric1 label",
+                "value": 108,
               },
               Object {
                 "col-0-2": "JetBeats",
-                "col-1-1": 766,
                 "col-2-3": 0,
-                "col-3-1": 654,
+                "metric-name": "metric2 label",
+                "value": 766,
+              },
+              Object {
+                "col-0-2": "JetBeats",
+                "col-2-3": 0,
+                "metric-name": "metric1 label",
+                "value": 654,
               },
               Object {
                 "col-0-2": "JetBeats",
-                "col-1-1": 766,
                 "col-2-3": 1,
-                "col-3-1": 112,
+                "metric-name": "metric2 label",
+                "value": 766,
+              },
+              Object {
+                "col-0-2": "JetBeats",
+                "col-2-3": 1,
+                "metric-name": "metric1 label",
+                "value": 112,
               },
               Object {
                 "col-0-2": "ES-Air",
-                "col-1-1": 744,
                 "col-2-3": 0,
-                "col-3-1": 665,
+                "metric-name": "metric2 label",
+                "value": 744,
+              },
+              Object {
+                "col-0-2": "ES-Air",
+                "col-2-3": 0,
+                "metric-name": "metric1 label",
+                "value": 665,
               },
               Object {
                 "col-0-2": "ES-Air",
-                "col-1-1": 744,
                 "col-2-3": 1,
-                "col-3-1": 79,
+                "metric-name": "metric2 label",
+                "value": 744,
+              },
+              Object {
+                "col-0-2": "ES-Air",
+                "col-2-3": 1,
+                "metric-name": "metric1 label",
+                "value": 79,
               },
               Object {
                 "col-0-2": "Kibana Airlines",
-                "col-1-1": 731,
                 "col-2-3": 0,
-                "col-3-1": 655,
+                "metric-name": "metric2 label",
+                "value": 731,
+              },
+              Object {
+                "col-0-2": "Kibana Airlines",
+                "col-2-3": 0,
+                "metric-name": "metric1 label",
+                "value": 655,
               },
               Object {
                 "col-0-2": "Kibana Airlines",
-                "col-1-1": 731,
                 "col-2-3": 1,
-                "col-3-1": 76,
+                "metric-name": "metric2 label",
+                "value": 731,
+              },
+              Object {
+                "col-0-2": "Kibana Airlines",
+                "col-2-3": 1,
+                "metric-name": "metric1 label",
+                "value": 76,
               },
             ]
           }
@@ -1212,6 +1255,20 @@ exports[`PartitionVisComponent should render correct structure for pie 1`] = `
                 "showAccessor": [Function],
                 "sortPredicate": undefined,
               },
+              Object {
+                "fillLabel": Object {
+                  "valueFont": Object {
+                    "fontWeight": 700,
+                  },
+                },
+                "groupByRollup": [Function],
+                "nodeLabel": [Function],
+                "shape": Object {
+                  "fillColor": [Function],
+                },
+                "showAccessor": [Function],
+                "sortPredicate": undefined,
+              },
             ]
           }
           layout="sunburst"
@@ -1227,7 +1284,7 @@ exports[`PartitionVisComponent should render correct structure for pie 1`] = `
 </div>
 `;
 
-exports[`PartitionVisComponent should render correct structure for treemap 1`] = `
+exports[`PartitionVisComponent should render correct structure for pie 1`] = `
 <div
   css={
     Object {
@@ -1421,22 +1478,6 @@ exports[`PartitionVisComponent should render correct structure for treemap 1`] =
                   "vis.colors",
                   Object {},
                 ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
               ],
               "results": Array [
                 Object {
@@ -1447,22 +1488,6 @@ exports[`PartitionVisComponent should render correct structure for treemap 1`] =
                   "type": "return",
                   "value": Object {},
                 },
-                Object {
-                  "type": "return",
-                  "value": true,
-                },
-                Object {
-                  "type": "return",
-                  "value": Object {},
-                },
-                Object {
-                  "type": "return",
-                  "value": true,
-                },
-                Object {
-                  "type": "return",
-                  "value": Object {},
-                },
               ],
             },
             "set": [MockFunction],
@@ -1488,11 +1513,12 @@ exports[`PartitionVisComponent should render correct structure for treemap 1`] =
           flatLegend={false}
           legendAction={[Function]}
           legendColorPicker={[Function]}
+          legendMaxDepth={1}
           legendPosition="right"
           legendSize={130}
           noResults={
             <VisualizationNoResults
-              chartType="treemap"
+              chartType="pie"
               renderComplete={[Function]}
             />
           }
@@ -1520,12 +1546,12 @@ exports[`PartitionVisComponent should render correct structure for treemap 1`] =
                   "linkLabel": Object {
                     "fontSize": 11,
                     "maxCount": 5,
-                    "maxTextLength": undefined,
+                    "maxTextLength": 100,
                     "textColor": undefined,
                   },
                   "maxFontSize": 16,
                   "minFontSize": 10,
-                  "outerSizeRatio": 1,
+                  "outerSizeRatio": undefined,
                   "sectorLineStroke": undefined,
                   "sectorLineWidth": 1.5,
                 },
@@ -1599,7 +1625,7 @@ exports[`PartitionVisComponent should render correct structure for treemap 1`] =
               },
             ]
           }
-          id="treemap"
+          id="pie"
           layers={
             Array [
               Object {
@@ -1632,7 +1658,7 @@ exports[`PartitionVisComponent should render correct structure for treemap 1`] =
               },
             ]
           }
-          layout="treemap"
+          layout="sunburst"
           percentFormatter={[Function]}
           smallMultiples="__pie_chart_sm__"
           valueAccessor={[Function]}
@@ -1645,7 +1671,7 @@ exports[`PartitionVisComponent should render correct structure for treemap 1`] =
 </div>
 `;
 
-exports[`PartitionVisComponent should render correct structure for waffle 1`] = `
+exports[`PartitionVisComponent should render correct structure for treemap 1`] = `
 <div
   css={
     Object {
@@ -1729,34 +1755,77 @@ exports[`PartitionVisComponent should render correct structure for waffle 1`] =
               },
               "name": "Carrier: Descending",
             },
-          ],
-          "data": Array [
-            Object {
-              "col-0-2": "Logstash Airways",
-              "col-1-1": 797,
-              "col-2-3": 0,
-              "col-3-1": 689,
-            },
-            Object {
-              "col-0-2": "Logstash Airways",
-              "col-1-1": 797,
-              "col-2-3": 1,
-              "col-3-1": 108,
-            },
-            Object {
-              "col-0-2": "JetBeats",
-              "col-1-1": 766,
-              "col-2-3": 0,
-              "col-3-1": 654,
-            },
-            Object {
-              "col-0-2": "JetBeats",
-              "col-1-1": 766,
-              "col-2-3": 1,
-              "col-3-1": 112,
-            },
             Object {
-              "col-0-2": "ES-Air",
+              "format": Object {
+                "id": "terms",
+                "params": Object {
+                  "id": "boolean",
+                  "missingBucketLabel": "Missing",
+                  "otherBucketLabel": "Other",
+                },
+              },
+              "id": "col-2-3",
+              "meta": Object {
+                "field": "Cancelled",
+                "index": "kibana_sample_data_flights",
+                "params": Object {
+                  "id": "terms",
+                  "params": Object {
+                    "id": "boolean",
+                    "missingBucketLabel": "Missing",
+                    "otherBucketLabel": "Other",
+                  },
+                },
+                "source": "esaggs",
+                "sourceParams": Object {
+                  "enabled": true,
+                  "id": "3",
+                  "indexPatternId": "d3d7af60-4c81-11e8-b3d7-01146121b73d",
+                  "params": Object {
+                    "field": "Cancelled",
+                    "missingBucket": false,
+                    "missingBucketLabel": "Missing",
+                    "order": "desc",
+                    "orderBy": "1",
+                    "otherBucket": false,
+                    "otherBucketLabel": "Other",
+                    "size": 5,
+                  },
+                  "schema": "segment",
+                  "type": "terms",
+                },
+                "type": "boolean",
+              },
+              "name": "Cancelled: Descending",
+            },
+          ],
+          "data": Array [
+            Object {
+              "col-0-2": "Logstash Airways",
+              "col-1-1": 797,
+              "col-2-3": 0,
+              "col-3-1": 689,
+            },
+            Object {
+              "col-0-2": "Logstash Airways",
+              "col-1-1": 797,
+              "col-2-3": 1,
+              "col-3-1": 108,
+            },
+            Object {
+              "col-0-2": "JetBeats",
+              "col-1-1": 766,
+              "col-2-3": 0,
+              "col-3-1": 654,
+            },
+            Object {
+              "col-0-2": "JetBeats",
+              "col-1-1": 766,
+              "col-2-3": 1,
+              "col-3-1": 112,
+            },
+            Object {
+              "col-0-2": "ES-Air",
               "col-1-1": 744,
               "col-2-3": 0,
               "col-3-1": 665,
@@ -1796,38 +1865,6 @@ exports[`PartitionVisComponent should render correct structure for waffle 1`] =
                   "vis.colors",
                   Object {},
                 ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
-                Array [
-                  "vis.legendOpen",
-                  true,
-                ],
-                Array [
-                  "vis.colors",
-                  Object {},
-                ],
               ],
               "results": Array [
                 Object {
@@ -1838,30 +1875,341 @@ exports[`PartitionVisComponent should render correct structure for waffle 1`] =
                   "type": "return",
                   "value": Object {},
                 },
-                Object {
-                  "type": "return",
-                  "value": true,
+              ],
+            },
+            "set": [MockFunction],
+            "setSilent": [MockFunction],
+          },
+        }
+      }
+    >
+      <ForwardRef
+        legendPosition="right"
+        onClick={[Function]}
+        showLegend={true}
+      />
+      <Chart
+        renderer="canvas"
+        size="100%"
+      >
+        <ChartSplit />
+        <Settings
+          ariaUseDefaultSummary={true}
+          baseTheme={Object {}}
+          debugState={false}
+          flatLegend={false}
+          legendAction={[Function]}
+          legendColorPicker={[Function]}
+          legendPosition="right"
+          legendSize={130}
+          noResults={
+            <VisualizationNoResults
+              chartType="treemap"
+              renderComplete={[Function]}
+            />
+          }
+          onElementClick={[Function]}
+          onRenderChange={[Function]}
+          showLegend={true}
+          theme={
+            Array [
+              Object {
+                "background": Object {
+                  "color": "transparent",
                 },
-                Object {
-                  "type": "return",
-                  "value": Object {},
+              },
+              Object {
+                "chartMargins": Object {
+                  "bottom": 0,
+                  "left": 0,
+                  "right": 0,
+                  "top": 0,
                 },
-                Object {
-                  "type": "return",
-                  "value": true,
+                "partition": Object {
+                  "circlePadding": 4,
+                  "emptySizeRatio": 0,
+                  "fontFamily": undefined,
+                  "linkLabel": Object {
+                    "fontSize": 11,
+                    "maxCount": 5,
+                    "maxTextLength": undefined,
+                    "textColor": undefined,
+                  },
+                  "maxFontSize": 16,
+                  "minFontSize": 10,
+                  "outerSizeRatio": 1,
+                  "sectorLineStroke": undefined,
+                  "sectorLineWidth": 1.5,
                 },
-                Object {
-                  "type": "return",
-                  "value": Object {},
+              },
+              Object {},
+              Object {
+                "legend": Object {
+                  "labelOptions": Object {
+                    "maxLines": 1,
+                  },
                 },
-                Object {
-                  "type": "return",
-                  "value": true,
+              },
+            ]
+          }
+          tooltip={
+            Object {
+              "type": "follow",
+            }
+          }
+        />
+        <Partition
+          data={
+            Array [
+              Object {
+                "col-0-2": "Logstash Airways",
+                "col-1-1": 797,
+                "col-2-3": 0,
+                "col-3-1": 689,
+              },
+              Object {
+                "col-0-2": "Logstash Airways",
+                "col-1-1": 797,
+                "col-2-3": 1,
+                "col-3-1": 108,
+              },
+              Object {
+                "col-0-2": "JetBeats",
+                "col-1-1": 766,
+                "col-2-3": 0,
+                "col-3-1": 654,
+              },
+              Object {
+                "col-0-2": "JetBeats",
+                "col-1-1": 766,
+                "col-2-3": 1,
+                "col-3-1": 112,
+              },
+              Object {
+                "col-0-2": "ES-Air",
+                "col-1-1": 744,
+                "col-2-3": 0,
+                "col-3-1": 665,
+              },
+              Object {
+                "col-0-2": "ES-Air",
+                "col-1-1": 744,
+                "col-2-3": 1,
+                "col-3-1": 79,
+              },
+              Object {
+                "col-0-2": "Kibana Airlines",
+                "col-1-1": 731,
+                "col-2-3": 0,
+                "col-3-1": 655,
+              },
+              Object {
+                "col-0-2": "Kibana Airlines",
+                "col-1-1": 731,
+                "col-2-3": 1,
+                "col-3-1": 76,
+              },
+            ]
+          }
+          id="treemap"
+          layers={
+            Array [
+              Object {
+                "fillLabel": Object {
+                  "valueFont": Object {
+                    "fontWeight": 700,
+                  },
                 },
-                Object {
-                  "type": "return",
-                  "value": Object {},
+                "groupByRollup": [Function],
+                "nodeLabel": [Function],
+                "shape": Object {
+                  "fillColor": [Function],
+                },
+                "showAccessor": [Function],
+                "sortPredicate": undefined,
+              },
+              Object {
+                "fillLabel": Object {
+                  "valueFont": Object {
+                    "fontWeight": 700,
+                  },
+                },
+                "groupByRollup": [Function],
+                "nodeLabel": [Function],
+                "shape": Object {
+                  "fillColor": [Function],
+                },
+                "showAccessor": [Function],
+                "sortPredicate": undefined,
+              },
+            ]
+          }
+          layout="treemap"
+          percentFormatter={[Function]}
+          smallMultiples="__pie_chart_sm__"
+          valueAccessor={[Function]}
+          valueFormatter={[Function]}
+          valueGetter="percent"
+        />
+      </Chart>
+    </ContextProvider>
+  </div>
+</div>
+`;
+
+exports[`PartitionVisComponent should render correct structure for waffle 1`] = `
+<div
+  css={
+    Object {
+      "map": undefined,
+      "name": "13h2mjc",
+      "next": undefined,
+      "styles": "
+  
+  min-height: 0;
+  min-width: 0;
+  margin-left: auto;
+  margin-right: auto;
+  width: 100%;
+  height: 100%;
+;
+
+  inset: 0;
+  position: absolute;
+  padding: 8px;
+",
+      "toString": [Function],
+    }
+  }
+  data-test-subj="partitionVisChart"
+>
+  <div
+    css={
+      Object {
+        "map": undefined,
+        "name": "19k4zle",
+        "next": undefined,
+        "styles": "display:flex;flex:1 1 auto;min-height:0;min-width:0;width:100%;height:100%;",
+        "toString": [Function],
+      }
+    }
+  >
+    <ContextProvider
+      value={
+        Object {
+          "bucketColumns": Array [
+            Object {
+              "format": Object {
+                "id": "terms",
+                "params": Object {
+                  "id": "string",
+                  "missingBucketLabel": "Missing",
+                  "otherBucketLabel": "Other",
+                },
+              },
+              "id": "col-0-2",
+              "meta": Object {
+                "field": "Carrier",
+                "index": "kibana_sample_data_flights",
+                "params": Object {
+                  "id": "terms",
+                  "params": Object {
+                    "id": "string",
+                    "missingBucketLabel": "Missing",
+                    "otherBucketLabel": "Other",
+                  },
+                },
+                "source": "esaggs",
+                "sourceParams": Object {
+                  "enabled": true,
+                  "id": "2",
+                  "indexPatternId": "d3d7af60-4c81-11e8-b3d7-01146121b73d",
+                  "params": Object {
+                    "field": "Carrier",
+                    "missingBucket": false,
+                    "missingBucketLabel": "Missing",
+                    "order": "desc",
+                    "orderBy": "1",
+                    "otherBucket": false,
+                    "otherBucketLabel": "Other",
+                    "size": 5,
+                  },
+                  "schema": "segment",
+                  "type": "terms",
                 },
+                "type": "string",
+              },
+              "name": "Carrier: Descending",
+            },
+          ],
+          "data": Array [
+            Object {
+              "col-0-2": "Logstash Airways",
+              "col-1-1": 797,
+              "col-2-3": 0,
+              "col-3-1": 689,
+            },
+            Object {
+              "col-0-2": "Logstash Airways",
+              "col-1-1": 797,
+              "col-2-3": 1,
+              "col-3-1": 108,
+            },
+            Object {
+              "col-0-2": "JetBeats",
+              "col-1-1": 766,
+              "col-2-3": 0,
+              "col-3-1": 654,
+            },
+            Object {
+              "col-0-2": "JetBeats",
+              "col-1-1": 766,
+              "col-2-3": 1,
+              "col-3-1": 112,
+            },
+            Object {
+              "col-0-2": "ES-Air",
+              "col-1-1": 744,
+              "col-2-3": 0,
+              "col-3-1": 665,
+            },
+            Object {
+              "col-0-2": "ES-Air",
+              "col-1-1": 744,
+              "col-2-3": 1,
+              "col-3-1": 79,
+            },
+            Object {
+              "col-0-2": "Kibana Airlines",
+              "col-1-1": 731,
+              "col-2-3": 0,
+              "col-3-1": 655,
+            },
+            Object {
+              "col-0-2": "Kibana Airlines",
+              "col-1-1": 731,
+              "col-2-3": 1,
+              "col-3-1": 76,
+            },
+          ],
+          "distinctColors": false,
+          "legendPosition": "right",
+          "palette": "default",
+          "setColor": [Function],
+          "uiState": Object {
+            "emit": [MockFunction],
+            "get": [MockFunction] {
+              "calls": Array [
+                Array [
+                  "vis.legendOpen",
+                  true,
+                ],
+                Array [
+                  "vis.colors",
+                  Object {},
+                ],
+              ],
+              "results": Array [
                 Object {
                   "type": "return",
                   "value": true,
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/components/partition_vis_component.test.tsx b/src/plugins/chart_expressions/expression_partition_vis/public/components/partition_vis_component.test.tsx
index 8e601c0f01e2a..b26d368caa438 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/components/partition_vis_component.test.tsx
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/components/partition_vis_component.test.tsx
@@ -26,6 +26,7 @@ import {
 } from '../mocks';
 import { ChartTypes } from '../../common/types';
 import { LegendSize } from '@kbn/visualizations-plugin/common';
+import { cloneDeep } from 'lodash';
 
 jest.mock('@elastic/charts', () => {
   const original = jest.requireActual('@elastic/charts');
@@ -83,11 +84,27 @@ describe('PartitionVisComponent', function () {
     };
   });
 
+  afterEach(() => {
+    mockState.clear();
+    jest.clearAllMocks();
+  });
+
   it('should render correct structure for pie', function () {
     const component = shallow(<PartitionVisComponent {...wrapperProps} />);
     expect(component).toMatchSnapshot();
   });
 
+  it('should render correct structure for multi-metric pie', function () {
+    const localParams = cloneDeep(wrapperProps.visParams);
+
+    localParams.dimensions.metrics = [...localParams.dimensions.metrics, 'col-3-1'];
+
+    localParams.metricsToLabels = { 'col-3-1': 'metric1 label', 'col-1-1': 'metric2 label' };
+
+    const component = shallow(<PartitionVisComponent {...wrapperProps} visParams={localParams} />);
+    expect(component).toMatchSnapshot();
+  });
+
   it('should render correct structure for donut', function () {
     const donutVisParams = createMockDonutParams();
     const component = shallow(
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/components/partition_vis_component.tsx b/src/plugins/chart_expressions/expression_partition_vis/public/components/partition_vis_component.tsx
index 6ef1bb79f0f3f..ed1789f2ae4a9 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/components/partition_vis_component.tsx
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/components/partition_vis_component.tsx
@@ -34,6 +34,7 @@ import {
   IInterpreterRenderHandlers,
 } from '@kbn/expressions-plugin/public';
 import type { FieldFormat } from '@kbn/field-formats-plugin/common';
+import { consolidateMetricColumns } from '../../common/utils';
 import { DEFAULT_PERCENT_DECIMALS } from '../../common/constants';
 import {
   PartitionVisParams,
@@ -91,14 +92,40 @@ export interface PartitionVisComponentProps {
 }
 
 const PartitionVisComponent = (props: PartitionVisComponentProps) => {
-  const { visData, visParams: preVisParams, visType, services, syncColors } = props;
+  const {
+    visData: originalVisData,
+    visParams: preVisParams,
+    visType,
+    services,
+    syncColors,
+  } = props;
   const visParams = useMemo(() => filterOutConfig(visType, preVisParams), [preVisParams, visType]);
   const chartTheme = props.chartsThemeService.useChartsTheme();
   const chartBaseTheme = props.chartsThemeService.useChartsBaseTheme();
 
+  const {
+    table: visData,
+    metricAccessor,
+    bucketAccessors,
+  } = useMemo(
+    () =>
+      consolidateMetricColumns(
+        originalVisData,
+        visParams.dimensions.buckets,
+        visParams.dimensions.metrics,
+        visParams.metricsToLabels
+      ),
+    [
+      originalVisData,
+      visParams.dimensions.buckets,
+      visParams.dimensions.metrics,
+      visParams.metricsToLabels,
+    ]
+  );
+
   const { bucketColumns, metricColumn } = useMemo(
-    () => getColumns(props.visParams, props.visData),
-    [props.visData, props.visParams]
+    () => getColumns({ metric: metricAccessor, buckets: bucketAccessors }, visData),
+    [bucketAccessors, metricAccessor, visData]
   );
 
   const formatters = useMemo(
@@ -115,7 +142,9 @@ const PartitionVisComponent = (props: PartitionVisComponentProps) => {
 
   const showToggleLegendElement = props.uiState !== undefined;
 
-  const [dimensions, setDimensions] = useState<undefined | PieContainerDimensions>();
+  const [containerDimensions, setContainerDimensions] = useState<
+    undefined | PieContainerDimensions
+  >();
 
   const parentRef = useRef<HTMLDivElement>(null);
 
@@ -123,7 +152,7 @@ const PartitionVisComponent = (props: PartitionVisComponentProps) => {
     if (parentRef && parentRef.current) {
       const parentHeight = parentRef.current!.getBoundingClientRect().height;
       const parentWidth = parentRef.current!.getBoundingClientRect().width;
-      setDimensions({ width: parentWidth, height: parentHeight });
+      setContainerDimensions({ width: parentWidth, height: parentHeight });
     }
   }, [parentRef]);
 
@@ -153,13 +182,16 @@ const PartitionVisComponent = (props: PartitionVisComponentProps) => {
       const data = getFilterClickData(
         clickedLayers,
         buckets,
+        metricColumn.id,
         vData,
+        originalVisData,
+        visParams.dimensions.metrics.length,
         splitChartDimension,
         splitChartFormatter
       );
       props.fireEvent({ name: 'filter', data: { data } });
     },
-    [props]
+    [metricColumn.id, originalVisData, props, visParams.dimensions.metrics.length]
   );
 
   // handles legend action event data
@@ -292,8 +324,8 @@ const PartitionVisComponent = (props: PartitionVisComponentProps) => {
   }, [visData.rows, metricColumn]);
 
   const themeOverrides = useMemo(
-    () => getPartitionTheme(visType, visParams, chartTheme, dimensions, rescaleFactor),
-    [visType, visParams, chartTheme, dimensions, rescaleFactor]
+    () => getPartitionTheme(visType, visParams, chartTheme, containerDimensions, rescaleFactor),
+    [visType, visParams, chartTheme, containerDimensions, rescaleFactor]
   );
 
   const fixedViewPort = document.getElementById('app-fixed-viewport');
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/mocks.ts b/src/plugins/chart_expressions/expression_partition_vis/public/mocks.ts
index 455dd111179d2..c125243f3a09a 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/mocks.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/mocks.ts
@@ -292,17 +292,20 @@ export const createMockPartitionVisParams = (): PartitionVisParams => {
       name: 'default',
       type: 'palette',
     },
+    metricsToLabels: {},
     dimensions: {
-      metric: {
-        type: 'vis_dimension',
-        accessor: 1,
-        format: {
-          id: 'number',
-          params: {
+      metrics: [
+        {
+          type: 'vis_dimension',
+          accessor: 1,
+          format: {
             id: 'number',
+            params: {
+              id: 'number',
+            },
           },
         },
-      },
+      ],
       buckets: [
         {
           type: 'vis_dimension',
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/utils/filter_helpers.test.ts b/src/plugins/chart_expressions/expression_partition_vis/public/utils/filter_helpers.test.ts
index 62da48b6ec5a0..07646450a43a0 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/utils/filter_helpers.test.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/utils/filter_helpers.test.ts
@@ -5,16 +5,19 @@
  * in compliance with, at your election, the Elastic License 2.0 or the Server
  * Side Public License, v 1.
  */
-import { DatatableColumn } from '@kbn/expressions-plugin/public';
+import { Datatable, DatatableColumn } from '@kbn/expressions-plugin/public';
 import { getFilterClickData, getFilterEventData } from './filter_helpers';
 import { createMockBucketColumns, createMockVisData } from '../mocks';
+import { consolidateMetricColumns } from '../../common/utils';
+import { LayerValue } from '@elastic/charts';
+import faker from 'faker';
 
 const bucketColumns = createMockBucketColumns();
 const visData = createMockVisData();
 
 describe('getFilterClickData', () => {
   it('returns the correct filter data for the specific layer', () => {
-    const clickedLayers = [
+    const clickedLayers: LayerValue[] = [
       {
         groupByRollup: 'Logstash Airways',
         value: 729,
@@ -24,7 +27,14 @@ describe('getFilterClickData', () => {
         smAccessorValue: '',
       },
     ];
-    const data = getFilterClickData(clickedLayers, bucketColumns, visData);
+    const data = getFilterClickData(
+      clickedLayers,
+      bucketColumns,
+      visData.columns[1].id,
+      visData,
+      visData,
+      1
+    );
     expect(data.length).toEqual(clickedLayers.length);
     expect(data[0].value).toEqual('Logstash Airways');
     expect(data[0].row).toEqual(0);
@@ -32,7 +42,7 @@ describe('getFilterClickData', () => {
   });
 
   it('changes the filter if the user clicks on another layer', () => {
-    const clickedLayers = [
+    const clickedLayers: LayerValue[] = [
       {
         groupByRollup: 'ES-Air',
         value: 572,
@@ -42,7 +52,14 @@ describe('getFilterClickData', () => {
         smAccessorValue: '',
       },
     ];
-    const data = getFilterClickData(clickedLayers, bucketColumns, visData);
+    const data = getFilterClickData(
+      clickedLayers,
+      bucketColumns,
+      visData.columns[1].id,
+      visData,
+      visData,
+      1
+    );
     expect(data.length).toEqual(clickedLayers.length);
     expect(data[0].value).toEqual('ES-Air');
     expect(data[0].row).toEqual(4);
@@ -50,7 +67,7 @@ describe('getFilterClickData', () => {
   });
 
   it('returns the correct filters for small multiples', () => {
-    const clickedLayers = [
+    const clickedLayers: LayerValue[] = [
       {
         groupByRollup: 'ES-Air',
         value: 572,
@@ -64,7 +81,15 @@ describe('getFilterClickData', () => {
       id: 'col-2-3',
       name: 'Cancelled: Descending',
     } as DatatableColumn;
-    const data = getFilterClickData(clickedLayers, bucketColumns, visData, splitDimension);
+    const data = getFilterClickData(
+      clickedLayers,
+      bucketColumns,
+      visData.columns[1].id,
+      visData,
+      visData,
+      1,
+      splitDimension
+    );
     expect(data.length).toEqual(2);
     expect(data[0].value).toEqual('ES-Air');
     expect(data[0].row).toEqual(5);
@@ -87,12 +112,132 @@ describe('getFilterClickData', () => {
       id: 'col-0-2',
       name: 'Carrier: Descending',
     } as DatatableColumn;
-    const data = getFilterClickData(clickedLayers, [{ name: 'Count' }], visData, splitDimension);
+    const data = getFilterClickData(
+      clickedLayers,
+      [{ name: 'Count' }],
+      visData.columns[1].id,
+      visData,
+      visData,
+      1,
+      splitDimension
+    );
     expect(data.length).toEqual(2);
     expect(data[0].value).toEqual('Count');
     expect(data[0].row).toEqual(4);
-    expect(data[1].column).toEqual(0);
+    expect(data[0].column).toEqual(1);
+
     expect(data[1].value).toEqual('ES-Air');
+    expect(data[1].row).toEqual(4);
+    expect(data[1].column).toEqual(0);
+  });
+
+  describe('multi-metric scenarios', () => {
+    describe('with original bucket columns', () => {
+      const originalTable: Datatable = {
+        type: 'datatable',
+        columns: [
+          { name: 'shape', id: '0', meta: { type: 'string' } },
+          { name: 'color', id: '1', meta: { type: 'string' } },
+          {
+            name: 'metric1',
+            id: '2',
+            meta: {
+              type: 'number',
+            },
+          },
+          {
+            name: 'metric2',
+            id: '3',
+            meta: {
+              type: 'number',
+            },
+          },
+        ],
+        rows: [
+          { '0': 'square', '1': 'red', '2': 1, '3': 2 },
+          { '0': 'square', '1': 'blue', '2': 3, '3': 4 },
+          { '0': 'circle', '1': 'green', '2': 5, '3': 6 },
+          { '0': 'circle', '1': 'gray', '2': 7, '3': 8 },
+        ],
+      };
+
+      const { table: consolidatedTable } = consolidateMetricColumns(
+        originalTable,
+        ['0', '1'],
+        ['2', '3'],
+        {
+          2: 'metric1',
+          3: 'metric2',
+        }
+      );
+
+      it('generates the correct filters', () => {
+        const localBucketColumns = consolidatedTable.columns.slice(0, 3);
+
+        const clickedLayers: LayerValue[] = [
+          {
+            groupByRollup: 'circle',
+            value: faker.random.number(),
+            depth: faker.random.number(),
+            path: [],
+            sortIndex: faker.random.number(),
+            smAccessorValue: '',
+          },
+          {
+            groupByRollup: 'green',
+            value: faker.random.number(),
+            depth: faker.random.number(),
+            path: [],
+            sortIndex: faker.random.number(),
+            smAccessorValue: '',
+          },
+          {
+            groupByRollup: 'metric2',
+            value: faker.random.number(),
+            depth: faker.random.number(),
+            path: [],
+            sortIndex: faker.random.number(),
+            smAccessorValue: '',
+          },
+        ];
+
+        const data = getFilterClickData(
+          clickedLayers,
+          localBucketColumns,
+          'value',
+          consolidatedTable,
+          originalTable,
+          2
+        );
+
+        expect(data).toHaveLength(3);
+
+        expect(data.map((datum) => ({ ...datum, table: undefined }))).toMatchInlineSnapshot(`
+          Array [
+            Object {
+              "column": 0,
+              "row": 2,
+              "table": undefined,
+              "value": "circle",
+            },
+            Object {
+              "column": 1,
+              "row": 2,
+              "table": undefined,
+              "value": "green",
+            },
+            Object {
+              "column": 3,
+              "row": 2,
+              "table": undefined,
+              "value": "metric2",
+            },
+          ]
+        `);
+
+        expect(data.map((datum) => datum.table === originalTable).every(Boolean)).toBe(true);
+      });
+    });
   });
 });
 
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/utils/filter_helpers.ts b/src/plugins/chart_expressions/expression_partition_vis/public/utils/filter_helpers.ts
index 3d129094ebb19..6a42bc6f7b601 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/utils/filter_helpers.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/utils/filter_helpers.ts
@@ -28,12 +28,15 @@ export const canFilter = async (
 export const getFilterClickData = (
   clickedLayers: LayerValue[],
   bucketColumns: Array<Partial<BucketColumns>>,
+  metricColId: string,
   visData: Datatable,
+  originalVisData: Datatable, // before multiple metrics are consolidated with collapseMetricColumns
+  numOriginalMetrics: number,
   splitChartDimension?: DatatableColumn,
   splitChartFormatter?: FieldFormat
 ): ValueClickContext['data']['data'] => {
   const data: ValueClickContext['data']['data'] = [];
-  const matchingIndex = visData.rows.findIndex((row) =>
+  const rowIndex = visData.rows.findIndex((row) =>
     clickedLayers.every((layer, index) => {
       const columnId = bucketColumns[index].id;
       if (!columnId && !splitChartDimension) return;
@@ -48,20 +51,53 @@ export const getFilterClickData = (
     })
   );
 
+  const originalRowIndex = Math.floor(rowIndex / numOriginalMetrics);
+
   data.push(
-    ...clickedLayers.map((clickedLayer, index) => ({
-      column: visData.columns.findIndex((col) => col.id === bucketColumns[index].id),
-      row: matchingIndex,
-      value: clickedLayer.groupByRollup,
-      table: visData,
-    }))
+    ...(clickedLayers
+      .map((clickedLayer, index) => {
+        const currentColumnIndex = visData.columns.findIndex(
+          (col) => col.id === bucketColumns[index].id
+        );
+
+        if (currentColumnIndex === -1) {
+          return undefined;
+        }
+
+        const currentColumn = visData.columns[currentColumnIndex];
+
+        // this logic maps the indices of the elements in the
+        // visualization's table to the indices in the table before
+        // any multiple metrics were collapsed into one metric column
+        const originalColumnIndex = currentColumn.meta?.sourceParams?.consolidatedMetricsColumn
+          ? currentColumnIndex + (rowIndex % numOriginalMetrics)
+          : currentColumnIndex;
+
+        return {
+          column: originalColumnIndex,
+          row: originalRowIndex,
+          value: clickedLayer.groupByRollup,
+          table: originalVisData,
+        };
+      })
+      .filter(Boolean) as ValueClickContext['data']['data'])
   );
 
   // Allows filtering with the small multiples value
   if (splitChartDimension) {
+    if (!bucketColumns[0].id) {
+      // this is a split chart without any real bucket columns, so filter by the metric column
+      data.push({
+        column: visData.columns.findIndex((col) => col.id === metricColId),
+        row: rowIndex,
+        table: visData,
+        value: visData.columns.find((col) => col.id === metricColId)?.name,
+      });
+    }
+
     data.push({
       column: visData.columns.findIndex((col) => col.id === splitChartDimension.id),
-      row: matchingIndex,
+      row: rowIndex,
       table: visData,
       value: clickedLayers[0].smAccessorValue,
     });
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/utils/get_columns.test.ts b/src/plugins/chart_expressions/expression_partition_vis/public/utils/get_columns.test.ts
index 157336599a26e..a544dfe1f8537 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/utils/get_columns.test.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/utils/get_columns.test.ts
@@ -7,20 +7,18 @@
  */
 
 import { getColumns } from './get_columns';
-import {
-  LabelPositions,
-  LegendDisplay,
-  PartitionVisParams,
-  ValueFormats,
-} from '../../common/types';
 import { createMockPieParams, createMockVisData } from '../mocks';
 
 const visParams = createMockPieParams();
+const dimensions = {
+  metric: visParams.dimensions.metrics[0],
+  buckets: visParams.dimensions.buckets!,
+};
 const visData = createMockVisData();
 
 describe('getColumns', () => {
   it('should return the correct bucket columns if visParams returns dimensions', () => {
-    const { bucketColumns } = getColumns(visParams, visData);
+    const { bucketColumns } = getColumns(dimensions, visData);
     expect(bucketColumns.length).toEqual(visParams.dimensions.buckets?.length);
     expect(bucketColumns).toEqual([
       {
@@ -115,11 +113,8 @@ describe('getColumns', () => {
   it('should return the correct metric column if visParams returns dimensions', () => {
     const { metricColumn } = getColumns(
       {
-        ...visParams,
-        dimensions: {
-          ...visParams.dimensions,
-          metric: undefined,
-        },
+        ...dimensions,
+        metric: undefined,
       },
       visData
     );
@@ -144,28 +139,8 @@ describe('getColumns', () => {
   });
 
   it('should return the first data column if no buckets specified', () => {
-    const visParamsOnlyMetric: PartitionVisParams = {
-      legendDisplay: LegendDisplay.SHOW,
-      addTooltip: true,
-      labels: {
-        position: LabelPositions.DEFAULT,
-        show: true,
-        truncate: 100,
-        values: true,
-        valuesFormat: ValueFormats.PERCENT,
-        percentDecimals: 2,
-        last_level: false,
-      },
-      legendPosition: 'right',
-      nestedLegend: false,
-      maxLegendLines: 1,
-      truncateLegend: false,
-      distinctColors: false,
-      palette: {
-        name: 'default',
-        type: 'palette',
-      },
-      dimensions: {
+    const { metricColumn } = getColumns(
+      {
         metric: {
           type: 'vis_dimension',
           accessor: 1,
@@ -174,9 +149,10 @@ describe('getColumns', () => {
             params: {},
           },
         },
+        buckets: [],
       },
-    };
-    const { metricColumn } = getColumns(visParamsOnlyMetric, visData);
+      visData
+    );
     expect(metricColumn).toEqual({
       id: 'col-1-1',
       meta: {
@@ -200,29 +176,8 @@ describe('getColumns', () => {
   });
 
   it('should return an object with the name of the metric if no buckets specified', () => {
-    const visParamsOnlyMetric: PartitionVisParams = {
-      legendDisplay: LegendDisplay.SHOW,
-      addTooltip: true,
-      isDonut: true,
-      labels: {
-        position: LabelPositions.DEFAULT,
-        show: true,
-        truncate: 100,
-        values: true,
-        valuesFormat: ValueFormats.PERCENT,
-        percentDecimals: 2,
-        last_level: false,
-      },
-      truncateLegend: false,
-      maxLegendLines: 100,
-      distinctColors: false,
-      legendPosition: 'right',
-      nestedLegend: false,
-      palette: {
-        name: 'default',
-        type: 'palette',
-      },
-      dimensions: {
+    const { bucketColumns, metricColumn } = getColumns(
+      {
         metric: {
           type: 'vis_dimension',
           accessor: 1,
@@ -231,9 +186,10 @@ describe('getColumns', () => {
             params: {},
           },
         },
+        buckets: [],
       },
-    };
-    const { bucketColumns, metricColumn } = getColumns(visParamsOnlyMetric, visData);
+      visData
+    );
     expect(bucketColumns).toEqual([{ name: metricColumn.name }]);
   });
 });
diff --git a/src/plugins/chart_expressions/expression_partition_vis/public/utils/get_columns.ts b/src/plugins/chart_expressions/expression_partition_vis/public/utils/get_columns.ts
index 0b5d0d101cf38..53d039a9e5199 100644
--- a/src/plugins/chart_expressions/expression_partition_vis/public/utils/get_columns.ts
+++ b/src/plugins/chart_expressions/expression_partition_vis/public/utils/get_columns.ts
@@ -9,7 +9,7 @@
 import { ExpressionValueVisDimension } from '@kbn/visualizations-plugin/common';
 import { getColumnByAccessor, getFormatByAccessor } from '@kbn/visualizations-plugin/common/utils';
 import { DatatableColumn, Datatable } from '@kbn/expressions-plugin/public';
-import { BucketColumns, PartitionVisParams } from '../../common/types';
+import { BucketColumns } from '../../common/types';
 
 const getMetricColumn = (
   metricAccessor: ExpressionValueVisDimension | string,
@@ -19,14 +19,17 @@ const getMetricColumn = (
 };
 
 export const getColumns = (
-  visParams: PartitionVisParams,
+  dimensions: {
+    metric: string | ExpressionValueVisDimension | undefined;
+    buckets: Array<string | ExpressionValueVisDimension>;
+  },
   visData: Datatable
 ): {
   metricColumn: DatatableColumn;
   bucketColumns: Array<Partial<BucketColumns>>;
 } => {
-  const { metric, buckets } = visParams.dimensions;
-  if (buckets && buckets.length > 0) {
+  const { metric, buckets } = dimensions;
+  if (buckets.length > 0) {
     const bucketColumns: Array<Partial<BucketColumns>> = buckets.map((bucket) => {
       const column = getColumnByAccessor(bucket, visData.columns);
       return {
diff --git a/src/plugins/vis_types/pie/public/__snapshots__/to_ast.test.ts.snap b/src/plugins/vis_types/pie/public/__snapshots__/to_ast.test.ts.snap
index b9dcb3f6bff6a..253057cd8c2f5 100644
--- a/src/plugins/vis_types/pie/public/__snapshots__/to_ast.test.ts.snap
+++ b/src/plugins/vis_types/pie/public/__snapshots__/to_ast.test.ts.snap
@@ -67,7 +67,7 @@ Object {
         "legendSize": Array [
           "large",
         ],
-        "metric": Array [
+        "metrics": Array [
           Object {
             "chain": Array [
               Object {
diff --git a/src/plugins/vis_types/pie/public/convert_to_lens/configurations/index.test.ts b/src/plugins/vis_types/pie/public/convert_to_lens/configurations/index.test.ts
index 87ec0d3b57b3f..1f558da376e0f 100644
--- a/src/plugins/vis_types/pie/public/convert_to_lens/configurations/index.test.ts
+++ b/src/plugins/vis_types/pie/public/convert_to_lens/configurations/index.test.ts
@@ -32,7 +32,7 @@ describe('getConfiguration', () => {
           legendMaxLines: 1,
           legendPosition: 'right',
           legendSize: 'large',
-          metric: 'metric-1',
+          metrics: ['metric-1'],
           nestedLegend: true,
           numberDisplay: 'percent',
           percentDecimals: 2,
diff --git a/src/plugins/vis_types/pie/public/convert_to_lens/configurations/index.ts b/src/plugins/vis_types/pie/public/convert_to_lens/configurations/index.ts
index d1d1daf9fe009..1ff3148315fac 100644
--- a/src/plugins/vis_types/pie/public/convert_to_lens/configurations/index.ts
+++ b/src/plugins/vis_types/pie/public/convert_to_lens/configurations/index.ts
@@ -35,7 +35,7 @@ const getLayers = (
       layerType: 'data' as const,
       primaryGroups: buckets,
       secondaryGroups: [],
-      metric: metrics[0],
+      metrics: metrics.length ? [metrics[0]] : [],
       numberDisplay:
         showValuesInLegend === false
           ? NumberDisplayTypes.HIDDEN
diff --git a/src/plugins/vis_types/pie/public/to_ast.ts b/src/plugins/vis_types/pie/public/to_ast.ts
index 91ff6b0b6c17d..853e354cf4d06 100644
--- a/src/plugins/vis_types/pie/public/to_ast.ts
+++ b/src/plugins/vis_types/pie/public/to_ast.ts
@@ -70,7 +70,7 @@ export const toExpressionAst: VisToExpressionAst<PartitionVisParams> = async (vi
     emptySizeRatio: vis.params.emptySizeRatio,
     palette: preparePalette(vis.params.palette),
     labels: prepareLabels(vis.params.labels),
-    metric: schemas.metric.map(prepareDimension),
+    metrics: prepareDimension(schemas.metric[schemas.metric.length - 1]),
     buckets: schemas.segment?.map(prepareDimension),
     splitColumn: schemas.split_column?.map(prepareDimension),
     splitRow: schemas.split_row?.map(prepareDimension),
diff --git a/src/plugins/visualizations/common/convert_to_lens/types/configurations.ts b/src/plugins/visualizations/common/convert_to_lens/types/configurations.ts
index 8a6e70669dcf4..d19f3cd8318bd 100644
--- a/src/plugins/visualizations/common/convert_to_lens/types/configurations.ts
+++ b/src/plugins/visualizations/common/convert_to_lens/types/configurations.ts
@@ -223,9 +223,9 @@ export interface MetricVisConfiguration {
 export interface PartitionLayerState {
   layerId: string;
   layerType: LayerType;
+  metrics: string[];
   primaryGroups: string[];
   secondaryGroups?: string[];
-  metric?: string;
   collapseFns?: Record<string, CollapseFunction>;
   numberDisplay: NumberDisplayType;
   categoryDisplay: CategoryDisplayType;
diff --git a/x-pack/examples/testing_embedded_lens/public/app.tsx b/x-pack/examples/testing_embedded_lens/public/app.tsx
index 2b8799c1951a3..ab717da3b6268 100644
--- a/x-pack/examples/testing_embedded_lens/public/app.tsx
+++ b/x-pack/examples/testing_embedded_lens/public/app.tsx
@@ -312,7 +312,7 @@ function getLensAttributesPartition(
     layers: [
       {
         primaryGroups: ['col1'],
-        metric: 'col2',
+        metrics: ['col2'],
         layerId: 'layer1',
         layerType: 'data',
         numberDisplay: 'percent',
diff --git a/x-pack/performance/kbn_archives/flights_no_map_dashboard.json b/x-pack/performance/kbn_archives/flights_no_map_dashboard.json
index f0afa9052ddae..cac545ba1d836 100644
--- a/x-pack/performance/kbn_archives/flights_no_map_dashboard.json
+++ b/x-pack/performance/kbn_archives/flights_no_map_dashboard.json
@@ -173,7 +173,7 @@
       "searchSourceJSON": "{\"query\":{\"language\":\"kuery\",\"query\":\"\"},\"filter\":[]}"
     },
     "optionsJSON": "{\"hidePanelTitles\":false,\"useMargins\":true}",
-    "panelsJSON": "[{\"version\":\"8.6.0\",\"type\":\"search\",\"gridData\":{\"x\":0,\"y\":47,\"w\":48,\"h\":15,\"i\":\"4\"},\"panelIndex\":\"4\",\"embeddableConfig\":{\"enhancements\":{}},\"panelRefName\":\"panel_4\"},{\"version\":\"8.6.0\",\"type\":\"visualization\",\"gridData\":{\"x\":0,\"y\":16,\"w\":24,\"h\":9,\"i\":\"7\"},\"panelIndex\":\"7\",\"embeddableConfig\":{\"enhancements\":{}},\"panelRefName\":\"panel_7\"},{\"version\":\"8.6.0\",\"type\":\"visualization\",\"gridData\":{\"x\":0,\"y\":36,\"w\":24,\"h\":11,\"i\":\"10\"},\"panelIndex\":\"10\",\"embeddableConfig\":{\"vis\":{\"colors\":{\"Count\":\"#1F78C1\"},\"legendOpen\":false},\"enhancements\":{}},\"panelRefName\":\"panel_10\"},{\"version\":\"8.6.0\",\"type\":\"visualization\",\"gridData\":{\"x\":36,\"y\":36,\"w\":12,\"h\":11,\"i\":\"21\"},\"panelIndex\":\"21\",\"embeddableConfig\":{\"enhancements\":{}},\"panelRefName\":\"panel_21\"},{\"version\":\"8.6.0\",\"type\":\"visualization\",\"gridData\":{\"x\":0,\"y\":0,\"w\":24,\"h\":8,\"i\":\"6afc61f7-e2d5-45a3-9e7a-281160ad3eb9\"},\"panelIndex\":\"6afc61f7-e2d5-45a3-9e7a-281160ad3eb9\",\"embeddableConfig\":{\"savedVis\":{\"title\":\"[Flights] Markdown Instructions\",\"description\":\"\",\"type\":\"markdown\",\"params\":{\"fontSize\":10,\"openLinksInNewTab\":true,\"markdown\":\"## Sample Flight data\\nThis dashboard contains sample data for you to play with. You can view it, search it, and interact with the visualizations. 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records\",\"dataType\":\"number\",\"operationType\":\"count\",\"isBucketed\":false,\"scale\":\"ratio\",\"sourceField\":\"___records___\"}},\"columnOrder\":[\"caf7421e-93a3-439e-ab0a-fbdead93c21c\",\"13ec79e3-9d73-4536-9056-3d92802bb30a\",\"0233d302-ec81-4fbe-96cb-7fac84cf035c\"],\"incompleteColumns\":{}}}}},\"visualization\":{\"legend\":{\"isVisible\":true,\"position\":\"bottom\",\"legendSize\":\"auto\"},\"valueLabels\":\"hide\",\"fittingFunction\":\"None\",\"yLeftExtent\":{\"mode\":\"full\"},\"yRightExtent\":{\"mode\":\"full\"},\"axisTitlesVisibilitySettings\":{\"x\":true,\"yLeft\":false,\"yRight\":true},\"tickLabelsVisibilitySettings\":{\"x\":true,\"yLeft\":true,\"yRight\":true},\"gridlinesVisibilitySettings\":{\"x\":true,\"yLeft\":true,\"yRight\":true},\"preferredSeriesType\":\"bar_percentage_stacked\",\"layers\":[{\"layerId\":\"e80cc05e-c52a-4e5f-ac71-4b37274867f5\",\"accessors\":[\"0233d302-ec81-4fbe-96cb-7fac84cf035c\"],\"position\":\"top\",\"seriesType\":\"bar_percentage_stacked\",\"showGridlines\":false,\"palette\":{\"type\":\"palette\",\"name\":\"cool\"},\"xAccessor\":\"13ec79e3-9d73-4536-9056-3d92802bb30a\",\"splitAccessor\":\"caf7421e-93a3-439e-ab0a-fbdead93c21c\",\"layerType\":\"data\"}]},\"query\":{\"query\":\"\",\"language\":\"kuery\"},\"filters\":[]},\"references\":[{\"id\":\"d3d7af60-4c81-11e8-b3d7-01146121b73d\",\"name\":\"indexpattern-datasource-current-indexpattern\",\"type\":\"index-pattern\"},{\"id\":\"d3d7af60-4c81-11e8-b3d7-01146121b73d\",\"name\":\"indexpattern-datasource-layer-e80cc05e-c52a-4e5f-ac71-4b37274867f5\",\"type\":\"index-pattern\"}]},\"hidePanelTitles\":false,\"enhancements\":{}},\"title\":\"[Flights] Delay Type\"},{\"version\":\"8.6.0\",\"type\":\"lens\",\"gridData\":{\"x\":24,\"y\":36,\"w\":12,\"h\":11,\"i\":\"5d53db36-2d5a-4adc-af7b-cec4c1a294e0\"},\"panelIndex\":\"5d53db36-2d5a-4adc-af7b-cec4c1a294e0\",\"embeddableConfig\":{\"attributes\":{\"title\":\"\",\"type\":\"lens\",\"visualizationType\":\"lnsPie\",\"state\":{\"datasourceStates\":{\"formBased\":{\"layers\":{\"0c8e136b-a822-4fb3-836d-e06cbea4eea4\":{\"columns\":{\"d1cee8bf-34cf-4141-99d7-ff043ee77b56\":{\"label\":\"Top values of FlightDelayType\",\"dataType\":\"string\",\"operationType\":\"terms\",\"scale\":\"ordinal\",\"sourceField\":\"FlightDelayType\",\"isBucketed\":true,\"params\":{\"size\":10,\"orderBy\":{\"type\":\"column\",\"columnId\":\"aa152ace-ee2d-447b-b86d-459bef4d7880\"},\"orderDirection\":\"desc\",\"otherBucket\":true,\"missingBucket\":false}},\"aa152ace-ee2d-447b-b86d-459bef4d7880\":{\"label\":\"Count of records\",\"dataType\":\"number\",\"operationType\":\"count\",\"isBucketed\":false,\"scale\":\"ratio\",\"sourceField\":\"___records___\"}},\"columnOrder\":[\"d1cee8bf-34cf-4141-99d7-ff043ee77b56\",\"aa152ace-ee2d-447b-b86d-459bef4d7880\"],\"incompleteColumns\":{}}}}},\"visualization\":{\"shape\":\"pie\",\"palette\":{\"type\":\"palette\",\"name\":\"cool\"},\"layers\":[{\"layerId\":\"0c8e136b-a822-4fb3-836d-e06cbea4eea4\",\"metrics\":[\"aa152ace-ee2d-447b-b86d-459bef4d7880\"],\"numberDisplay\":\"percent\",\"categoryDisplay\":\"default\",\"legendDisplay\":\"default\",\"nestedLegend\":false,\"layerType\":\"data\",\"legendSize\":\"auto\",\"primaryGroups\":[\"d1cee8bf-34cf-4141-99d7-ff043ee77b56\"]}]},\"query\":{\"query\":\"\",\"language\":\"kuery\"},\"filters\":[{\"meta\":{\"type\":\"phrase\",\"key\":\"FlightDelayType\",\"params\":{\"query\":\"No Delay\"},\"disabled\":false,\"negate\":true,\"alias\":null,\"index\":\"filter-index-pattern-0\"},\"query\":{\"match_phrase\":{\"FlightDelayType\":\"No Delay\"}},\"$state\":{\"store\":\"appState\"}}]},\"references\":[{\"id\":\"d3d7af60-4c81-11e8-b3d7-01146121b73d\",\"name\":\"indexpattern-datasource-current-indexpattern\",\"type\":\"index-pattern\"},{\"id\":\"d3d7af60-4c81-11e8-b3d7-01146121b73d\",\"name\":\"indexpattern-datasource-layer-0c8e136b-a822-4fb3-836d-e06cbea4eea4\",\"type\":\"index-pattern\"},{\"id\":\"d3d7af60-4c81-11e8-b3d7-01146121b73d\",\"name\":\"filter-index-pattern-0\",\"type\":\"index-pattern\"}]},\"enhancements\":{},\"hidePanelTitles\":false},\"title\":\"[Flights] Delay Type\"}]",
     "refreshInterval": {
       "pause": true,
       "value": 0
diff --git a/x-pack/plugins/apm/public/components/app/service_overview/service_overview_charts/most_used_chart/__snapshots__/most_used_chart.test.tsx.snap b/x-pack/plugins/apm/public/components/app/service_overview/service_overview_charts/most_used_chart/__snapshots__/most_used_chart.test.tsx.snap
index 5dcaf604acfb9..bc2ecef25d310 100644
--- a/x-pack/plugins/apm/public/components/app/service_overview/service_overview_charts/most_used_chart/__snapshots__/most_used_chart.test.tsx.snap
+++ b/x-pack/plugins/apm/public/components/app/service_overview/service_overview_charts/most_used_chart/__snapshots__/most_used_chart.test.tsx.snap
@@ -86,7 +86,9 @@ Object {
           "layerType": "data",
           "legendDisplay": "hide",
           "legendPosition": "bottom",
-          "metric": "countColumn",
+          "metrics": Array [
+            "countColumn",
+          ],
           "nestedLegend": false,
           "numberDisplay": "percent",
           "primaryGroups": Array [
diff --git a/x-pack/plugins/apm/public/components/app/service_overview/service_overview_charts/most_used_chart/get_lens_attributes.ts b/x-pack/plugins/apm/public/components/app/service_overview/service_overview_charts/most_used_chart/get_lens_attributes.ts
index bd43169f94399..c311fa561f81c 100644
--- a/x-pack/plugins/apm/public/components/app/service_overview/service_overview_charts/most_used_chart/get_lens_attributes.ts
+++ b/x-pack/plugins/apm/public/components/app/service_overview/service_overview_charts/most_used_chart/get_lens_attributes.ts
@@ -93,7 +93,7 @@ export function getLensAttributes({
           {
             layerId: metricId,
             primaryGroups: [columnA],
-            metric: columnB,
+            metrics: [columnB],
             categoryDisplay: 'default',
             legendDisplay: 'hide',
             nestedLegend: false,
diff --git a/x-pack/plugins/canvas/canvas_plugin_src/elements/pie_vis/index.ts b/x-pack/plugins/canvas/canvas_plugin_src/elements/pie_vis/index.ts
index e7ece1155560a..52368f2718843 100644
--- a/x-pack/plugins/canvas/canvas_plugin_src/elements/pie_vis/index.ts
+++ b/x-pack/plugins/canvas/canvas_plugin_src/elements/pie_vis/index.ts
@@ -16,6 +16,6 @@ export const pieVis: ElementFactory = () => ({
 | selectFilter
 | demodata
 | head 10
-| pieVis metric={visdimension "age"} buckets={visdimension "project"} buckets={visdimension "cost"} legendDisplay="default"
+| pieVis metrics={visdimension "age"} buckets={visdimension "project"} buckets={visdimension "cost"} legendDisplay="default"
 | render`,
 });
diff --git a/x-pack/plugins/lens/common/types.ts b/x-pack/plugins/lens/common/types.ts
index 3bf19d4d78b5c..c852acd9f1953 100644
--- a/x-pack/plugins/lens/common/types.ts
+++ b/x-pack/plugins/lens/common/types.ts
@@ -52,9 +52,10 @@ export enum EmptySizeRatios {
 }
 
 export interface SharedPieLayerState {
+  metrics: string[];
   primaryGroups: string[];
   secondaryGroups?: string[];
-  metric?: string;
+  allowMultipleMetrics?: boolean;
   collapseFns?: Record<string, CollapseFunction>;
   numberDisplay: NumberDisplayType;
   categoryDisplay: CategoryDisplayType;
diff --git a/x-pack/plugins/lens/public/datasources/form_based/form_based.tsx b/x-pack/plugins/lens/public/datasources/form_based/form_based.tsx
index 5409b135b4b98..a464e12c80d1c 100644
--- a/x-pack/plugins/lens/public/datasources/form_based/form_based.tsx
+++ b/x-pack/plugins/lens/public/datasources/form_based/form_based.tsx
@@ -618,22 +618,6 @@ export function getFormBasedDatasource({
 
     getDropProps,
     onDrop,
-    getSupportedActionsForLayer(layerId, state, _, openLayerSettings) {
-      if (!openLayerSettings) {
-        return [];
-      }
-      return [
-        {
-          displayName: i18n.translate('xpack.lens.indexPattern.layerSettingsAction', {
-            defaultMessage: 'Layer settings',
-          }),
-          execute: openLayerSettings,
-          icon: 'gear',
-          isCompatible: Boolean(state.layers[layerId]),
-          'data-test-subj': 'lnsLayerSettings',
-        },
-      ];
-    },
 
     getCustomWorkspaceRenderer: (
       state: FormBasedPrivateState,
diff --git a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/clone_layer_action.tsx b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/clone_layer_action.tsx
index 97d0cf73b80dd..64a59df81c911 100644
--- a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/clone_layer_action.tsx
+++ b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/clone_layer_action.tsx
@@ -22,6 +22,7 @@ export const getCloneLayerAction = (props: CloneLayerAction): LayerAction => {
   });
 
   return {
+    id: 'cloneLayerAction',
     execute: props.execute,
     displayName,
     isCompatible: Boolean(props.activeVisualization.cloneLayer && !props.isTextBasedLanguage),
diff --git a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/layer_actions.tsx b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/layer_actions.tsx
index 9c32a24eac4dd..397325be3f4d7 100644
--- a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/layer_actions.tsx
+++ b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/layer_actions.tsx
@@ -22,6 +22,7 @@ import type { LayerType } from '../../../..';
 import type { LayerAction, Visualization } from '../../../../types';
 import { getCloneLayerAction } from './clone_layer_action';
 import { getRemoveLayerAction } from './remove_layer_action';
+import { getOpenLayerSettingsAction } from './open_layer_settings';
 
 export interface LayerActionsProps {
   layerIndex: number;
@@ -36,18 +37,28 @@ export const getSharedActions = ({
   activeVisualization,
   isOnlyLayer,
   isTextBasedLanguage,
+  hasLayerSettings,
+  openLayerSettings,
   onCloneLayer,
   onRemoveLayer,
 }: {
   onRemoveLayer: () => void;
   onCloneLayer: () => void;
   layerIndex: number;
+  layerId: string;
   isOnlyLayer: boolean;
   activeVisualization: Visualization;
+  visualizationState: unknown;
   layerType?: LayerType;
   isTextBasedLanguage?: boolean;
+  hasLayerSettings: boolean;
+  openLayerSettings: () => void;
   core: Pick<CoreStart, 'overlays' | 'theme'>;
 }) => [
+  getOpenLayerSettingsAction({
+    hasLayerSettings,
+    openLayerSettings,
+  }),
   getCloneLayerAction({
     execute: onCloneLayer,
     layerIndex,
diff --git a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/open_layer_settings.tsx b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/open_layer_settings.tsx
new file mode 100644
index 0000000000000..13570df68c581
--- /dev/null
+++ b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/open_layer_settings.tsx
@@ -0,0 +1,27 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import { i18n } from '@kbn/i18n';
+import type { LayerAction } from '../../../../types';
+
+export const getOpenLayerSettingsAction = (props: {
+  openLayerSettings: () => void;
+  hasLayerSettings: boolean;
+}): LayerAction => {
+  const displayName = i18n.translate('xpack.lens.layerActions.layerSettingsAction', {
+    defaultMessage: 'Layer settings',
+  });
+
+  return {
+    id: 'openLayerSettings',
+    displayName,
+    execute: props.openLayerSettings,
+    icon: 'gear',
+    isCompatible: props.hasLayerSettings,
+    'data-test-subj': 'lnsLayerSettings',
+  };
+};
diff --git a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/remove_layer_action.tsx b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/remove_layer_action.tsx
index 5156fd7efd755..c9a353f07d14b 100644
--- a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/remove_layer_action.tsx
+++ b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_actions/remove_layer_action.tsx
@@ -207,6 +207,7 @@ export const getRemoveLayerAction = (props: RemoveLayerAction): LayerAction => {
   );
 
   return {
+    id: 'removeLayerAction',
     execute: async () => {
       const storage = new Storage(localStorage);
       const lensLocalStorage = storage.get(LOCAL_STORAGE_LENS_KEY) ?? {};
diff --git a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_panel.test.tsx b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_panel.test.tsx
index 173378c6fb9ef..7389f423b7a85 100644
--- a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_panel.test.tsx
+++ b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_panel.test.tsx
@@ -698,6 +698,54 @@ describe('LayerPanel', () => {
       expect(mockDatasource.updateStateOnCloseDimension).toHaveBeenCalled();
       expect(updateDatasource).toHaveBeenCalledWith('testDatasource', { newState: true });
     });
+
+    it('should display the fake final accessor if present in the group config', async () => {
+      const fakeAccessorLabel = "I'm a fake!";
+      mockVisualization.getConfiguration.mockReturnValue({
+        groups: [
+          {
+            groupLabel: 'A',
+            groupId: 'a',
+            accessors: [{ columnId: 'a' }],
+            filterOperations: () => true,
+            fakeFinalAccessor: {
+              label: fakeAccessorLabel,
+            },
+            supportsMoreColumns: false,
+            dataTestSubj: 'lnsGroup',
+          },
+        ],
+      });
+
+      const { instance } = await mountWithProvider(<LayerPanel {...getDefaultProps()} />);
+
+      expect(instance.exists('[data-test-subj="lns-fakeDimension"]')).toBeTruthy();
+      expect(
+        instance
+          .find('[data-test-subj="lns-fakeDimension"] .lnsLayerPanel__triggerTextLabel')
+          .text()
+      ).toBe(fakeAccessorLabel);
+    });
+
+    it('should not display the fake final accessor if not present in the group config', async () => {
+      mockVisualization.getConfiguration.mockReturnValue({
+        groups: [
+          {
+            groupLabel: 'A',
+            groupId: 'a',
+            accessors: [{ columnId: 'a' }],
+            filterOperations: () => true,
+            fakeFinalAccessor: undefined,
+            supportsMoreColumns: false,
+            dataTestSubj: 'lnsGroup',
+          },
+        ],
+      });
+
+      const { instance } = await mountWithProvider(<LayerPanel {...getDefaultProps()} />);
+
+      expect(instance.exists('[data-test-subj="lns-fakeDimension"]')).toBeFalsy();
+    });
   });
 
   // This test is more like an integration test, since the layer panel owns all
diff --git a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_panel.tsx b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_panel.tsx
index 656daef46fccd..0e759db7fc9fc 100644
--- a/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_panel.tsx
+++ b/x-pack/plugins/lens/public/editor_frame_service/editor_frame/config_panel/layer_panel.tsx
@@ -18,6 +18,8 @@ import {
   EuiIconTip,
 } from '@elastic/eui';
 import { i18n } from '@kbn/i18n';
+import { css } from '@emotion/react';
+import { euiThemeVars } from '@kbn/ui-theme';
 import { LayerType } from '../../../../common';
 import { LayerActions } from './layer_actions';
 import { IndexPatternServiceAPI } from '../../../data_views_service/service';
@@ -28,6 +30,7 @@ import {
   DragDropOperation,
   DropType,
   isOperation,
+  LayerAction,
   VisualizationDimensionGroupConfig,
 } from '../../../types';
 import { DragDropIdentifier, ReorderProvider } from '../../../drag_drop';
@@ -48,13 +51,13 @@ import { onDropForVisualization, shouldRemoveSource } from './buttons/drop_targe
 import { getSharedActions } from './layer_actions/layer_actions';
 import { FlyoutContainer } from './flyout_container';
 
+// hide the random sampling settings from the UI
+const DISPLAY_RANDOM_SAMPLING_SETTINGS = false;
+
 const initialActiveDimensionState = {
   isNew: false,
 };
 
-// hide the random sampling settings from the UI
-const DISPLAY_RANDOM_SAMPLING_SETTINGS = false;
-
 export function LayerPanel(
   props: Exclude<LayerPanelProps, 'state' | 'setState'> & {
     activeVisualization: Visualization;
@@ -317,30 +320,33 @@ export function LayerPanel(
   const [datasource] = Object.values(framePublicAPI.datasourceLayers);
   const isTextBasedLanguage = Boolean(datasource?.isTextBasedLanguage());
 
-  const compatibleActions = useMemo(
+  const compatibleActions = useMemo<LayerAction[]>(
     () =>
       [
-        ...(activeVisualization.getSupportedActionsForLayer?.(
-          layerId,
-          visualizationState,
-          updateVisualization,
-          () => setPanelSettingsOpen(true)
-        ) || []),
-        ...((DISPLAY_RANDOM_SAMPLING_SETTINGS &&
-          layerDatasource?.getSupportedActionsForLayer?.(
-            layerId,
-            layerDatasourceState,
-            (newState) => updateDatasource(datasourceId, newState),
-            () => setPanelSettingsOpen(true)
-          )) ||
-          []),
+        ...(activeVisualization
+          .getSupportedActionsForLayer?.(layerId, visualizationState)
+          .map((action) => ({
+            ...action,
+            execute: () => {
+              updateVisualization(
+                activeVisualization.onLayerAction?.(layerId, action.id, visualizationState)
+              );
+            },
+          })) || []),
         ...getSharedActions({
+          layerId,
           activeVisualization,
+          visualizationState,
           core,
           layerIndex,
           layerType: activeVisualization.getLayerType(layerId, visualizationState),
           isOnlyLayer,
           isTextBasedLanguage,
+          hasLayerSettings: Boolean(
+            activeVisualization.renderLayerSettings ||
+              (layerDatasource?.renderLayerSettings && DISPLAY_RANDOM_SAMPLING_SETTINGS)
+          ),
+          openLayerSettings: () => setPanelSettingsOpen(true),
           onCloneLayer,
           onRemoveLayer: () => onRemoveLayer(layerId),
         }),
@@ -348,16 +354,13 @@ export function LayerPanel(
     [
       activeVisualization,
       core,
-      datasourceId,
       isOnlyLayer,
       isTextBasedLanguage,
       layerDatasource,
-      layerDatasourceState,
       layerId,
       layerIndex,
       onCloneLayer,
       onRemoveLayer,
-      updateDatasource,
       updateVisualization,
       visualizationState,
     ]
@@ -599,6 +602,30 @@ export function LayerPanel(
                     </ReorderProvider>
                   ) : null}
 
+                  {group.fakeFinalAccessor && (
+                    <div
+                      className="lnsLayerPanel__dimension lnsDragDrop-isDraggable"
+                      css={css`
+                        cursor: default !important;
+                        border-color: transparent !important;
+                        margin-top: ${group.accessors.length ? 8 : 0}px !important;
+                        background-color: ${euiThemeVars.euiColorLightShade} !important;
+                        box-shadow: none !important;
+                      `}
+                    >
+                      <EuiText
+                        size="s"
+                        className="lnsLayerPanel__triggerText"
+                        data-test-subj="lns-fakeDimension"
+                        color={'subdued'}
+                      >
+                        <span className="lnsLayerPanel__triggerTextLabel">
+                          {group.fakeFinalAccessor.label}
+                        </span>
+                      </EuiText>
+                    </div>
+                  )}
+
                   {group.supportsMoreColumns ? (
                     <EmptyDimensionButton
                       activeVisualization={activeVisualization}
@@ -644,8 +671,7 @@ export function LayerPanel(
           })}
         </EuiPanel>
       </section>
-      {((DISPLAY_RANDOM_SAMPLING_SETTINGS && layerDatasource?.renderLayerSettings) ||
-        activeVisualization?.renderLayerSettings) && (
+      {(layerDatasource?.renderLayerSettings || activeVisualization?.renderLayerSettings) && (
         <FlyoutContainer
           panelRef={(el) => (settingsPanelRef.current = el)}
           isOpen={isPanelSettingsOpen}
@@ -661,11 +687,14 @@ export function LayerPanel(
         >
           <div id={layerId}>
             <div className="lnsIndexPatternDimensionEditor--padded lnsIndexPatternDimensionEditor--collapseNext">
-              {DISPLAY_RANDOM_SAMPLING_SETTINGS && layerDatasource?.renderLayerSettings && (
-                <NativeRenderer
-                  render={layerDatasource.renderLayerSettings}
-                  nativeProps={layerDatasourceConfigProps}
-                />
+              {layerDatasource?.renderLayerSettings && DISPLAY_RANDOM_SAMPLING_SETTINGS && (
+                <>
+                  <NativeRenderer
+                    render={layerDatasource.renderLayerSettings}
+                    nativeProps={layerDatasourceConfigProps}
+                  />
+                  <EuiSpacer size="m" />
+                </>
               )}
               {activeVisualization?.renderLayerSettings && (
                 <NativeRenderer
diff --git a/x-pack/plugins/lens/public/types.ts b/x-pack/plugins/lens/public/types.ts
index 460990acb7eaa..8540f3a87b49c 100644
--- a/x-pack/plugins/lens/public/types.ts
+++ b/x-pack/plugins/lens/public/types.ts
@@ -489,13 +489,6 @@ export interface Datasource<T = unknown, P = unknown> {
    */
   getUsedDataViews: (state: T) => string[];
 
-  getSupportedActionsForLayer?: (
-    layerId: string,
-    state: T,
-    setState: StateSetter<T>,
-    openLayerSettings?: () => void
-  ) => LayerAction[];
-
   getDatasourceInfo: (
     state: T,
     references?: SavedObjectReference[],
@@ -581,6 +574,7 @@ export interface DatasourceDataPanelProps<T = unknown> {
 
 /** @internal **/
 export interface LayerAction {
+  id: string;
   displayName: string;
   description?: string;
   execute: () => void | Promise<void>;
@@ -590,6 +584,8 @@ export interface LayerAction {
   'data-test-subj'?: string;
 }
 
+export type LayerActionFromVisualization = Omit<LayerAction, 'execute'>;
+
 interface SharedDimensionProps {
   /** Visualizations can restrict operations based on their own rules.
    * For example, limiting to only bucketed or only numeric operations.
@@ -796,6 +792,10 @@ export type VisualizationDimensionGroupConfig = SharedDimensionProps & {
   /** ID is passed back to visualization. For example, `x` */
   groupId: string;
   accessors: AccessorConfig[];
+  // currently used only on partition charts to display non-editable UI dimension trigger in the buckets group when multiple metrics exist
+  fakeFinalAccessor?: {
+    label: string;
+  };
   supportsMoreColumns: boolean;
   dimensionsTooMany?: number;
   /** If required, a warning will appear if accessors are empty */
@@ -1065,12 +1065,13 @@ export interface Visualization<T = unknown, P = unknown> {
    * returns a list of custom actions supported by the visualization layer.
    * Default actions like delete/clear are not included in this list and are managed by the editor frame
    * */
-  getSupportedActionsForLayer?: (
-    layerId: string,
-    state: T,
-    setState: StateSetter<T>,
-    openLayerSettings?: () => void
-  ) => LayerAction[];
+  getSupportedActionsForLayer?: (layerId: string, state: T) => LayerActionFromVisualization[];
+
+  /**
+   * Perform state mutations in response to a layer action
+   */
+  onLayerAction?: (layerId: string, actionId: string, state: T) => T;
+
   /** returns the type string of the given layer */
   getLayerType: (layerId: string, state?: T) => LayerType | undefined;
 
diff --git a/x-pack/plugins/lens/public/visualizations/partition/layer_settings.test.tsx b/x-pack/plugins/lens/public/visualizations/partition/layer_settings.test.tsx
new file mode 100644
index 0000000000000..9acedbc9b8dd2
--- /dev/null
+++ b/x-pack/plugins/lens/public/visualizations/partition/layer_settings.test.tsx
@@ -0,0 +1,94 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import React from 'react';
+import { shallow } from 'enzyme';
+import { PieLayerState, PieVisualizationState } from '../..';
+import { LayerSettings } from './layer_settings';
+import { FramePublicAPI, VisualizationLayerSettingsProps } from '../../types';
+import { EuiSwitch, EuiSwitchEvent } from '@elastic/eui';
+
+describe('layer settings', () => {
+  describe('multiple metrics switch', () => {
+    const getState = (allowMultipleMetrics: boolean): PieVisualizationState => ({
+      shape: 'pie',
+      layers: [
+        {
+          layerId,
+          allowMultipleMetrics,
+        } as PieLayerState,
+      ],
+    });
+
+    const layerId = 'layer-id';
+    const props: VisualizationLayerSettingsProps<PieVisualizationState> = {
+      setState: jest.fn(),
+      layerId,
+      state: getState(false),
+      frame: {} as FramePublicAPI,
+      panelRef: {} as React.MutableRefObject<HTMLDivElement | null>,
+    };
+
+    it('toggles multiple metrics', () => {
+      const toggleOn = () =>
+        shallow(<LayerSettings {...props} />)
+          .find(EuiSwitch)
+          .props()
+          .onChange({} as EuiSwitchEvent);
+
+      const toggleOff = () =>
+        shallow(<LayerSettings {...props} state={getState(true)} />)
+          .find(EuiSwitch)
+          .props()
+          .onChange({} as EuiSwitchEvent);
+
+      expect(props.setState).not.toHaveBeenCalled();
+
+      toggleOn();
+
+      expect(props.setState).toHaveBeenLastCalledWith({
+        ...props.state,
+        layers: [
+          {
+            ...props.state.layers[0],
+            allowMultipleMetrics: true,
+          },
+        ],
+      });
+
+      toggleOff();
+
+      expect(props.setState).toHaveBeenLastCalledWith({
+        ...props.state,
+        layers: [
+          {
+            ...props.state.layers[0],
+            allowMultipleMetrics: false,
+          },
+        ],
+      });
+    });
+
+    test('switch reflects state', () => {
+      const isChecked = (state: PieVisualizationState) =>
+        shallow(<LayerSettings {...props} state={state} />)
+          .find(EuiSwitch)
+          .props().checked;
+
+      expect(isChecked(getState(false))).toBeFalsy();
+      expect(isChecked(getState(true))).toBeTruthy();
+    });
+
+    test('hides option for mosaic', () => {
+      expect(
+        shallow(
+          <LayerSettings {...props} state={{ ...getState(false), shape: 'mosaic' }} />
+        ).isEmptyRender()
+      ).toBeTruthy();
+    });
+  });
+});
diff --git a/x-pack/plugins/lens/public/visualizations/partition/layer_settings.tsx b/x-pack/plugins/lens/public/visualizations/partition/layer_settings.tsx
new file mode 100644
index 0000000000000..6876b218c235e
--- /dev/null
+++ b/x-pack/plugins/lens/public/visualizations/partition/layer_settings.tsx
@@ -0,0 +1,52 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+import { EuiFormRow, EuiSwitch } from '@elastic/eui';
+import { i18n } from '@kbn/i18n';
+import React from 'react';
+import { PieChartTypes } from '../../../common';
+import { PieVisualizationState } from '../..';
+import { VisualizationLayerSettingsProps } from '../../types';
+
+export function LayerSettings(props: VisualizationLayerSettingsProps<PieVisualizationState>) {
+  if (props.state.shape === PieChartTypes.MOSAIC) {
+    return null;
+  }
+
+  const currentLayer = props.state.layers.find((layer) => layer.layerId === props.layerId);
+
+  if (!currentLayer) {
+    return null;
+  }
+
+  return (
+    <>
+      <EuiFormRow>
+        <EuiSwitch
+          label={i18n.translate('xpack.lens.pieChart.multipleMetrics', {
+            defaultMessage: 'Multiple metrics',
+          })}
+          compressed={true}
+          checked={Boolean(currentLayer.allowMultipleMetrics)}
+          onChange={() => {
+            props.setState({
+              ...props.state,
+              layers: props.state.layers.map((layer) =>
+                layer.layerId !== props.layerId
+                  ? layer
+                  : {
+                      ...layer,
+                      allowMultipleMetrics: !layer.allowMultipleMetrics,
+                    }
+              ),
+            });
+          }}
+        />
+      </EuiFormRow>
+    </>
+  );
+}
diff --git a/x-pack/plugins/lens/public/visualizations/partition/suggestions.test.ts b/x-pack/plugins/lens/public/visualizations/partition/suggestions.test.ts
index c7285fb8771a6..0be4fbde6c1d2 100644
--- a/x-pack/plugins/lens/public/visualizations/partition/suggestions.test.ts
+++ b/x-pack/plugins/lens/public/visualizations/partition/suggestions.test.ts
@@ -16,7 +16,7 @@ import {
   PieLayerState,
   PieVisualizationState,
 } from '../../../common';
-import { LayerTypes } from '@kbn/expression-xy-plugin/public';
+import { layerTypes } from '../../../common/layer_types';
 
 describe('suggestions', () => {
   describe('pie', () => {
@@ -64,9 +64,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: [],
-                metric: 'a',
+                metrics: ['a'],
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.DEFAULT,
                 legendDisplay: LegendDisplay.DEFAULT,
@@ -267,6 +267,88 @@ describe('suggestions', () => {
       ).toHaveLength(0);
     });
 
+    it('should accept multiple metrics when active and multi-metric', () => {
+      const chk = suggestions({
+        table: {
+          layerId: 'first',
+          isMultiRow: true,
+          columns: [
+            {
+              columnId: 'a',
+              operation: { label: 'Top 5', dataType: 'string' as DataType, isBucketed: true },
+            },
+            {
+              columnId: 'b',
+              operation: { label: 'Top 5', dataType: 'string' as DataType, isBucketed: true },
+            },
+            {
+              columnId: 'c',
+              operation: { label: 'Top 5', dataType: 'string' as DataType, isBucketed: true },
+            },
+            {
+              columnId: 'd',
+              operation: { label: 'Avg', dataType: 'number' as DataType, isBucketed: false },
+            },
+            {
+              columnId: 'e',
+              operation: { label: 'Count', dataType: 'number' as DataType, isBucketed: false },
+            },
+          ],
+          changeType: 'initial',
+        },
+        state: {
+          shape: PieChartTypes.PIE,
+          layers: [
+            {
+              layerId: 'first',
+              layerType: layerTypes.DATA,
+              primaryGroups: ['a'],
+              metrics: ['b'],
+              numberDisplay: NumberDisplay.HIDDEN,
+              categoryDisplay: CategoryDisplay.INSIDE,
+              legendDisplay: LegendDisplay.SHOW,
+              allowMultipleMetrics: true,
+            },
+          ],
+        },
+        keptLayerIds: ['first'],
+      });
+
+      expect(chk).toHaveLength(2);
+      chk.forEach(({ state }) => {
+        expect(state.layers[0].allowMultipleMetrics).toBeTruthy();
+        expect(state.layers[0].metrics).toEqual(['d', 'e']);
+      });
+    });
+
+    it('should reject multiple metrics when NOT currently active', () => {
+      const chk = suggestions({
+        table: {
+          layerId: 'first',
+          isMultiRow: true,
+          columns: [
+            {
+              columnId: 'a',
+              operation: { label: 'Top 5', dataType: 'string' as DataType, isBucketed: true },
+            },
+            {
+              columnId: 'b',
+              operation: { label: 'Avg', dataType: 'number' as DataType, isBucketed: false },
+            },
+            {
+              columnId: 'c',
+              operation: { label: 'Count', dataType: 'number' as DataType, isBucketed: false },
+            },
+          ],
+          changeType: 'initial',
+        },
+        state: undefined,
+        keptLayerIds: ['first'],
+      });
+
+      expect(chk).toHaveLength(0);
+    });
+
     it('should reject if there are no buckets and it is not a specific chart type switch', () => {
       expect(
         suggestions({
@@ -566,10 +648,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: ['a'],
-                metric: 'b',
-
+                metrics: ['b'],
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.INSIDE,
                 legendDisplay: LegendDisplay.SHOW,
@@ -590,9 +671,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: ['a'],
-                metric: 'b',
+                metrics: ['b'],
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.INSIDE,
                 legendDisplay: 'show',
@@ -623,9 +704,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: [],
-                metric: 'a',
+                metrics: ['a'],
 
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.DEFAULT,
@@ -673,9 +754,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: ['a', 'b'],
-                metric: 'e',
+                metrics: ['e'],
                 numberDisplay: NumberDisplay.VALUE,
                 categoryDisplay: CategoryDisplay.DEFAULT,
                 legendDisplay: LegendDisplay.DEFAULT,
@@ -687,7 +768,7 @@ describe('suggestions', () => {
       ).toHaveLength(0);
     });
 
-    it('should reject when there are too many metrics', () => {
+    it('should accept multiple metrics if active visualization', () => {
       expect(
         suggestions({
           table: {
@@ -722,9 +803,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: ['a', 'b'],
-                metric: 'e',
+                metrics: ['e'],
                 numberDisplay: NumberDisplay.PERCENT,
                 categoryDisplay: CategoryDisplay.DEFAULT,
                 legendDisplay: LegendDisplay.DEFAULT,
@@ -733,6 +814,42 @@ describe('suggestions', () => {
           },
           keptLayerIds: ['first'],
         })
+      ).toHaveLength(2);
+    });
+
+    it('should reject multiple metrics if not active visualization', () => {
+      expect(
+        suggestions({
+          table: {
+            layerId: 'first',
+            isMultiRow: true,
+            columns: [
+              {
+                columnId: 'a',
+                operation: { label: 'Top 5', dataType: 'string' as DataType, isBucketed: true },
+              },
+              {
+                columnId: 'b',
+                operation: { label: 'Top 5', dataType: 'string' as DataType, isBucketed: true },
+              },
+              {
+                columnId: 'c',
+                operation: { label: 'Top 5', dataType: 'string' as DataType, isBucketed: true },
+              },
+              {
+                columnId: 'd',
+                operation: { label: 'Avg', dataType: 'number' as DataType, isBucketed: false },
+              },
+              {
+                columnId: 'e',
+                operation: { label: 'Count', dataType: 'number' as DataType, isBucketed: false },
+              },
+            ],
+            changeType: 'initial',
+          },
+          state: undefined,
+          keptLayerIds: ['first'],
+        })
       ).toHaveLength(0);
     });
 
@@ -759,9 +876,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: ['a'],
-                metric: 'b',
+                metrics: ['b'],
 
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.INSIDE,
@@ -782,9 +899,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: ['a'],
-                metric: 'b',
+                metrics: ['b'],
 
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.DEFAULT, // This is changed
@@ -816,9 +933,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: [],
-                metric: 'a',
+                metrics: ['a'],
 
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.DEFAULT,
@@ -831,6 +948,50 @@ describe('suggestions', () => {
       ).toHaveLength(0);
     });
 
+    it('should turn off multiple metrics for mosaic when switching from other partition type', () => {
+      const suggs = suggestions({
+        table: {
+          layerId: 'first',
+          isMultiRow: true,
+          columns: [
+            {
+              columnId: 'a',
+              operation: { label: 'Top 5', dataType: 'string' as DataType, isBucketed: true },
+            },
+            {
+              columnId: 'b',
+              operation: { label: 'Avg', dataType: 'number' as DataType, isBucketed: false },
+            },
+            {
+              columnId: 'c',
+              operation: { label: 'Count', dataType: 'number' as DataType, isBucketed: false },
+            },
+          ],
+          changeType: 'initial',
+        },
+        state: {
+          shape: PieChartTypes.PIE,
+          layers: [
+            {
+              layerId: 'first',
+              layerType: layerTypes.DATA,
+              primaryGroups: ['a'],
+              metrics: ['b', 'c'],
+              numberDisplay: NumberDisplay.PERCENT,
+              categoryDisplay: CategoryDisplay.DEFAULT,
+              legendDisplay: LegendDisplay.DEFAULT,
+              allowMultipleMetrics: true,
+            },
+          ],
+        },
+        keptLayerIds: ['first'],
+        subVisualizationId: 'mosaic',
+      });
+
+      expect(suggs).toHaveLength(1);
+      expect(suggs[0].state.layers[0].allowMultipleMetrics).toBeFalsy();
+    });
+
     it('mosaic type should be hidden from the suggestion list', () => {
       expect(
         suggestions({
@@ -858,9 +1019,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: ['a', 'b'],
-                metric: 'c',
+                metrics: ['c'],
 
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.INSIDE,
@@ -893,9 +1054,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: [],
-                metric: 'a',
+                metrics: ['a'],
 
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.DEFAULT,
@@ -931,9 +1092,9 @@ describe('suggestions', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 primaryGroups: ['a', 'b'],
-                metric: 'c',
+                metrics: ['c'],
                 numberDisplay: NumberDisplay.HIDDEN,
                 categoryDisplay: CategoryDisplay.INSIDE,
                 legendDisplay: LegendDisplay.SHOW,
diff --git a/x-pack/plugins/lens/public/visualizations/partition/suggestions.ts b/x-pack/plugins/lens/public/visualizations/partition/suggestions.ts
index 961b6a68e745c..93887559a094e 100644
--- a/x-pack/plugins/lens/public/visualizations/partition/suggestions.ts
+++ b/x-pack/plugins/lens/public/visualizations/partition/suggestions.ts
@@ -7,7 +7,6 @@
 
 import { partition } from 'lodash';
 import { i18n } from '@kbn/i18n';
-import { LayerTypes } from '@kbn/expression-xy-plugin/public';
 import type {
   SuggestionRequest,
   TableSuggestionColumn,
@@ -23,6 +22,7 @@ import {
 import { isPartitionShape } from '../../../common/visualizations';
 import type { PieChartType } from '../../../common/types';
 import { PartitionChartsMeta } from './partition_charts_meta';
+import { layerTypes } from '../..';
 
 function hasIntervalScale(columns: TableSuggestionColumn[]) {
   return columns.some((col) => col.operation.scale === 'interval');
@@ -80,6 +80,8 @@ export function suggestions({
     return [];
   }
 
+  const isActive = Boolean(state);
+
   const [groups, metrics] = partition(
     // filter out all metrics which are not number based
     table.columns.filter((col) => col.operation.isBucketed || col.operation.dataType === 'number'),
@@ -90,12 +92,11 @@ export function suggestions({
     return [];
   }
 
-  if (metrics.length > 1 || groups.length > maximumGroupLength) {
+  if ((metrics.length > 1 && !isActive) || groups.length > maximumGroupLength) {
     return [];
   }
 
   const incompleteConfiguration = metrics.length === 0 || groups.length === 0;
-  const metricColumnId = metrics.length > 0 ? metrics[0].columnId : undefined;
 
   if (incompleteConfiguration && state && !subVisualizationId) {
     // reject incomplete configurations if the sub visualization isn't specifically requested
@@ -104,6 +105,8 @@ export function suggestions({
     return [];
   }
 
+  const metricColumnIds = metrics.map(({ columnId }) => columnId);
+
   const results: Array<VisualizationSuggestion<PieVisualizationState>> = [];
 
   // Histograms are not good for pi. But we should not hide suggestion on switching between partition charts.
@@ -131,18 +134,18 @@ export function suggestions({
                 ...state.layers[0],
                 layerId: table.layerId,
                 primaryGroups: groups.map((col) => col.columnId),
-                metric: metricColumnId,
-                layerType: LayerTypes.DATA,
+                metrics: metricColumnIds,
+                layerType: layerTypes.DATA,
               }
             : {
                 layerId: table.layerId,
                 primaryGroups: groups.map((col) => col.columnId),
-                metric: metricColumnId,
+                metrics: metricColumnIds,
                 numberDisplay: NumberDisplay.PERCENT,
                 categoryDisplay: CategoryDisplay.DEFAULT,
                 legendDisplay: LegendDisplay.DEFAULT,
                 nestedLegend: false,
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
               },
         ],
       },
@@ -178,7 +181,7 @@ export function suggestions({
 
   if (
     groups.length <= PartitionChartsMeta.treemap.maxBuckets &&
-    (!subVisualizationId || subVisualizationId === 'treemap')
+    (!subVisualizationId || subVisualizationId === PieChartTypes.TREEMAP)
   ) {
     results.push({
       title: i18n.translate('xpack.lens.pie.treemapSuggestionLabel', {
@@ -196,22 +199,22 @@ export function suggestions({
                 ...state.layers[0],
                 layerId: table.layerId,
                 primaryGroups: groups.map((col) => col.columnId),
-                metric: metricColumnId,
+                metrics: metricColumnIds,
                 categoryDisplay:
                   state.layers[0].categoryDisplay === CategoryDisplay.INSIDE
                     ? CategoryDisplay.DEFAULT
                     : state.layers[0].categoryDisplay,
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
               }
             : {
                 layerId: table.layerId,
                 primaryGroups: groups.map((col) => col.columnId),
-                metric: metricColumnId,
+                metrics: metricColumnIds,
                 numberDisplay: NumberDisplay.PERCENT,
                 categoryDisplay: CategoryDisplay.DEFAULT,
                 legendDisplay: LegendDisplay.DEFAULT,
                 nestedLegend: false,
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
               },
         ],
       },
@@ -244,20 +247,22 @@ export function suggestions({
                 layerId: table.layerId,
                 primaryGroups: groups[0] ? [groups[0].columnId] : [],
                 secondaryGroups: groups[1] ? [groups[1].columnId] : [],
-                metric: metricColumnId,
+                metrics: metricColumnIds,
                 categoryDisplay: CategoryDisplay.DEFAULT,
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
+                allowMultipleMetrics: false,
               }
             : {
                 layerId: table.layerId,
                 primaryGroups: groups[0] ? [groups[0].columnId] : [],
                 secondaryGroups: groups[1] ? [groups[1].columnId] : [],
-                metric: metricColumnId,
+                metrics: metricColumnIds,
                 numberDisplay: NumberDisplay.PERCENT,
                 categoryDisplay: CategoryDisplay.DEFAULT,
                 legendDisplay: LegendDisplay.DEFAULT,
                 nestedLegend: false,
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
+                allowMultipleMetrics: false,
               },
         ],
       },
@@ -284,20 +289,20 @@ export function suggestions({
                 ...state.layers[0],
                 layerId: table.layerId,
                 primaryGroups: groups.map((col) => col.columnId),
+                metrics: metricColumnIds,
                 secondaryGroups: [],
-                metric: metricColumnId,
                 categoryDisplay: CategoryDisplay.DEFAULT,
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
               }
             : {
                 layerId: table.layerId,
                 primaryGroups: groups.map((col) => col.columnId),
-                metric: metricColumnId,
+                metrics: metricColumnIds,
                 numberDisplay: NumberDisplay.PERCENT,
                 categoryDisplay: CategoryDisplay.DEFAULT,
                 legendDisplay: LegendDisplay.DEFAULT,
                 nestedLegend: false,
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
               },
         ],
       },
@@ -309,7 +314,9 @@ export function suggestions({
   return [...results]
     .map((suggestion) => ({
       ...suggestion,
-      score: shouldHideSuggestion ? 0 : suggestion.score + 0.05 * groups.length,
+      score: shouldHideSuggestion
+        ? 0
+        : suggestion.score + 0.05 * groups.length + 0.01 * metricColumnIds.length,
     }))
     .sort((a, b) => b.score - a.score)
     .map((suggestion) => ({
diff --git a/x-pack/plugins/lens/public/visualizations/partition/to_expression.ts b/x-pack/plugins/lens/public/visualizations/partition/to_expression.ts
index 42371f85e5984..2aa6651865d0c 100644
--- a/x-pack/plugins/lens/public/visualizations/partition/to_expression.ts
+++ b/x-pack/plugins/lens/public/visualizations/partition/to_expression.ts
@@ -64,6 +64,20 @@ type GenerateLabelsAstArguments = (
   layer: PieLayerState
 ) => [Ast];
 
+export const getColumnToLabelMap = (
+  columnIds: string[],
+  datasource: DatasourcePublicAPI | undefined
+) => {
+  const columnToLabel: Record<string, string> = {};
+  columnIds.forEach((accessor) => {
+    const operation = datasource?.getOperationForColumnId(accessor);
+    if (operation?.label) {
+      columnToLabel[accessor] = operation.label;
+    }
+  });
+  return columnToLabel;
+};
+
 export const getSortedGroups = (
   datasource: DatasourcePublicAPI | undefined,
   layer: PieLayerState,
@@ -139,7 +153,12 @@ const generateCommonArguments = (
       .filter(({ columnId }) => !isCollapsed(columnId, layer))
       .map(({ columnId }) => columnId)
       .map(prepareDimension),
-    metric: layer.metric ? prepareDimension(layer.metric) : '',
+    metrics: (layer.allowMultipleMetrics ? layer.metrics : [layer.metrics[0]]).map(
+      prepareDimension
+    ),
+    metricsToLabels: JSON.stringify(
+      getColumnToLabelMap(layer.metrics, datasourceLayers[layer.layerId])
+    ),
     legendDisplay: (attributes.isPreview
       ? LegendDisplay.HIDE
       : layer.legendDisplay) as PartitionVisLegendDisplay,
@@ -189,10 +208,13 @@ const generateTreemapVisAst: GenerateExpressionAstFunction = (...rest) => {
   ]).toAst();
 };
 
-const generateMosaicVisAst: GenerateExpressionAstFunction = (...rest) =>
-  buildExpression([
+const generateMosaicVisAst: GenerateExpressionAstFunction = (...rest) => {
+  const { metrics, ...args } = generateCommonArguments(...rest);
+
+  return buildExpression([
     buildExpressionFunction<MosaicVisExpressionFunctionDefinition>('mosaicVis', {
-      ...generateCommonArguments(...rest),
+      ...{ ...args, metricsToLabels: undefined },
+      metric: metrics,
       // flip order of bucket dimensions so the rows are fetched before the columns to keep them stable
       buckets: rest[2]
         .filter(({ columnId }) => !isCollapsed(columnId, rest[3]))
@@ -201,6 +223,7 @@ const generateMosaicVisAst: GenerateExpressionAstFunction = (...rest) =>
         .map(prepareDimension),
     }),
   ]).toAst();
+};
 
 const generateWaffleVisAst: GenerateExpressionAstFunction = (...rest) => {
   const { buckets, nestedLegend, ...args } = generateCommonArguments(...rest);
@@ -251,7 +274,7 @@ function expressionHelper(
     }))
     .filter((o): o is { columnId: string; operation: Operation } => !!o.operation);
 
-  if (!layer.metric || !operations.length) {
+  if (!layer.metrics.length) {
     return null;
   }
   const visualizationAst = generateExprAst(
@@ -273,7 +296,7 @@ function expressionHelper(
         .map((columnId) => {
           return buildExpressionFunction<CollapseExpressionFunction>('lens_collapse', {
             by: groups.filter((chk) => chk !== columnId),
-            metric: layer.metric ? [layer.metric] : [],
+            metric: layer.metrics,
             fn: [layer.collapseFns![columnId]!],
           }).toAst();
         }),
diff --git a/x-pack/plugins/lens/public/visualizations/partition/toolbar.tsx b/x-pack/plugins/lens/public/visualizations/partition/toolbar.tsx
index e92ce29c4d368..cab4781a6a319 100644
--- a/x-pack/plugins/lens/public/visualizations/partition/toolbar.tsx
+++ b/x-pack/plugins/lens/public/visualizations/partition/toolbar.tsx
@@ -315,7 +315,7 @@ export function DimensionEditor(
   }
 
   const firstNonCollapsedColumnId = currentLayer.primaryGroups.find(
-    (columnId) => !isCollapsed(columnId, currentLayer)
+    (id) => !isCollapsed(id, currentLayer)
   );
 
   return (
@@ -346,25 +346,29 @@ export function DimensionDataExtraEditor(
 
   return (
     <>
-      <CollapseSetting
-        value={currentLayer?.collapseFns?.[props.accessor] || ''}
-        onChange={(collapseFn) => {
-          props.setState({
-            ...props.state,
-            layers: props.state.layers.map((layer) =>
-              layer.layerId !== props.layerId
-                ? layer
-                : {
-                    ...layer,
-                    collapseFns: {
-                      ...layer.collapseFns,
-                      [props.accessor]: collapseFn,
-                    },
-                  }
-            ),
-          });
-        }}
-      />
+      {[...currentLayer.primaryGroups, ...(currentLayer.secondaryGroups ?? [])].includes(
+        props.accessor
+      ) && (
+        <CollapseSetting
+          value={currentLayer?.collapseFns?.[props.accessor] || ''}
+          onChange={(collapseFn) => {
+            props.setState({
+              ...props.state,
+              layers: props.state.layers.map((layer) =>
+                layer.layerId !== props.layerId
+                  ? layer
+                  : {
+                      ...layer,
+                      collapseFns: {
+                        ...layer.collapseFns,
+                        [props.accessor]: collapseFn,
+                      },
+                    }
+              ),
+            });
+          }}
+        />
+      )}
     </>
   );
 }
diff --git a/x-pack/plugins/lens/public/visualizations/partition/visualization.test.ts b/x-pack/plugins/lens/public/visualizations/partition/visualization.test.ts
index a08250cb3d5b9..1266169e6673e 100644
--- a/x-pack/plugins/lens/public/visualizations/partition/visualization.test.ts
+++ b/x-pack/plugins/lens/public/visualizations/partition/visualization.test.ts
@@ -16,16 +16,23 @@ import {
 import { LayerTypes } from '@kbn/expression-xy-plugin/public';
 import { chartPluginMock } from '@kbn/charts-plugin/public/mocks';
 import { createMockDatasource, createMockFramePublicAPI } from '../../mocks';
-import { FramePublicAPI } from '../../types';
+import { FramePublicAPI, Visualization } from '../../types';
 import { themeServiceMock } from '@kbn/core/public/mocks';
 import { cloneDeep } from 'lodash';
 import { PartitionChartsMeta } from './partition_charts_meta';
 import { CollapseFunction } from '../../../common/expressions';
+import { PaletteOutput } from '@kbn/coloring';
 
 jest.mock('../../id_generator');
 
 const LAYER_ID = 'l1';
 
+const findPrimaryGroup = (config: ReturnType<Visualization['getConfiguration']>) =>
+  config.groups.find((group) => group.groupId === 'primaryGroups');
+
+const findMetricGroup = (config: ReturnType<Visualization['getConfiguration']>) =>
+  config.groups.find((group) => group.groupId === 'metric');
+
 const pieVisualization = getPieVisualization({
   paletteService: chartPluginMock.createPaletteRegistry(),
   kibanaTheme: themeServiceMock.createStartContract(),
@@ -39,7 +46,7 @@ function getExampleState(): PieVisualizationState {
         layerId: LAYER_ID,
         layerType: LayerTypes.DATA,
         primaryGroups: [],
-        metric: undefined,
+        metrics: [],
         numberDisplay: NumberDisplay.PERCENT,
         categoryDisplay: CategoryDisplay.DEFAULT,
         legendDisplay: LegendDisplay.DEFAULT,
@@ -76,11 +83,22 @@ describe('pie_visualization', () => {
       });
 
       it("doesn't count collapsed dimensions", () => {
-        state.layers[0].collapseFns = {
+        const localState = cloneDeep(state);
+        localState.layers[0].collapseFns = {
           [colIds[0]]: 'some-fn' as CollapseFunction,
         };
 
-        expect(pieVisualization.getErrorMessages(state)).toHaveLength(0);
+        expect(pieVisualization.getErrorMessages(localState)).toHaveLength(0);
+      });
+
+      it('counts multiple metrics as an extra bucket dimension', () => {
+        const localState = cloneDeep(state);
+        localState.layers[0].primaryGroups.pop();
+        expect(pieVisualization.getErrorMessages(localState)).toHaveLength(0);
+
+        localState.layers[0].metrics.push('one-metric', 'another-metric');
+
+        expect(pieVisualization.getErrorMessages(localState)).toHaveLength(1);
       });
     });
   });
@@ -110,7 +128,7 @@ describe('pie_visualization', () => {
             categoryDisplay: CategoryDisplay.DEFAULT,
             legendDisplay: LegendDisplay.DEFAULT,
             nestedLegend: false,
-            metric: undefined,
+            metrics: [],
           },
         ],
         shape: PieChartTypes.DONUT,
@@ -153,6 +171,34 @@ describe('pie_visualization', () => {
 
       expect(newState.layers[0].collapseFns).not.toHaveProperty('3');
     });
+    it('removes custom palette if removing final slice-by dimension in multi-metric chart', () => {
+      const state = getExampleState();
+
+      state.layers[0].primaryGroups = ['1', '2'];
+      state.layers[0].allowMultipleMetrics = true;
+      state.layers[0].metrics = ['3', '4'];
+      state.palette = {} as PaletteOutput;
+
+      let newState = pieVisualization.removeDimension({
+        layerId: LAYER_ID,
+        columnId: '1',
+        prevState: state,
+        frame: mockFrame(),
+      });
+
+      expect(newState.layers[0].primaryGroups).toEqual(['2']);
+      expect(newState.palette).toBeDefined();
+
+      newState = pieVisualization.removeDimension({
+        layerId: LAYER_ID,
+        columnId: '2',
+        prevState: newState,
+        frame: mockFrame(),
+      });
+
+      expect(newState.layers[0].primaryGroups).toEqual([]);
+      expect(newState.palette).toBeUndefined();
+    });
   });
 
   describe('#getConfiguration', () => {
@@ -265,12 +311,128 @@ describe('pie_visualization', () => {
           layerId: state.layers[0].layerId,
         });
 
-      expect(getConfig(state).groups[0].supportsMoreColumns).toBeFalsy();
+      expect(findPrimaryGroup(getConfig(state))?.supportsMoreColumns).toBeFalsy();
 
       const stateWithCollapsed = cloneDeep(state);
       stateWithCollapsed.layers[0].collapseFns = { '1': 'sum' };
 
-      expect(getConfig(stateWithCollapsed).groups[0].supportsMoreColumns).toBeTruthy();
+      expect(findPrimaryGroup(getConfig(stateWithCollapsed))?.supportsMoreColumns).toBeTruthy();
+    });
+
+    it('counts multiple metrics toward the dimension limits when not mosaic', () => {
+      const colIds = new Array(PartitionChartsMeta.pie.maxBuckets - 1)
+        .fill(undefined)
+        .map((_, i) => String(i + 1));
+
+      const frame = mockFrame();
+      frame.datasourceLayers[LAYER_ID]!.getTableSpec = () =>
+        colIds.map((id) => ({ columnId: id, fields: [] }));
+
+      const state = getExampleState();
+      state.layers[0].primaryGroups = colIds;
+      state.layers[0].allowMultipleMetrics = true;
+
+      const getConfig = (_state: PieVisualizationState) =>
+        pieVisualization.getConfiguration({
+          state: _state,
+          frame,
+          layerId: state.layers[0].layerId,
+        });
+
+      expect(findPrimaryGroup(getConfig(state))?.supportsMoreColumns).toBeTruthy();
+
+      const stateWithMultipleMetrics = cloneDeep(state);
+      stateWithMultipleMetrics.layers[0].metrics.push('1', '2');
+
+      expect(
+        findPrimaryGroup(getConfig(stateWithMultipleMetrics))?.supportsMoreColumns
+      ).toBeFalsy();
     });
+
+    it('does NOT count multiple metrics toward the dimension limits when mosaic', () => {
+      const frame = mockFrame();
+      frame.datasourceLayers[LAYER_ID]!.getTableSpec = () => [];
+
+      const state = getExampleState();
+      state.shape = 'mosaic';
+      state.layers[0].primaryGroups = [];
+      state.layers[0].allowMultipleMetrics = false; // always true for mosaic
+
+      const getConfig = (_state: PieVisualizationState) =>
+        pieVisualization.getConfiguration({
+          state: _state,
+          frame,
+          layerId: state.layers[0].layerId,
+        });
+
+      expect(findPrimaryGroup(getConfig(state))?.supportsMoreColumns).toBeTruthy();
+
+      const stateWithMultipleMetrics = cloneDeep(state);
+      stateWithMultipleMetrics.layers[0].metrics.push('1', '2');
+
+      expect(
+        findPrimaryGroup(getConfig(stateWithMultipleMetrics))?.supportsMoreColumns
+      ).toBeTruthy();
+    });
+
+    it('reports too many metric dimensions if multiple not enabled', () => {
+      const colIds = ['1', '2', '3', '4'];
+
+      const frame = mockFrame();
+      frame.datasourceLayers[LAYER_ID]!.getTableSpec = () =>
+        colIds.map((id) => ({ columnId: id, fields: [] }));
+
+      const state = getExampleState();
+      state.layers[0].metrics = colIds;
+      state.layers[0].allowMultipleMetrics = false;
+      expect(
+        findMetricGroup(
+          pieVisualization.getConfiguration({
+            state,
+            frame,
+            layerId: state.layers[0].layerId,
+          })
+        )?.dimensionsTooMany
+      ).toBe(3);
+
+      state.layers[0].allowMultipleMetrics = true;
+      expect(
+        findMetricGroup(
+          pieVisualization.getConfiguration({
+            state,
+            frame,
+            layerId: state.layers[0].layerId,
+          })
+        )?.dimensionsTooMany
+      ).toBe(0);
+    });
+
+    it.each(Object.values(PieChartTypes).filter((type) => type !== 'mosaic'))(
+      '%s adds fake dimension',
+      (type) => {
+        const state = { ...getExampleState(), type };
+        state.layers[0].metrics.push('1', '2');
+        state.layers[0].allowMultipleMetrics = true;
+        expect(
+          findPrimaryGroup(
+            pieVisualization.getConfiguration({
+              state,
+              frame: mockFrame(),
+              layerId: state.layers[0].layerId,
+            })
+          )?.fakeFinalAccessor
+        ).toEqual({ label: '2 metrics' });
+
+        // but not when multiple metrics aren't allowed
+        state.layers[0].allowMultipleMetrics = false;
+        expect(
+          pieVisualization.getConfiguration({
+            state,
+            frame: mockFrame(),
+            layerId: state.layers[0].layerId,
+          }).groups[1].fakeFinalAccessor
+        ).toBeUndefined();
+      }
+    );
   });
 });
diff --git a/x-pack/plugins/lens/public/visualizations/partition/visualization.tsx b/x-pack/plugins/lens/public/visualizations/partition/visualization.tsx
index 2c64acf64285b..0ba29502cf280 100644
--- a/x-pack/plugins/lens/public/visualizations/partition/visualization.tsx
+++ b/x-pack/plugins/lens/public/visualizations/partition/visualization.tsx
@@ -24,6 +24,7 @@ import type {
   VisualizationDimensionGroupConfig,
   Suggestion,
   VisualizeEditorContext,
+  VisualizationInfo,
 } from '../../types';
 import { getSortedGroups, toExpression, toPreviewExpression } from './to_expression';
 import {
@@ -37,14 +38,19 @@ import {
 import { suggestions } from './suggestions';
 import { PartitionChartsMeta } from './partition_charts_meta';
 import { DimensionDataExtraEditor, DimensionEditor, PieToolbar } from './toolbar';
+import { LayerSettings } from './layer_settings';
 import { checkTableForContainsSmallValues } from './render_helpers';
 
+const metricLabel = i18n.translate('xpack.lens.pie.groupMetricLabelSingular', {
+  defaultMessage: 'Metric',
+});
+
 function newLayerState(layerId: string): PieLayerState {
   return {
     layerId,
     primaryGroups: [],
     secondaryGroups: undefined,
-    metric: undefined,
+    metrics: [],
     numberDisplay: NumberDisplay.PERCENT,
     categoryDisplay: CategoryDisplay.DEFAULT,
     legendDisplay: LegendDisplay.DEFAULT,
@@ -66,25 +72,22 @@ const numberMetricOperations = (op: OperationMetadata) =>
 export const isCollapsed = (columnId: string, layer: PieLayerState) =>
   Boolean(layer.collapseFns?.[columnId]);
 
-const applyPaletteToColumnConfig = (
+const applyPaletteToAccessorConfigs = (
   columns: AccessorConfig[],
   layer: PieLayerState,
   palette: PieVisualizationState['palette'],
   paletteService: PaletteRegistry
 ) => {
-  const firstNonCollapsedColumnIdx = columns.findIndex(
-    (column) => !isCollapsed(column.columnId, layer)
-  );
-
-  if (firstNonCollapsedColumnIdx > -1) {
-    columns[firstNonCollapsedColumnIdx] = {
-      columnId: columns[firstNonCollapsedColumnIdx].columnId,
-      triggerIcon: 'colorBy',
-      palette: paletteService
+  const firstNonCollapsedColumnId = layer.primaryGroups.find((id) => !isCollapsed(id, layer));
+
+  columns.forEach((accessorConfig) => {
+    if (firstNonCollapsedColumnId === accessorConfig.columnId) {
+      accessorConfig.triggerIcon = 'colorBy';
+      accessorConfig.palette = paletteService
         .get(palette?.name || 'default')
-        .getCategoricalColors(10, palette?.params),
-    };
-  }
+        .getCategoricalColors(10, palette?.params);
+    }
+  });
 };
 
 export const getPieVisualization = ({
@@ -161,21 +164,45 @@ export const getPieVisualization = ({
       }));
 
       if (accessors.length) {
-        applyPaletteToColumnConfig(accessors, layer, state.palette, paletteService);
+        applyPaletteToAccessorConfigs(accessors, layer, state.palette, paletteService);
       }
 
       const primaryGroupConfigBaseProps = {
-        requiredMinDimensionCount: 1,
         groupId: 'primaryGroups',
         accessors,
         enableDimensionEditor: true,
         filterOperations: bucketedOperations,
       };
 
-      const totalNonCollapsedAccessors = accessors.reduce(
-        (total, { columnId }) => total + (isCollapsed(columnId, layer) ? 0 : 1),
-        0
-      );
+      // We count multiple metrics as a bucket dimension.
+      //
+      // However, if this is a mosaic chart, we don't support multiple metrics
+      // so if there is more than one metric we got here via a chart switch from
+      // a subtype that supports multi-metrics e.g. pie.
+      //
+      // The user will be prompted to remove the extra metric dimensions and we don't
+      // count multiple metrics as a bucket dimension so that the rest of the dimension
+      // groups UI behaves correctly.
+      const multiMetricsBucketDimensionCount =
+        layer.metrics.length > 1 && state.shape !== 'mosaic' ? 1 : 0;
+
+      const totalNonCollapsedAccessors =
+        accessors.reduce(
+          (total, { columnId }) => total + (isCollapsed(columnId, layer) ? 0 : 1),
+          0
+        ) + multiMetricsBucketDimensionCount;
+
+      const fakeFinalAccessor =
+        layer.metrics.length > 1 && layer.allowMultipleMetrics
+          ? {
+              label: i18n.translate('xpack.lens.pie.multiMetricAccessorLabel', {
+                defaultMessage: '{number} metrics',
+                values: {
+                  number: layer.metrics.length,
+                },
+              }),
+            }
+          : undefined;
 
       switch (state.shape) {
         case 'donut':
@@ -188,6 +215,7 @@ export const getPieVisualization = ({
             dimensionEditorGroupLabel: i18n.translate('xpack.lens.pie.sliceDimensionGroupLabel', {
               defaultMessage: 'Slice',
             }),
+            fakeFinalAccessor,
             supportsMoreColumns: totalNonCollapsedAccessors < PartitionChartsMeta.pie.maxBuckets,
             dimensionsTooMany: totalNonCollapsedAccessors - PartitionChartsMeta.pie.maxBuckets,
             dataTestSubj: 'lnsPie_sliceByDimensionPanel',
@@ -215,6 +243,7 @@ export const getPieVisualization = ({
             dimensionEditorGroupLabel: i18n.translate('xpack.lens.pie.treemapDimensionGroupLabel', {
               defaultMessage: 'Group',
             }),
+            fakeFinalAccessor,
             supportsMoreColumns:
               totalNonCollapsedAccessors < PartitionChartsMeta[state.shape].maxBuckets,
             dimensionsTooMany:
@@ -267,26 +296,34 @@ export const getPieVisualization = ({
       }
     };
 
-    const getMetricGroupConfig = (): VisualizationDimensionGroupConfig => ({
-      groupId: 'metric',
-      groupLabel: i18n.translate('xpack.lens.pie.groupsizeLabel', {
-        defaultMessage: 'Size by',
-      }),
-      isMetricDimension: true,
-      dimensionEditorGroupLabel: i18n.translate('xpack.lens.pie.groupSizeLabel', {
-        defaultMessage: 'Size',
-      }),
-      paramEditorCustomProps: {
-        headingLabel: i18n.translate('xpack.lens.pie.headingLabel', {
-          defaultMessage: 'Value',
-        }),
-      },
-      accessors: layer.metric ? [{ columnId: layer.metric }] : [],
-      supportsMoreColumns: !layer.metric,
-      filterOperations: numberMetricOperations,
-      requiredMinDimensionCount: 1,
-      dataTestSubj: 'lnsPie_sizeByDimensionPanel',
-    });
+    const getMetricGroupConfig = (): VisualizationDimensionGroupConfig => {
+      const accessors = layer.metrics.map((columnId) => ({ columnId }));
+      applyPaletteToAccessorConfigs(accessors, layer, state.palette, paletteService);
+
+      const groupLabel = layer.allowMultipleMetrics
+        ? i18n.translate('xpack.lens.pie.groupMetricLabel', {
+            defaultMessage: 'Metrics',
+          })
+        : metricLabel;
+
+      return {
+        groupId: 'metric',
+        groupLabel,
+        dimensionEditorGroupLabel: groupLabel,
+        paramEditorCustomProps: {
+          headingLabel: i18n.translate('xpack.lens.pie.headingLabel', {
+            defaultMessage: 'Value',
+          }),
+        },
+        accessors,
+        supportsMoreColumns: layer.metrics.length === 0 || Boolean(layer.allowMultipleMetrics),
+        filterOperations: numberMetricOperations,
+        requiredMinDimensionCount: 1,
+        dimensionsTooMany: layer.allowMultipleMetrics ? 0 : layer.metrics.length - 1,
+        dataTestSubj: 'lnsPie_sizeByDimensionPanel',
+        enableDimensionEditor: true,
+      };
+    };
 
     return {
       groups: [getPrimaryGroupConfig(), getSecondaryGroupConfig(), getMetricGroupConfig()].filter(
@@ -317,35 +354,48 @@ export const getPieVisualization = ({
             ],
           };
         }
-        return { ...l, metric: columnId };
+        return { ...l, metrics: [...l.metrics.filter((metric) => metric !== columnId), columnId] };
       }),
     };
   },
   removeDimension({ prevState, layerId, columnId }) {
-    return {
-      ...prevState,
-      layers: prevState.layers.map((l) => {
-        if (l.layerId !== layerId) {
-          return l;
-        }
+    const newState = { ...prevState };
 
-        const newLayer = { ...l };
+    const layerToChange = prevState.layers.find((l) => l.layerId === layerId);
 
-        if (l.collapseFns?.[columnId]) {
-          const newCollapseFns = { ...l.collapseFns };
-          delete newCollapseFns[columnId];
-          newLayer.collapseFns = newCollapseFns;
-        }
+    if (!layerToChange) {
+      return prevState;
+    }
 
-        if (newLayer.metric === columnId) {
-          return { ...newLayer, metric: undefined };
-        }
-        return {
-          ...newLayer,
-          primaryGroups: newLayer.primaryGroups.filter((c) => c !== columnId),
-          secondaryGroups: newLayer.secondaryGroups?.filter((c) => c !== columnId) ?? undefined,
-        };
-      }),
+    if (
+      layerToChange.primaryGroups.includes(columnId) &&
+      layerToChange.primaryGroups.length === 1 &&
+      layerToChange.allowMultipleMetrics &&
+      layerToChange.metrics.length
+    ) {
+      // we don't support palette selection for multiple metrics without a slice-by dimension
+      // so revert to default if the last slice-by is removed
+      delete newState.palette;
+    }
+
+    let newLayer = { ...layerToChange };
+
+    if (layerToChange.collapseFns?.[columnId]) {
+      const newCollapseFns = { ...layerToChange.collapseFns };
+      delete newCollapseFns[columnId];
+      newLayer.collapseFns = newCollapseFns;
+    }
+
+    newLayer = {
+      ...newLayer,
+      primaryGroups: newLayer.primaryGroups.filter((c) => c !== columnId),
+      secondaryGroups: newLayer.secondaryGroups?.filter((c) => c !== columnId) ?? undefined,
+      metrics: newLayer.metrics.filter((c) => c !== columnId),
+    };
+
+    return {
+      ...newState,
+      layers: newState.layers.map((l) => (l.layerId === layerId ? newLayer : l)),
     };
   },
   renderDimensionEditor(domElement, props) {
@@ -401,6 +451,17 @@ export const getPieVisualization = ({
     );
   },
 
+  renderLayerSettings(domElement, props) {
+    render(
+      <KibanaThemeProvider theme$={kibanaTheme.theme$}>
+        <I18nProvider>
+          <LayerSettings {...props} />
+        </I18nProvider>
+      </KibanaThemeProvider>,
+      domElement
+    );
+  },
+
   getWarningMessages(state, frame) {
     if (state?.layers.length === 0 || !frame.activeData) {
       return;
@@ -408,13 +469,13 @@ export const getPieVisualization = ({
     const warningMessages = [];
 
     for (const layer of state.layers) {
-      const { layerId, metric } = layer;
+      const { layerId, metrics } = layer;
       const rows = frame.activeData[layerId]?.rows;
       const numericColumn = frame.activeData[layerId]?.columns.find(
         ({ meta }) => meta?.type === 'number'
       );
 
-      if (!rows || !metric) {
+      if (!rows || !metrics.length) {
         break;
       }
 
@@ -432,17 +493,26 @@ export const getPieVisualization = ({
         );
       }
 
-      const columnToLabel = frame.datasourceLayers[layerId]?.getOperationForColumnId(metric)?.label;
-      const hasArrayValues = rows.some((row) => Array.isArray(row[metric]));
-      if (hasArrayValues) {
+      const metricsWithArrayValues = metrics
+        .map((metricColId) => {
+          if (rows.some((row) => Array.isArray(row[metricColId]))) {
+            return metricColId;
+          }
+        })
+        .filter(Boolean) as string[];
+
+      if (metricsWithArrayValues.length) {
+        const labels = metricsWithArrayValues.map(
+          (colId) => frame.datasourceLayers[layerId]?.getOperationForColumnId(colId)?.label || colId
+        );
         warningMessages.push(
           <FormattedMessage
-            key={columnToLabel || metric}
+            key={labels.join(',')}
             id="xpack.lens.pie.arrayValues"
-            defaultMessage="{label} contains array values. Your visualization may not render as
+            defaultMessage="The following dimensions contain array values: {label}. Your visualization may not render as
         expected."
             values={{
-              label: <strong>{columnToLabel || metric}</strong>,
+              label: <strong>{labels.join(', ')}</strong>,
             }}
           />
         );
@@ -478,12 +548,15 @@ export const getPieVisualization = ({
 
   getErrorMessages(state) {
     const hasTooManyBucketDimensions = state.layers
-      .map(
-        (layer) =>
+      .map((layer) => {
+        const totalBucketDimensions =
           Array.from(new Set([...layer.primaryGroups, ...(layer.secondaryGroups ?? [])])).filter(
             (columnId) => !isCollapsed(columnId, layer)
-          ).length > PartitionChartsMeta[state.shape].maxBuckets
-      )
+          ).length +
+          // multiple metrics counts as a dimension
+          (layer.metrics.length > 1 ? 1 : 0);
+        return totalBucketDimensions > PartitionChartsMeta[state.shape].maxBuckets;
+      })
       .some(Boolean);
 
     return hasTooManyBucketDimensions
@@ -511,15 +584,14 @@ export const getPieVisualization = ({
 
   getVisualizationInfo(state: PieVisualizationState) {
     const layer = state.layers[0];
-    const dimensions = [];
-    if (layer.metric) {
+    const dimensions: VisualizationInfo['layers'][number]['dimensions'] = [];
+
+    layer.metrics.forEach((metric) => {
       dimensions.push({
-        id: layer.metric,
-        name: i18n.translate('xpack.lens.pie.groupsizeLabel', {
-          defaultMessage: 'Size by',
-        }),
+        id: metric,
+        name: metricLabel,
       });
-    }
+    });
 
     if (state.shape === 'mosaic' && layer.secondaryGroups && layer.secondaryGroups.length) {
       layer.secondaryGroups.forEach((accessor) => {
diff --git a/x-pack/plugins/lens/public/visualizations/xy/annotations/actions.ts b/x-pack/plugins/lens/public/visualizations/xy/annotations/actions.ts
index d7d3c9ca8a56a..4bd8a2f67d64d 100644
--- a/x-pack/plugins/lens/public/visualizations/xy/annotations/actions.ts
+++ b/x-pack/plugins/lens/public/visualizations/xy/annotations/actions.ts
@@ -6,20 +6,21 @@
  */
 
 import { i18n } from '@kbn/i18n';
-import type { LayerAction, StateSetter } from '../../../types';
+import type { LayerActionFromVisualization } from '../../../types';
 import type { XYState, XYAnnotationLayerConfig } from '../types';
 
+export const IGNORE_GLOBAL_FILTERS_ACTION_ID = 'ignoreGlobalFilters';
+export const KEEP_GLOBAL_FILTERS_ACTION_ID = 'keepGlobalFilters';
+
 export const createAnnotationActions = ({
   state,
   layer,
   layerIndex,
-  setState,
 }: {
   state: XYState;
   layer: XYAnnotationLayerConfig;
   layerIndex: number;
-  setState: StateSetter<XYState, unknown>;
-}): LayerAction[] => {
+}): LayerActionFromVisualization[] => {
   const label = !layer.ignoreGlobalFilters
     ? i18n.translate('xpack.lens.xyChart.annotations.ignoreGlobalFiltersLabel', {
         defaultMessage: 'Ignore global filters',
@@ -29,6 +30,9 @@ export const createAnnotationActions = ({
       });
   return [
     {
+      id: !layer.ignoreGlobalFilters
+        ? IGNORE_GLOBAL_FILTERS_ACTION_ID
+        : KEEP_GLOBAL_FILTERS_ACTION_ID,
       displayName: label,
       description: !layer.ignoreGlobalFilters
         ? i18n.translate('xpack.lens.xyChart.annotations.ignoreGlobalFiltersDescription', {
@@ -39,11 +43,6 @@ export const createAnnotationActions = ({
             defaultMessage:
               'All the dimensions configured in this layer respect filters defined at kibana level.',
           }),
-      execute: () => {
-        const newLayers = [...state.layers];
-        newLayers[layerIndex] = { ...layer, ignoreGlobalFilters: !layer.ignoreGlobalFilters };
-        return setState({ ...state, layers: newLayers });
-      },
       icon: !layer.ignoreGlobalFilters ? 'eyeClosed' : 'eye',
       isCompatible: true,
       'data-test-subj': !layer.ignoreGlobalFilters
diff --git a/x-pack/plugins/lens/public/visualizations/xy/visualization.test.ts b/x-pack/plugins/lens/public/visualizations/xy/visualization.test.ts
index 12baaab25af84..e1fe1d9c7f4cb 100644
--- a/x-pack/plugins/lens/public/visualizations/xy/visualization.test.ts
+++ b/x-pack/plugins/lens/public/visualizations/xy/visualization.test.ts
@@ -16,7 +16,6 @@ import type {
   XYReferenceLineLayerConfig,
   SeriesType,
 } from './types';
-import { LayerTypes } from '@kbn/expression-xy-plugin/public';
 import { createMockDatasource, createMockFramePublicAPI } from '../../mocks';
 import { IconChartBar } from '@kbn/chart-icons';
 import { chartPluginMock } from '@kbn/charts-plugin/public/mocks';
@@ -31,6 +30,8 @@ import { DataViewsState } from '../../state_management';
 import { createMockedIndexPattern } from '../../datasources/form_based/mocks';
 import { createMockDataViewsState } from '../../data_views_service/mocks';
 import { unifiedSearchPluginMock } from '@kbn/unified-search-plugin/public/mocks';
+import { KEEP_GLOBAL_FILTERS_ACTION_ID } from './annotations/actions';
+import { layerTypes } from '../..';
 
 const exampleAnnotation: EventAnnotationConfig = {
   id: 'an1',
@@ -61,7 +62,7 @@ function exampleState(): XYState {
     layers: [
       {
         layerId: 'first',
-        layerType: LayerTypes.DATA,
+        layerType: layerTypes.DATA,
         seriesType: 'area',
         splitAccessor: 'd',
         xAccessor: 'a',
@@ -221,7 +222,7 @@ describe('xy_visualization', () => {
           ...exampleState().layers,
           {
             layerId: 'second',
-            layerType: LayerTypes.DATA,
+            layerType: layerTypes.DATA,
             seriesType: 'area',
             splitAccessor: 'e',
             xAccessor: 'f',
@@ -239,7 +240,7 @@ describe('xy_visualization', () => {
       const layers = xyVisualization.appendLayer!(
         exampleState(),
         'foo',
-        LayerTypes.DATA,
+        layerTypes.DATA,
         'indexPattern1'
       ).layers;
       expect(layers.length).toEqual(exampleState().layers.length + 1);
@@ -329,7 +330,7 @@ describe('xy_visualization', () => {
 
   describe('#getLayerType', () => {
     it('should return the type only if the layer is in the state', () => {
-      expect(xyVisualization.getLayerType('first', exampleState())).toEqual(LayerTypes.DATA);
+      expect(xyVisualization.getLayerType('first', exampleState())).toEqual(layerTypes.DATA);
       expect(xyVisualization.getLayerType('foo', exampleState())).toBeUndefined();
     });
   });
@@ -378,7 +379,7 @@ describe('xy_visualization', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 xAccessor: undefined,
                 accessors: [],
@@ -391,7 +392,7 @@ describe('xy_visualization', () => {
         }).layers[0]
       ).toEqual({
         layerId: 'first',
-        layerType: LayerTypes.DATA,
+        layerType: layerTypes.DATA,
         seriesType: 'area',
         xAccessor: 'newCol',
         accessors: [],
@@ -407,7 +408,7 @@ describe('xy_visualization', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 xAccessor: 'a',
                 accessors: [],
@@ -420,7 +421,7 @@ describe('xy_visualization', () => {
         }).layers[0]
       ).toEqual({
         layerId: 'first',
-        layerType: LayerTypes.DATA,
+        layerType: layerTypes.DATA,
         seriesType: 'area',
         xAccessor: 'newCol',
         accessors: [],
@@ -436,7 +437,7 @@ describe('xy_visualization', () => {
             layers: [
               {
                 layerId: 'referenceLine',
-                layerType: LayerTypes.REFERENCELINE,
+                layerType: layerTypes.REFERENCELINE,
                 accessors: [],
               },
             ],
@@ -447,7 +448,7 @@ describe('xy_visualization', () => {
         }).layers[0]
       ).toEqual({
         layerId: 'referenceLine',
-        layerType: LayerTypes.REFERENCELINE,
+        layerType: layerTypes.REFERENCELINE,
         accessors: ['newCol'],
         yConfig: [
           {
@@ -468,7 +469,7 @@ describe('xy_visualization', () => {
               layers: [
                 {
                   layerId: 'annotation',
-                  layerType: LayerTypes.ANNOTATIONS,
+                  layerType: layerTypes.ANNOTATIONS,
                   indexPatternId: 'indexPattern1',
                   annotations: [exampleAnnotation],
                   ignoreGlobalFilters: true,
@@ -481,7 +482,7 @@ describe('xy_visualization', () => {
           }).layers[0]
         ).toEqual({
           layerId: 'annotation',
-          layerType: LayerTypes.ANNOTATIONS,
+          layerType: layerTypes.ANNOTATIONS,
           indexPatternId: 'indexPattern1',
           ignoreGlobalFilters: true,
           annotations: [
@@ -717,7 +718,7 @@ describe('xy_visualization', () => {
                 layers: [
                   {
                     layerId: 'annotation',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation2],
                     ignoreGlobalFilters: true,
@@ -746,7 +747,7 @@ describe('xy_visualization', () => {
             }).layers[0]
           ).toEqual({
             layerId: 'annotation',
-            layerType: LayerTypes.ANNOTATIONS,
+            layerType: layerTypes.ANNOTATIONS,
             indexPatternId: 'indexPattern1',
             annotations: [
               exampleAnnotation2,
@@ -777,7 +778,7 @@ describe('xy_visualization', () => {
                 layers: [
                   {
                     layerId: 'annotation',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation],
                     ignoreGlobalFilters: true,
@@ -806,7 +807,7 @@ describe('xy_visualization', () => {
             }).layers[0]
           ).toEqual({
             layerId: 'annotation',
-            layerType: LayerTypes.ANNOTATIONS,
+            layerType: layerTypes.ANNOTATIONS,
             indexPatternId: 'indexPattern1',
             annotations: [
               {
@@ -837,7 +838,7 @@ describe('xy_visualization', () => {
                 layers: [
                   {
                     layerId: 'annotation',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation2],
                     ignoreGlobalFilters: true,
@@ -863,7 +864,7 @@ describe('xy_visualization', () => {
             }).layers[0]
           ).toEqual({
             layerId: 'annotation',
-            layerType: LayerTypes.ANNOTATIONS,
+            layerType: layerTypes.ANNOTATIONS,
             indexPatternId: 'indexPattern1',
             annotations: [exampleAnnotation2, { ...exampleAnnotation2, id: 'newColId' }],
             ignoreGlobalFilters: true,
@@ -878,7 +879,7 @@ describe('xy_visualization', () => {
                 layers: [
                   {
                     layerId: 'annotation',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation, exampleAnnotation2],
                     ignoreGlobalFilters: true,
@@ -905,7 +906,7 @@ describe('xy_visualization', () => {
             }).layers[0]
           ).toEqual({
             layerId: 'annotation',
-            layerType: LayerTypes.ANNOTATIONS,
+            layerType: layerTypes.ANNOTATIONS,
             indexPatternId: 'indexPattern1',
             annotations: [exampleAnnotation2, exampleAnnotation],
             ignoreGlobalFilters: true,
@@ -921,14 +922,14 @@ describe('xy_visualization', () => {
                 layers: [
                   {
                     layerId: 'first',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation],
                     ignoreGlobalFilters: true,
                   },
                   {
                     layerId: 'second',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation2],
                     ignoreGlobalFilters: true,
@@ -956,14 +957,14 @@ describe('xy_visualization', () => {
           ).toEqual([
             {
               layerId: 'first',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [exampleAnnotation],
               ignoreGlobalFilters: true,
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [{ ...exampleAnnotation, id: 'an2' }],
               ignoreGlobalFilters: true,
@@ -979,14 +980,14 @@ describe('xy_visualization', () => {
                 layers: [
                   {
                     layerId: 'first',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation],
                     ignoreGlobalFilters: true,
                   },
                   {
                     layerId: 'second',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation2],
                     ignoreGlobalFilters: true,
@@ -1014,14 +1015,14 @@ describe('xy_visualization', () => {
           ).toEqual([
             {
               layerId: 'first',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [exampleAnnotation2],
               ignoreGlobalFilters: true,
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [exampleAnnotation],
               ignoreGlobalFilters: true,
@@ -1037,14 +1038,14 @@ describe('xy_visualization', () => {
                 layers: [
                   {
                     layerId: 'first',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation],
                     ignoreGlobalFilters: true,
                   },
                   {
                     layerId: 'second',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation2],
                     ignoreGlobalFilters: true,
@@ -1071,14 +1072,14 @@ describe('xy_visualization', () => {
           ).toEqual([
             {
               layerId: 'first',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [],
               ignoreGlobalFilters: true,
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [exampleAnnotation],
               ignoreGlobalFilters: true,
@@ -1094,14 +1095,14 @@ describe('xy_visualization', () => {
                 layers: [
                   {
                     layerId: 'first',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [exampleAnnotation],
                     ignoreGlobalFilters: true,
                   },
                   {
                     layerId: 'second',
-                    layerType: LayerTypes.ANNOTATIONS,
+                    layerType: layerTypes.ANNOTATIONS,
                     indexPatternId: 'indexPattern1',
                     annotations: [],
                     ignoreGlobalFilters: true,
@@ -1129,14 +1130,14 @@ describe('xy_visualization', () => {
           ).toEqual([
             {
               layerId: 'first',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [],
               ignoreGlobalFilters: true,
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [exampleAnnotation],
               ignoreGlobalFilters: true,
@@ -1184,7 +1185,7 @@ describe('xy_visualization', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 xAccessor: 'a',
                 accessors: [],
@@ -1196,7 +1197,7 @@ describe('xy_visualization', () => {
         }).layers[0]
       ).toEqual({
         layerId: 'first',
-        layerType: LayerTypes.DATA,
+        layerType: layerTypes.DATA,
         seriesType: 'area',
         xAccessor: undefined,
         accessors: [],
@@ -1211,14 +1212,14 @@ describe('xy_visualization', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 xAccessor: 'a',
                 accessors: [],
               },
               {
                 layerId: 'ann',
-                layerType: LayerTypes.ANNOTATIONS,
+                layerType: layerTypes.ANNOTATIONS,
                 indexPatternId: 'indexPattern1',
                 annotations: [exampleAnnotation, { ...exampleAnnotation, id: 'an2' }],
                 ignoreGlobalFilters: true,
@@ -1231,14 +1232,14 @@ describe('xy_visualization', () => {
       ).toEqual([
         {
           layerId: 'first',
-          layerType: LayerTypes.DATA,
+          layerType: layerTypes.DATA,
           seriesType: 'area',
           xAccessor: 'a',
           accessors: [],
         },
         {
           layerId: 'ann',
-          layerType: LayerTypes.ANNOTATIONS,
+          layerType: layerTypes.ANNOTATIONS,
           indexPatternId: 'indexPattern1',
           annotations: [exampleAnnotation],
           ignoreGlobalFilters: true,
@@ -1534,7 +1535,7 @@ describe('xy_visualization', () => {
               ...baseState.layers[0],
               accessors: ['e'],
               seriesType: 'bar_percentage_stacked',
-              layerType: LayerTypes.REFERENCELINE,
+              layerType: layerTypes.REFERENCELINE,
             },
           ],
         ],
@@ -1601,7 +1602,7 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               splitAccessor: undefined,
               xAccessor: undefined,
@@ -1609,7 +1610,7 @@ describe('xy_visualization', () => {
             },
             {
               layerId: 'referenceLine',
-              layerType: LayerTypes.REFERENCELINE,
+              layerType: layerTypes.REFERENCELINE,
               accessors: [],
               yConfig: [{ axisMode: 'left', forAccessor: 'a' }],
             },
@@ -1957,7 +1958,7 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               splitAccessor: undefined,
               xAccessor: 'a',
@@ -1965,7 +1966,7 @@ describe('xy_visualization', () => {
             },
             {
               layerId: 'annotations',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               indexPatternId: 'indexPattern1',
               annotations: [exampleAnnotation],
               ignoreGlobalFilters: true,
@@ -2189,7 +2190,7 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: [],
@@ -2205,14 +2206,14 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: [],
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: [],
@@ -2228,14 +2229,14 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: ['a'],
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: undefined,
               accessors: ['a'],
@@ -2252,7 +2253,7 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: undefined,
               accessors: [],
@@ -2268,7 +2269,7 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: undefined,
               accessors: [],
@@ -2276,7 +2277,7 @@ describe('xy_visualization', () => {
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: undefined,
               accessors: [],
@@ -2293,14 +2294,14 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: [],
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: undefined,
               accessors: ['a'],
@@ -2321,14 +2322,14 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: ['a'],
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: undefined,
               accessors: [],
@@ -2336,7 +2337,7 @@ describe('xy_visualization', () => {
             },
             {
               layerId: 'third',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: undefined,
               accessors: [],
@@ -2358,21 +2359,21 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: [],
             },
             {
               layerId: 'second',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: ['a'],
             },
             {
               layerId: 'third',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: ['a'],
@@ -2395,7 +2396,7 @@ describe('xy_visualization', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 splitAccessor: 'd',
                 xAccessor: 'a',
@@ -2443,7 +2444,7 @@ describe('xy_visualization', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 splitAccessor: 'd',
                 xAccessor: 'a',
@@ -2451,7 +2452,7 @@ describe('xy_visualization', () => {
               },
               {
                 layerId: 'second',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 splitAccessor: 'd',
                 xAccessor: 'e',
@@ -2499,7 +2500,7 @@ describe('xy_visualization', () => {
             layers: [
               {
                 layerId: 'first',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 splitAccessor: 'd',
                 xAccessor: 'a',
@@ -2507,7 +2508,7 @@ describe('xy_visualization', () => {
               },
               {
                 layerId: 'second',
-                layerType: LayerTypes.DATA,
+                layerType: layerTypes.DATA,
                 seriesType: 'area',
                 splitAccessor: 'd',
                 xAccessor: 'e',
@@ -2677,7 +2678,7 @@ describe('xy_visualization', () => {
           layers: [
             {
               layerId: 'first',
-              layerType: LayerTypes.DATA,
+              layerType: layerTypes.DATA,
               seriesType: 'area',
               xAccessor: 'a',
               accessors: ['b'],
@@ -2797,7 +2798,7 @@ describe('xy_visualization', () => {
               ...baseState.layers,
               {
                 layerId: 'annotation',
-                layerType: LayerTypes.ANNOTATIONS,
+                layerType: layerTypes.ANNOTATIONS,
                 annotations: [exampleAnnotation2],
                 ignoreGlobalFilters: true,
               },
@@ -2817,7 +2818,7 @@ describe('xy_visualization', () => {
           ...baseState.layers,
           {
             layerId: 'annotation',
-            layerType: LayerTypes.ANNOTATIONS,
+            layerType: layerTypes.ANNOTATIONS,
             indexPatternId: 'indexPattern1',
             annotations: [exampleAnnotation2],
             ignoreGlobalFilters: true,
@@ -2836,7 +2837,7 @@ describe('xy_visualization', () => {
               ...baseState.layers,
               {
                 layerId: 'annotation',
-                layerType: LayerTypes.ANNOTATIONS,
+                layerType: layerTypes.ANNOTATIONS,
                 annotations: [exampleAnnotation2],
                 ignoreGlobalFilters: true,
               },
@@ -2856,7 +2857,7 @@ describe('xy_visualization', () => {
           ...baseState.layers,
           {
             layerId: 'annotation',
-            layerType: LayerTypes.ANNOTATIONS,
+            layerType: layerTypes.ANNOTATIONS,
             indexPatternId: 'indexPattern1',
             annotations: [exampleAnnotation2],
             ignoreGlobalFilters: true,
@@ -2866,33 +2867,29 @@ describe('xy_visualization', () => {
     });
   });
 
-  describe('getSupportedActionsForLayer', () => {
+  describe('layer actions', () => {
     it('should return no actions for a data layer', () => {
-      expect(
-        xyVisualization.getSupportedActionsForLayer?.('first', exampleState(), jest.fn())
-      ).toHaveLength(0);
+      expect(xyVisualization.getSupportedActionsForLayer?.('first', exampleState())).toHaveLength(
+        0
+      );
     });
 
     it('should return one action for an annotation layer', () => {
       const baseState = exampleState();
       expect(
-        xyVisualization.getSupportedActionsForLayer?.(
-          'annotation',
-          {
-            ...baseState,
-            layers: [
-              ...baseState.layers,
-              {
-                layerId: 'annotation',
-                layerType: LayerTypes.ANNOTATIONS,
-                annotations: [exampleAnnotation2],
-                ignoreGlobalFilters: true,
-                indexPatternId: 'myIndexPattern',
-              },
-            ],
-          },
-          jest.fn()
-        )
+        xyVisualization.getSupportedActionsForLayer?.('annotation', {
+          ...baseState,
+          layers: [
+            ...baseState.layers,
+            {
+              layerId: 'annotation',
+              layerType: layerTypes.ANNOTATIONS,
+              annotations: [exampleAnnotation2],
+              ignoreGlobalFilters: true,
+              indexPatternId: 'myIndexPattern',
+            },
+          ],
+        })
       ).toEqual([
         expect.objectContaining({
           displayName: 'Keep global filters',
@@ -2905,34 +2902,34 @@ describe('xy_visualization', () => {
       ]);
     });
 
-    it('should return an action that performs a state update on click', () => {
+    it('should handle an annotation action', () => {
       const baseState = exampleState();
-      const setState = jest.fn();
-      const [action] = xyVisualization.getSupportedActionsForLayer?.(
+      const state = {
+        ...baseState,
+        layers: [
+          ...baseState.layers,
+          {
+            layerId: 'annotation',
+            layerType: layerTypes.ANNOTATIONS,
+            annotations: [exampleAnnotation2],
+            ignoreGlobalFilters: true,
+            indexPatternId: 'myIndexPattern',
+          },
+        ],
+      };
+
+      const newState = xyVisualization.onLayerAction!(
         'annotation',
-        {
-          ...baseState,
-          layers: [
-            ...baseState.layers,
-            {
-              layerId: 'annotation',
-              layerType: LayerTypes.ANNOTATIONS,
-              annotations: [exampleAnnotation2],
-              ignoreGlobalFilters: true,
-              indexPatternId: 'myIndexPattern',
-            },
-          ],
-        },
-        setState
-      )!;
-      action.execute();
+        KEEP_GLOBAL_FILTERS_ACTION_ID,
+        state
+      );
 
-      expect(setState).toHaveBeenCalledWith(
+      expect(newState).toEqual(
         expect.objectContaining({
           layers: expect.arrayContaining([
             {
               layerId: 'annotation',
-              layerType: LayerTypes.ANNOTATIONS,
+              layerType: layerTypes.ANNOTATIONS,
               annotations: [exampleAnnotation2],
               ignoreGlobalFilters: false,
               indexPatternId: 'myIndexPattern',
diff --git a/x-pack/plugins/lens/public/visualizations/xy/visualization.tsx b/x-pack/plugins/lens/public/visualizations/xy/visualization.tsx
index 45ec49bea847b..590c8a36a2f5e 100644
--- a/x-pack/plugins/lens/public/visualizations/xy/visualization.tsx
+++ b/x-pack/plugins/lens/public/visualizations/xy/visualization.tsx
@@ -43,6 +43,7 @@ import {
   type XYDataLayerConfig,
   type SeriesType,
   type PersistedState,
+  type XYAnnotationLayerConfig,
   visualizationTypes,
 } from './types';
 import {
@@ -94,7 +95,11 @@ import { AnnotationsPanel } from './xy_config_panel/annotations_config_panel';
 import { DimensionTrigger } from '../../shared_components/dimension_trigger';
 import { defaultAnnotationLabel } from './annotations/helpers';
 import { onDropForVisualization } from '../../editor_frame_service/editor_frame/config_panel/buttons/drop_targets_utils';
-import { createAnnotationActions } from './annotations/actions';
+import {
+  createAnnotationActions,
+  IGNORE_GLOBAL_FILTERS_ACTION_ID,
+  KEEP_GLOBAL_FILTERS_ACTION_ID,
+} from './annotations/actions';
 
 const XY_ID = 'lnsXY';
 export const getXyVisualization = ({
@@ -249,16 +254,34 @@ export const getXyVisualization = ({
     ];
   },
 
-  getSupportedActionsForLayer(layerId, state, setState) {
+  getSupportedActionsForLayer(layerId, state) {
     const layerIndex = state.layers.findIndex((l) => l.layerId === layerId);
     const layer = state.layers[layerIndex];
     const actions = [];
     if (isAnnotationsLayer(layer)) {
-      actions.push(...createAnnotationActions({ state, layerIndex, layer, setState }));
+      actions.push(...createAnnotationActions({ state, layerIndex, layer }));
     }
     return actions;
   },
 
+  onLayerAction(layerId, actionId, state) {
+    if ([IGNORE_GLOBAL_FILTERS_ACTION_ID, KEEP_GLOBAL_FILTERS_ACTION_ID].includes(actionId)) {
+      return {
+        ...state,
+        layers: state.layers.map((layer) =>
+          layer.layerId === layerId
+            ? {
+                ...layer,
+                ignoreGlobalFilters: !(layer as XYAnnotationLayerConfig).ignoreGlobalFilters,
+              }
+            : layer
+        ),
+      };
+    }
+
+    return state;
+  },
+
   onIndexPatternChange(state, indexPatternId, layerId) {
     const layerIndex = state.layers.findIndex((l) => l.layerId === layerId);
     const layer = state.layers[layerIndex];
diff --git a/x-pack/plugins/lens/server/embeddable/make_lens_embeddable_factory.ts b/x-pack/plugins/lens/server/embeddable/make_lens_embeddable_factory.ts
index 42846e84377dd..aa4f634b700af 100644
--- a/x-pack/plugins/lens/server/embeddable/make_lens_embeddable_factory.ts
+++ b/x-pack/plugins/lens/server/embeddable/make_lens_embeddable_factory.ts
@@ -32,6 +32,7 @@ import {
   getLensDataViewMigrations,
   commonMigrateMetricIds,
   commonMigratePartitionChartGroups,
+  commonMigratePartitionMetrics,
   commonMigrateIndexPatternDatasource,
 } from '../migrations/common_migrations';
 import {
@@ -160,12 +161,15 @@ export const makeLensEmbeddableFactory =
               '8.6.0': (state) => {
                 const lensState = state as unknown as SavedObject<LensDocShape850<VisState850>>;
 
-                const migratedLensState = commonMigrateIndexPatternDatasource(lensState.attributes);
+                let migratedLensState = commonMigrateIndexPatternDatasource(lensState.attributes);
+                migratedLensState = commonMigratePartitionMetrics(migratedLensState);
                 return {
                   ...lensState,
                   attributes: migratedLensState,
                 } as unknown as SerializableRecord;
               },
+              // FOLLOW THESE GUIDELINES IF YOU ARE ADDING A NEW MIGRATION!
+              // 1. Make sure you are applying migrations for a given version in the same order here as they are applied in x-pack/plugins/lens/server/migrations/saved_object_migrations.ts
             }),
             getLensCustomVisualizationMigrations(customVisualizationMigrations)
           ),
diff --git a/x-pack/plugins/lens/server/migrations/common_migrations.ts b/x-pack/plugins/lens/server/migrations/common_migrations.ts
index b56f4b691911b..3559e79def68a 100644
--- a/x-pack/plugins/lens/server/migrations/common_migrations.ts
+++ b/x-pack/plugins/lens/server/migrations/common_migrations.ts
@@ -541,3 +541,32 @@ export const commonMigratePartitionChartGroups = (
     layers: Array<{ primaryGroups?: string[]; secondaryGroups?: string[] }>;
   }>;
 };
+
+export const commonMigratePartitionMetrics = (attributes: LensDocShape860<unknown>) => {
+  if (attributes.visualizationType !== 'lnsPie') {
+    return attributes as LensDocShape860<unknown>;
+  }
+
+  const partitionAttributes = attributes as LensDocShape860<{
+    shape: string;
+    layers: Array<{ metric: string }>;
+  }>;
+
+  return {
+    ...attributes,
+    state: {
+      ...attributes.state,
+      visualization: {
+        ...partitionAttributes.state.visualization,
+        layers: partitionAttributes.state.visualization.layers.map((layer) => ({
+          ...layer,
+          metrics: [layer.metric],
+          metric: undefined,
+        })),
+      },
+    },
+  } as LensDocShape860<{
+    shape: string;
+    layers: Array<{ metrics: string[] }>;
+  }>;
+};
diff --git a/x-pack/plugins/lens/server/migrations/saved_object_migrations.test.ts b/x-pack/plugins/lens/server/migrations/saved_object_migrations.test.ts
index 54504b9201f67..eec31924fdc85 100644
--- a/x-pack/plugins/lens/server/migrations/saved_object_migrations.test.ts
+++ b/x-pack/plugins/lens/server/migrations/saved_object_migrations.test.ts
@@ -2364,6 +2364,49 @@ describe('Lens migrations', () => {
     });
   });
 
+  describe('8.6.0 migrates partition metrics', () => {
+    const context = { log: { warn: () => {} } } as unknown as SavedObjectMigrationContext;
+    const example = {
+      type: 'lens',
+      id: 'mocked-saved-object-id',
+      attributes: {
+        savedObjectId: '1',
+        title: 'some title',
+        description: '',
+        visualizationType: 'lnsPie',
+        state: {
+          visualization: {
+            layers: [
+              {
+                metric: 'some-metric',
+              },
+            ],
+          },
+          datasourceStates: {
+            indexpattern: {},
+          },
+        },
+      },
+    } as unknown as SavedObjectUnsanitizedDoc<LensDocShape810>;
+
+    it('make metric an array', () => {
+      const result = migrations['8.6.0'](example, context) as ReturnType<
+        SavedObjectMigrationFn<LensDocShape, LensDocShape>
+      >;
+      expect(
+        (result.attributes.state.visualization as { layers: Array<{ metrics: string[] }> })
+          .layers[0]
+      ).toMatchInlineSnapshot(`
+        Object {
+          "metric": undefined,
+          "metrics": Array [
+            "some-metric",
+          ],
+        }
+      `);
+    });
+  });
+
   describe('8.6.0 migrates indexpattern datasource', () => {
     const context = { log: { warn: () => {} } } as unknown as SavedObjectMigrationContext;
     const example = {
diff --git a/x-pack/plugins/lens/server/migrations/saved_object_migrations.ts b/x-pack/plugins/lens/server/migrations/saved_object_migrations.ts
index 8e4914b94fe83..aa480c4c0b151 100644
--- a/x-pack/plugins/lens/server/migrations/saved_object_migrations.ts
+++ b/x-pack/plugins/lens/server/migrations/saved_object_migrations.ts
@@ -60,6 +60,7 @@ import {
   getLensDataViewMigrations,
   commonMigrateMetricIds,
   commonMigratePartitionChartGroups,
+  commonMigratePartitionMetrics,
   commonMigrateIndexPatternDatasource,
 } from './common_migrations';
 
@@ -554,6 +555,13 @@ const migratePartitionChartGroups: SavedObjectMigrationFn<LensDocShape840, LensD
   ),
 });
 
+const migratePartitionMetrics: SavedObjectMigrationFn<LensDocShape860, LensDocShape860> = (
+  doc
+) => ({
+  ...doc,
+  attributes: commonMigratePartitionMetrics(doc.attributes),
+});
+
 const lensMigrations: SavedObjectMigrationMap = {
   '7.7.0': removeInvalidAccessors,
   // The order of these migrations matter, since the timefield migration relies on the aggConfigs
@@ -575,7 +583,9 @@ const lensMigrations: SavedObjectMigrationMap = {
   ),
   '8.3.0': flow(lockOldMetricVisSettings, preserveOldLegendSizeDefault, fixValueLabelsInXY),
   '8.5.0': flow(migrateMetricIds, enrichAnnotationLayers, migratePartitionChartGroups),
-  '8.6.0': flow(migrateIndexPatternDatasource),
+  '8.6.0': flow(migrateIndexPatternDatasource, migratePartitionMetrics),
+  // FOLLOW THESE GUIDELINES IF YOU ARE ADDING A NEW MIGRATION!
+  // 1. Make sure you are applying migrations for a given version in the same order here as they are applied in x-pack/plugins/lens/server/embeddable/make_lens_embeddable_factory.ts
 };
 
 export const getAllMigrations = (
diff --git a/x-pack/plugins/osquery/public/lens/view_results_in_lens.tsx b/x-pack/plugins/osquery/public/lens/view_results_in_lens.tsx
index 247255d9ffba3..48fdd928f7aea 100644
--- a/x-pack/plugins/osquery/public/lens/view_results_in_lens.tsx
+++ b/x-pack/plugins/osquery/public/lens/view_results_in_lens.tsx
@@ -140,7 +140,7 @@ function getLensAttributes(
         legendDisplay: 'default',
         nestedLegend: false,
         layerId: 'layer1',
-        metric: 'ed999e9d-204c-465b-897f-fe1a125b39ed',
+        metrics: ['ed999e9d-204c-465b-897f-fe1a125b39ed'],
         numberDisplay: 'percent',
         primaryGroups: ['8690befd-fd69-4246-af4a-dd485d2a3b38'],
         categoryDisplay: 'default',
diff --git a/x-pack/plugins/osquery/public/packs/pack_queries_status_table.tsx b/x-pack/plugins/osquery/public/packs/pack_queries_status_table.tsx
index c9a323d1c4a5a..26ea480f26edc 100644
--- a/x-pack/plugins/osquery/public/packs/pack_queries_status_table.tsx
+++ b/x-pack/plugins/osquery/public/packs/pack_queries_status_table.tsx
@@ -114,7 +114,7 @@ function getLensAttributes(
         legendDisplay: 'default',
         nestedLegend: false,
         layerId: 'layer1',
-        metric: 'ed999e9d-204c-465b-897f-fe1a125b39ed',
+        metrics: ['ed999e9d-204c-465b-897f-fe1a125b39ed'],
         numberDisplay: 'percent',
         primaryGroups: ['8690befd-fd69-4246-af4a-dd485d2a3b38'],
         categoryDisplay: 'default',
diff --git a/x-pack/plugins/translations/translations/fr-FR.json b/x-pack/plugins/translations/translations/fr-FR.json
index bf3e06f2764ab..67ed617822058 100644
--- a/x-pack/plugins/translations/translations/fr-FR.json
+++ b/x-pack/plugins/translations/translations/fr-FR.json
@@ -17845,7 +17845,6 @@
     "xpack.lens.pie.addLayer": "Visualisation",
     "xpack.lens.pie.donutLabel": "Graphique en anneau",
     "xpack.lens.pie.groupLabel": "Proportion",
-    "xpack.lens.pie.groupsizeLabel": "Taille par",
     "xpack.lens.pie.mosaiclabel": "Mosaïque",
     "xpack.lens.pie.mosaicSuggestionLabel": "En mosaïque",
     "xpack.lens.pie.pielabel": "Camembert",
diff --git a/x-pack/plugins/translations/translations/ja-JP.json b/x-pack/plugins/translations/translations/ja-JP.json
index fe6bbcf474741..7a2cbd5929707 100644
--- a/x-pack/plugins/translations/translations/ja-JP.json
+++ b/x-pack/plugins/translations/translations/ja-JP.json
@@ -17828,7 +17828,6 @@
     "xpack.lens.pie.addLayer": "ビジュアライゼーション",
     "xpack.lens.pie.donutLabel": "ドーナッツ",
     "xpack.lens.pie.groupLabel": "比率",
-    "xpack.lens.pie.groupsizeLabel": "サイズ単位",
     "xpack.lens.pie.mosaiclabel": "モザイク",
     "xpack.lens.pie.mosaicSuggestionLabel": "モザイクとして",
     "xpack.lens.pie.pielabel": "円",
diff --git a/x-pack/plugins/translations/translations/zh-CN.json b/x-pack/plugins/translations/translations/zh-CN.json
index e28df61f1966d..af00cf9497094 100644
--- a/x-pack/plugins/translations/translations/zh-CN.json
+++ b/x-pack/plugins/translations/translations/zh-CN.json
@@ -17853,7 +17853,6 @@
     "xpack.lens.pie.addLayer": "可视化",
     "xpack.lens.pie.donutLabel": "圆环图",
     "xpack.lens.pie.groupLabel": "比例",
-    "xpack.lens.pie.groupsizeLabel": "大小调整依据",
     "xpack.lens.pie.mosaiclabel": "马赛克",
     "xpack.lens.pie.mosaicSuggestionLabel": "为马赛克",
     "xpack.lens.pie.pielabel": "饼图",
diff --git a/x-pack/plugins/ux/public/components/app/rum_dashboard/charts/__snapshots__/visitor_breakdown_chart.test.tsx.snap b/x-pack/plugins/ux/public/components/app/rum_dashboard/charts/__snapshots__/visitor_breakdown_chart.test.tsx.snap
index 1e7d3ca13e43c..ad309f99bf04c 100644
--- a/x-pack/plugins/ux/public/components/app/rum_dashboard/charts/__snapshots__/visitor_breakdown_chart.test.tsx.snap
+++ b/x-pack/plugins/ux/public/components/app/rum_dashboard/charts/__snapshots__/visitor_breakdown_chart.test.tsx.snap
@@ -112,7 +112,9 @@ Object {
           "layerId": "layer1",
           "layerType": "data",
           "legendDisplay": "hide",
-          "metric": "col2",
+          "metrics": Array [
+            "col2",
+          ],
           "nestedLegend": false,
           "numberDisplay": "percent",
           "primaryGroups": Array [
diff --git a/x-pack/plugins/ux/public/components/app/rum_dashboard/charts/visitor_breakdown_chart.tsx b/x-pack/plugins/ux/public/components/app/rum_dashboard/charts/visitor_breakdown_chart.tsx
index e20e9b1f89f7e..87c3779365677 100644
--- a/x-pack/plugins/ux/public/components/app/rum_dashboard/charts/visitor_breakdown_chart.tsx
+++ b/x-pack/plugins/ux/public/components/app/rum_dashboard/charts/visitor_breakdown_chart.tsx
@@ -105,7 +105,7 @@ const visConfig: PieVisualizationState = {
     {
       layerId: 'layer1',
       primaryGroups: ['col1'],
-      metric: 'col2',
+      metrics: ['col2'],
       categoryDisplay: 'default',
       legendDisplay: 'hide',
       numberDisplay: 'percent',