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diff --git a/packages/charts/src/chart_types/goal_chart/layout/viewmodel/geoms.ts b/packages/charts/src/chart_types/goal_chart/layout/viewmodel/geoms.ts
index 00621ec3f1..9037180d75 100644
--- a/packages/charts/src/chart_types/goal_chart/layout/viewmodel/geoms.ts
+++ b/packages/charts/src/chart_types/goal_chart/layout/viewmodel/geoms.ts
@@ -10,6 +10,7 @@ import { GOLDEN_RATIO, TAU } from '../../../../common/constants';
 import { PointObject, Radian, Rectangle } from '../../../../common/geometry';
 import { cssFontShorthand, Font } from '../../../../common/text_utils';
 import { CanvasRenderer } from '../../../../renderers/canvas';
+import { measureText } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { Dimensions } from '../../../../utils/dimensions';
 import { Theme } from '../../../../utils/themes/theme';
 import { GoalSubtype } from '../../specs/constants';
@@ -203,15 +204,13 @@ export class Text implements Mark {
 
   boundingBoxes(ctx: CanvasRenderingContext2D) {
     if (this.text.length === 0) return [];
-
-    this.setCanvasTextState(ctx);
-    const box = ctx.measureText(this.text);
+    const box = measureText(ctx)(this.text, this.fontShape, this.fontSize);
     return [
       {
-        x0: -box.actualBoundingBoxLeft + this.x - capturePad,
-        y0: -box.actualBoundingBoxAscent + this.y - capturePad,
-        x1: box.actualBoundingBoxRight + this.x + capturePad,
-        y1: box.actualBoundingBoxDescent + this.y + capturePad,
+        x0: -box.width / 2 + this.x - capturePad,
+        y0: -box.height / 2 + this.y - capturePad,
+        x1: box.width / 2 + this.x + capturePad,
+        y1: box.height / 2 + this.y + capturePad,
       },
     ];
   }
@@ -232,7 +231,7 @@ function get<T>(o: { [k: string]: any }, name: string, dflt: T) {
 export function geoms(
   bulletViewModel: BulletViewModel,
   theme: Theme['goal'],
-  partentDimensions: Dimensions,
+  parentDimensions: Dimensions,
   chartCenter: PointObject,
 ): Mark[] {
   const {
@@ -273,12 +272,12 @@ export function geoms(
       : {}),
   };
 
-  const minSize = Math.min(partentDimensions.width, partentDimensions.height);
+  const minSize = Math.min(parentDimensions.width, parentDimensions.height);
 
   const referenceSize =
     Math.min(
       circular ? referenceCircularSizeCap : referenceBulletSizeCap,
-      circular ? minSize : vertical ? partentDimensions.height : partentDimensions.width,
+      circular ? minSize : vertical ? parentDimensions.height : parentDimensions.width,
     ) *
     (1 - 2 * marginRatio);
 
diff --git a/packages/charts/src/chart_types/heatmap/layout/viewmodel/scenegraph.ts b/packages/charts/src/chart_types/heatmap/layout/viewmodel/scenegraph.ts
index d60c7c7876..2b4a31c2d5 100644
--- a/packages/charts/src/chart_types/heatmap/layout/viewmodel/scenegraph.ts
+++ b/packages/charts/src/chart_types/heatmap/layout/viewmodel/scenegraph.ts
@@ -6,9 +6,9 @@
  * Side Public License, v 1.
  */
 
-import { measureText } from '../../../../common/text_utils';
+import { withTextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { Theme } from '../../../../utils/themes/theme';
-import { ShapeViewModel, nullShapeViewModel } from '../../layout/types/viewmodel_types';
+import { ShapeViewModel } from '../../layout/types/viewmodel_types';
 import { shapeViewModel } from '../../layout/viewmodel/viewmodel';
 import { HeatmapSpec } from '../../specs';
 import { ChartElementSizes, HeatmapTable } from '../../state/selectors/compute_chart_dimensions';
@@ -23,10 +23,7 @@ export function render(
   bandsToHide: Array<[number, number]>,
   theme: Theme,
 ): ShapeViewModel {
-  const textMeasurer = document.createElement('canvas');
-  const textMeasurerCtx = textMeasurer.getContext('2d');
-  if (!textMeasurerCtx) {
-    return nullShapeViewModel();
-  }
-  return shapeViewModel(measureText(textMeasurerCtx), spec, theme, elementSizes, heatmapTable, colorScale, bandsToHide);
+  return withTextMeasure((measureText) => {
+    return shapeViewModel(measureText, spec, theme, elementSizes, heatmapTable, colorScale, bandsToHide);
+  });
 }
diff --git a/packages/charts/src/chart_types/heatmap/layout/viewmodel/viewmodel.ts b/packages/charts/src/chart_types/heatmap/layout/viewmodel/viewmodel.ts
index 0c72af9252..90f8d6cc6f 100644
--- a/packages/charts/src/chart_types/heatmap/layout/viewmodel/viewmodel.ts
+++ b/packages/charts/src/chart_types/heatmap/layout/viewmodel/viewmodel.ts
@@ -12,11 +12,11 @@ import { ScaleBand, scaleBand, scaleQuantize } from 'd3-scale';
 import { colorToRgba } from '../../../../common/color_library_wrappers';
 import { fillTextColor } from '../../../../common/fill_text_color';
 import { Pixels } from '../../../../common/geometry';
-import { Box, Font, maximiseFontSize, TextMeasure } from '../../../../common/text_utils';
+import { Box, Font, maximiseFontSize } from '../../../../common/text_utils';
 import { ScaleContinuous } from '../../../../scales';
 import { ScaleType } from '../../../../scales/constants';
 import { LinearScale, OrdinalScale, RasterTimeScale } from '../../../../specs';
-import { withTextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
+import { TextMeasure, withTextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { addIntervalToTime } from '../../../../utils/chrono/elasticsearch';
 import { clamp } from '../../../../utils/common';
 import { Dimensions, horizontalPad, innerPad, pad } from '../../../../utils/dimensions';
@@ -56,12 +56,21 @@ function getValuesInRange(
 function estimatedNonOverlappingTickCount(
   chartWidth: number,
   formatter: HeatmapSpec['xAxisLabelFormatter'],
-  { padding, fontSize, fontFamily }: HeatmapStyle['xAxisLabel'],
+  style: HeatmapStyle['xAxisLabel'],
 ): number {
   return withTextMeasure((textMeasure) => {
     const labelSample = formatter(Date.now());
-    const { width } = textMeasure(labelSample, horizontalPad(padding), fontSize, fontFamily);
-    const maxTicks = chartWidth / width;
+    const { width } = textMeasure(
+      labelSample,
+      {
+        fontFamily: style.fontFamily,
+        fontWeight: style.fontWeight,
+        fontVariant: style.fontVariant,
+        fontStyle: style.fontStyle,
+      },
+      style.fontSize,
+    );
+    const maxTicks = chartWidth / (width + horizontalPad(style.padding));
     // Dividing by 2 is a temp fix to make sure {@link ScaleContinuous} won't produce
     // to many ticks creating nice rounded tick values
     // TODO add support for limiting the number of tick in {@link ScaleContinuous}
diff --git a/packages/charts/src/chart_types/heatmap/state/selectors/compute_chart_dimensions.ts b/packages/charts/src/chart_types/heatmap/state/selectors/compute_chart_dimensions.ts
index d6378e3c4c..730a8a1a4d 100644
--- a/packages/charts/src/chart_types/heatmap/state/selectors/compute_chart_dimensions.ts
+++ b/packages/charts/src/chart_types/heatmap/state/selectors/compute_chart_dimensions.ts
@@ -6,13 +6,11 @@
  * Side Public License, v 1.
  */
 
-import { max as d3Max } from 'd3-array';
-
-import { Box, measureText, TextMeasure } from '../../../../common/text_utils';
 import { GlobalChartState } from '../../../../state/chart_state';
 import { createCustomCachedSelector } from '../../../../state/create_selector';
 import { getChartThemeSelector } from '../../../../state/selectors/get_chart_theme';
 import { getLegendSizeSelector } from '../../../../state/selectors/get_legend_size';
+import { TextMeasure, withTextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { Dimensions, horizontalPad, innerPad, outerPad, verticalPad } from '../../../../utils/dimensions';
 import { isHorizontalLegend } from '../../../../utils/legend';
 import { AxisStyle, HeatmapStyle } from '../../../../utils/themes/theme';
@@ -63,96 +61,79 @@ export const computeChartElementSizesSelector = createCustomCachedSelector(
     rightOverflow,
     { xAxisTitle, yAxisTitle },
   ): ChartElementSizes => {
-    const textMeasurer = document.createElement('canvas');
-    const textMeasurerCtx = textMeasurer.getContext('2d');
-    if (!textMeasurerCtx) {
-      return {
-        grid: { width: 0, height: 0, left: 0, top: 0 },
-        xAxis: { width: 0, height: 0, left: 0, top: 0 },
-        yAxis: { width: 0, height: 0, left: 0, top: 0 },
-        fullHeatmapHeight: 0,
-        rowHeight: 0,
-        visibleNumberOfRows: 0,
+    return withTextMeasure((textMeasure) => {
+      const isLegendHorizontal = isHorizontalLegend(legendSize.position);
+      const legendWidth = !isLegendHorizontal ? legendSize.width + legendSize.margin * 2 : 0;
+      const legendHeight = isLegendHorizontal
+        ? heatmap.maxLegendHeight ?? legendSize.height + legendSize.margin * 2
+        : 0;
+
+      const yAxisTitleHorizontalSize = getTextSizeDimension(yAxisTitle, axisTitleStyle, textMeasure, 'height');
+      const yAxisWidth = getYAxisHorizontalUsedSpace(yValues, heatmap.yAxisLabel, textMeasure);
+
+      const xAxisTitleVerticalSize = getTextSizeDimension(xAxisTitle, axisTitleStyle, textMeasure, 'height');
+      const xAxisHeight = heatmap.xAxisLabel.visible
+        ? heatmap.xAxisLabel.fontSize + verticalPad(heatmap.xAxisLabel.padding)
+        : 0;
+
+      const availableHeightForGrid = container.height - xAxisTitleVerticalSize - xAxisHeight - legendHeight;
+
+      const rowHeight = getGridCellHeight(yValues.length, heatmap.grid, availableHeightForGrid);
+      const fullHeatmapHeight = rowHeight * yValues.length;
+
+      const visibleNumberOfRows =
+        rowHeight > 0 && fullHeatmapHeight > availableHeightForGrid
+          ? Math.floor(availableHeightForGrid / rowHeight)
+          : yValues.length;
+
+      const grid: Dimensions = {
+        width: container.width - yAxisWidth - yAxisTitleHorizontalSize - rightOverflow - legendWidth,
+        height: visibleNumberOfRows * rowHeight,
+        left: container.left + yAxisTitleHorizontalSize + yAxisWidth,
+        top: container.top,
+      };
+
+      const yAxis: Dimensions = {
+        width: yAxisWidth,
+        height: grid.height,
+        top: grid.top,
+        left: grid.left - yAxisWidth,
+      };
+
+      const xAxis: Dimensions = {
+        width: grid.width,
+        height: xAxisHeight,
+        top: grid.top + grid.height,
+        left: grid.left,
       };
-    }
-    const textMeasure = measureText(textMeasurerCtx);
-
-    const isLegendHorizontal = isHorizontalLegend(legendSize.position);
-    const legendWidth = !isLegendHorizontal ? legendSize.width + legendSize.margin * 2 : 0;
-    const legendHeight = isLegendHorizontal ? heatmap.maxLegendHeight ?? legendSize.height + legendSize.margin * 2 : 0;
-
-    const yAxisTitleHorizontalSize = getTextSizeDimension(yAxisTitle, axisTitleStyle, textMeasure, 'height');
-    const yAxisWidth = getYAxisHorizontalUsedSpace(yValues, heatmap.yAxisLabel, textMeasure);
-
-    const xAxisTitleVerticalSize = getTextSizeDimension(xAxisTitle, axisTitleStyle, textMeasure, 'height');
-    const xAxisHeight = heatmap.xAxisLabel.visible
-      ? heatmap.xAxisLabel.fontSize + verticalPad(heatmap.xAxisLabel.padding)
-      : 0;
-
-    const availableHeightForGrid = container.height - xAxisTitleVerticalSize - xAxisHeight - legendHeight;
-
-    const rowHeight = getGridCellHeight(yValues.length, heatmap.grid, availableHeightForGrid);
-    const fullHeatmapHeight = rowHeight * yValues.length;
-
-    const visibleNumberOfRows =
-      rowHeight > 0 && fullHeatmapHeight > availableHeightForGrid
-        ? Math.floor(availableHeightForGrid / rowHeight)
-        : yValues.length;
-
-    const grid: Dimensions = {
-      width: container.width - yAxisWidth - yAxisTitleHorizontalSize - rightOverflow - legendWidth,
-      height: visibleNumberOfRows * rowHeight,
-      left: container.left + yAxisTitleHorizontalSize + yAxisWidth,
-      top: container.top,
-    };
-
-    const yAxis: Dimensions = {
-      width: yAxisWidth,
-      height: grid.height,
-      top: grid.top,
-      left: grid.left - yAxisWidth,
-    };
-
-    const xAxis: Dimensions = {
-      width: grid.width,
-      height: xAxisHeight,
-      top: grid.top + grid.height,
-      left: grid.left,
-    };
-
-    return { grid, yAxis, xAxis, visibleNumberOfRows, fullHeatmapHeight, rowHeight };
+
+      return { grid, yAxis, xAxis, visibleNumberOfRows, fullHeatmapHeight, rowHeight };
+    });
   },
 );
 
 function getYAxisHorizontalUsedSpace(
   yValues: HeatmapTable['yValues'],
-  yAxisLabel: HeatmapStyle['yAxisLabel'],
+  style: HeatmapStyle['yAxisLabel'],
   textMeasure: TextMeasure,
 ) {
-  if (!yAxisLabel.visible) {
+  if (!style.visible) {
     return 0;
   }
-
-  const labels = yValues.map<Box & { value: string | number }>((value) => {
-    return {
-      text: `${value}`,
-      value,
-      isValue: false,
-      ...yAxisLabel,
-    };
-  });
   // account for the space required to show the longest Y axis label
-  const measuredLabels = textMeasure(yAxisLabel.fontSize, labels);
+  const longestLabelWidth = yValues.reduce<number>((acc, value) => {
+    const { width } = textMeasure(`${value}`, style, style.fontSize);
+    return Math.max(width, acc);
+  }, 0);
 
-  const longestLabelWidth = d3Max(measuredLabels, (label) => label.width) ?? 0;
   const labelsWidth =
-    yAxisLabel.width === 'auto'
+    style.width === 'auto'
       ? longestLabelWidth
-      : typeof yAxisLabel.width === 'number'
-      ? yAxisLabel.width
-      : Math.max(longestLabelWidth, yAxisLabel.width.max);
+      : typeof style.width === 'number'
+      ? style.width
+      : Math.max(longestLabelWidth, style.width.max);
 
-  return labelsWidth + horizontalPad(yAxisLabel.padding);
+  return labelsWidth + horizontalPad(style.padding);
 }
 
 function getTextSizeDimension(
@@ -169,17 +150,17 @@ function getTextSizeDimension(
     return style.fontSize + textPadding;
   }
 
-  const textBox = textMeasure(style.fontSize, [
+  const textBox = textMeasure(
+    text,
     {
+      fontFamily: style.fontFamily,
       fontVariant: 'normal',
       fontWeight: 'bold',
       fontStyle: style.fontStyle ?? 'normal',
-      fontFamily: style.fontFamily,
-      textColor: style.fill,
-      text,
     },
-  ]);
-  return textBox.length === 1 ? textBox[0].width + textPadding : 0;
+    style.fontSize,
+  );
+  return textBox.width + textPadding;
 }
 
 function getGridCellHeight(rows: number, grid: HeatmapStyle['grid'], height: number): number {
diff --git a/packages/charts/src/chart_types/heatmap/state/selectors/get_x_axis_right_overflow.ts b/packages/charts/src/chart_types/heatmap/state/selectors/get_x_axis_right_overflow.ts
index 343c0f8ed2..3ffbf89cfc 100644
--- a/packages/charts/src/chart_types/heatmap/state/selectors/get_x_axis_right_overflow.ts
+++ b/packages/charts/src/chart_types/heatmap/state/selectors/get_x_axis_right_overflow.ts
@@ -21,19 +21,11 @@ import { getHeatmapTableSelector } from './get_heatmap_table';
  */
 export const getXAxisRightOverflow = createCustomCachedSelector(
   [getHeatmapSpecSelector, getChartThemeSelector, getHeatmapTableSelector],
-  (
-    { xScale, timeZone, xAxisLabelFormatter },
-    {
-      heatmap: {
-        xAxisLabel: { fontSize, fontFamily, padding, width },
-      },
-    },
-    { xNumericExtent },
-  ) => {
+  ({ xScale, timeZone, xAxisLabelFormatter }, { heatmap: { xAxisLabel: style } }, { xNumericExtent }) => {
     return xScale.type !== ScaleType.Time
       ? 0
-      : typeof width === 'number'
-      ? width / 2
+      : typeof style.width === 'number'
+      ? style.width / 2
       : withTextMeasure((measure) => {
           return new ScaleContinuous(
             { type: ScaleType.Time, domain: xNumericExtent, range: [0, 1] },
@@ -42,7 +34,10 @@ export const getXAxisRightOverflow = createCustomCachedSelector(
             .ticks()
             .reduce(
               (max, n) =>
-                Math.max(max, measure(xAxisLabelFormatter(n), horizontalPad(padding), fontSize, fontFamily).width),
+                Math.max(
+                  max,
+                  measure(xAxisLabelFormatter(n), { ...style }, style.fontSize).width + horizontalPad(style.padding),
+                ),
               0,
             );
         }) / 2;
diff --git a/packages/charts/src/chart_types/partition_chart/layout/viewmodel/fill_text_layout.ts b/packages/charts/src/chart_types/partition_chart/layout/viewmodel/fill_text_layout.ts
index 618673fde6..f18d8b8763 100644
--- a/packages/charts/src/chart_types/partition_chart/layout/viewmodel/fill_text_layout.ts
+++ b/packages/charts/src/chart_types/partition_chart/layout/viewmodel/fill_text_layout.ts
@@ -19,15 +19,9 @@ import {
   wrapToTau,
 } from '../../../../common/geometry';
 import { logarithm } from '../../../../common/math';
-import {
-  Box,
-  Font,
-  HorizontalAlignment,
-  PartialFont,
-  TextMeasure,
-  VerticalAlignments,
-} from '../../../../common/text_utils';
+import { Box, Font, HorizontalAlignment, PartialFont, VerticalAlignments } from '../../../../common/text_utils';
 import { integerSnap, monotonicHillClimb } from '../../../../solvers/monotonic_hill_climb';
+import { TextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { ValueFormatter, getOppositeAlignment, isRTLString } from '../../../../utils/common';
 import { FillLabelConfig, Padding, PartitionStyle } from '../../../../utils/themes/partition';
 import { Layer } from '../../specs';
@@ -317,13 +311,15 @@ function tryFontSize<C>(
     const wordSpacing = getWordSpacing(fontSize);
 
     // model text pieces, obtaining their width at the current font size
-    const measurements = measure(fontSize, boxes);
-    const allMeasuredBoxes: RowBox[] = measurements.map(({ width }: TextMetrics, i: number) => ({
-      width,
-      wordBeginning: NaN,
-      ...boxes[i],
-      fontSize, // iterated fontSize overrides a possible more global fontSize
-    }));
+    const allMeasuredBoxes = boxes.map<RowBox>((box) => {
+      const { width } = measure(box.text, box, fontSize);
+      return {
+        width,
+        wordBeginning: NaN,
+        ...box,
+        fontSize, // iterated fontSize overrides a possible more global fontSize
+      };
+    });
     const linePitch = fontSize;
 
     // rowSet building starts
diff --git a/packages/charts/src/chart_types/partition_chart/layout/viewmodel/link_text_layout.ts b/packages/charts/src/chart_types/partition_chart/layout/viewmodel/link_text_layout.ts
index 8f6e20b1e8..c832aad87a 100644
--- a/packages/charts/src/chart_types/partition_chart/layout/viewmodel/link_text_layout.ts
+++ b/packages/charts/src/chart_types/partition_chart/layout/viewmodel/link_text_layout.ts
@@ -18,7 +18,8 @@ import {
   PointTuples,
   trueBearingToStandardPositionAngle,
 } from '../../../../common/geometry';
-import { cutToLength, fitText, Font, measureOneBoxWidth, TextMeasure } from '../../../../common/text_utils';
+import { cutToLength, fitText, Font, measureOneBoxWidth } from '../../../../common/text_utils';
+import { TextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { ColorVariant, isRTLString, ValueFormatter } from '../../../../utils/common';
 import { Logger } from '../../../../utils/logger';
 import { Point } from '../../../../utils/point';
diff --git a/packages/charts/src/chart_types/partition_chart/layout/viewmodel/scenegraph.ts b/packages/charts/src/chart_types/partition_chart/layout/viewmodel/scenegraph.ts
index f798c318dd..d4fe013582 100644
--- a/packages/charts/src/chart_types/partition_chart/layout/viewmodel/scenegraph.ts
+++ b/packages/charts/src/chart_types/partition_chart/layout/viewmodel/scenegraph.ts
@@ -6,13 +6,12 @@
  * Side Public License, v 1.
  */
 
-import { measureText } from '../../../../common/text_utils';
+import { withTextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { Dimensions } from '../../../../utils/dimensions';
 import { PartitionStyle } from '../../../../utils/themes/partition';
 import { Layer, PartitionSpec } from '../../specs';
 import { VALUE_GETTERS } from '../config';
 import {
-  nullShapeViewModel,
   PartitionSmallMultiplesModel,
   RawTextGetter,
   ShapeTreeNode,
@@ -44,23 +43,17 @@ export function getShapeViewModel(
   style: PartitionStyle,
   panelModel: PartitionSmallMultiplesModel,
 ): ShapeViewModel {
-  const textMeasurer = document.createElement('canvas');
-  const textMeasurerCtx = textMeasurer.getContext('2d');
-  if (!textMeasurerCtx) {
-    const { width, height } = parentDimensions;
-    return nullShapeViewModel(spec.layout, style, { x: width / 2, y: height / 2 });
-  }
-  const valueGetter = valueGetterFunction(spec.valueGetter);
-
-  return shapeViewModel(
-    measureText(textMeasurerCtx),
-    spec,
-    style,
-    parentDimensions,
-    rawTextGetter(spec.layers),
-    valueGetter,
-    tree,
-    backgroundStyle,
-    panelModel,
-  );
+  return withTextMeasure((measureText) => {
+    return shapeViewModel(
+      measureText,
+      spec,
+      style,
+      parentDimensions,
+      rawTextGetter(spec.layers),
+      valueGetterFunction(spec.valueGetter),
+      tree,
+      backgroundStyle,
+      panelModel,
+    );
+  });
 }
diff --git a/packages/charts/src/chart_types/partition_chart/layout/viewmodel/viewmodel.ts b/packages/charts/src/chart_types/partition_chart/layout/viewmodel/viewmodel.ts
index 3e29a987d4..10bec313cc 100644
--- a/packages/charts/src/chart_types/partition_chart/layout/viewmodel/viewmodel.ts
+++ b/packages/charts/src/chart_types/partition_chart/layout/viewmodel/viewmodel.ts
@@ -18,8 +18,9 @@ import {
   Radius,
   trueBearingToStandardPositionAngle,
 } from '../../../../common/geometry';
-import { Part, TextMeasure } from '../../../../common/text_utils';
+import { Part } from '../../../../common/text_utils';
 import { GroupByAccessor } from '../../../../specs';
+import { TextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { StrokeStyle, ColorVariant } from '../../../../utils/common';
 import { Size } from '../../../../utils/dimensions';
 import { Logger } from '../../../../utils/logger';
diff --git a/packages/charts/src/chart_types/xy_chart/renderer/canvas/primitives/text.ts b/packages/charts/src/chart_types/xy_chart/renderer/canvas/primitives/text.ts
index eff8ab5f3c..b6c03888f9 100644
--- a/packages/charts/src/chart_types/xy_chart/renderer/canvas/primitives/text.ts
+++ b/packages/charts/src/chart_types/xy_chart/renderer/canvas/primitives/text.ts
@@ -7,8 +7,9 @@
  */
 
 import { Degrees } from '../../../../../common/geometry';
-import { cssFontShorthand, Font, measureText, TextAlign, TextBaseline } from '../../../../../common/text_utils';
+import { cssFontShorthand, Font, TextAlign, TextBaseline } from '../../../../../common/text_utils';
 import { withContext } from '../../../../../renderers/canvas';
+import { measureText } from '../../../../../utils/bbox/canvas_text_bbox_calculator';
 import { degToRad } from '../../../../../utils/common';
 import { Point } from '../../../../../utils/point';
 import { TextDirection } from '../../../utils/axis_utils';
@@ -88,17 +89,7 @@ export function wrapLines(
   const textArr: string[] = [];
   const textMeasureProcessor = measureText(ctx);
   const getTextWidth = (textString: string) => {
-    const measuredText = textMeasureProcessor(fontSize, [
-      {
-        text: textString,
-        ...font,
-      },
-    ]);
-    const [measure] = measuredText;
-    if (measure) {
-      return measure.width;
-    }
-    return 0;
+    return textMeasureProcessor(textString, font, fontSize).width;
   };
 
   const additionalWidth = shouldAddEllipsis ? getTextWidth(ELLIPSIS) : 0;
diff --git a/packages/charts/src/chart_types/xy_chart/rendering/bars.ts b/packages/charts/src/chart_types/xy_chart/rendering/bars.ts
index f16ff82d55..398ba25184 100644
--- a/packages/charts/src/chart_types/xy_chart/rendering/bars.ts
+++ b/packages/charts/src/chart_types/xy_chart/rendering/bars.ts
@@ -9,7 +9,7 @@
 import { Color } from '../../../common/colors';
 import { Scale } from '../../../scales';
 import { ScaleType } from '../../../scales/constants';
-import { TextMeasure, withTextMeasure } from '../../../utils/bbox/canvas_text_bbox_calculator';
+import { TextMeasure } from '../../../utils/bbox/canvas_text_bbox_calculator';
 import { clamp, mergePartial } from '../../../utils/common';
 import { Dimensions } from '../../../utils/dimensions';
 import { BandedAccessorType, BarGeometry } from '../../../utils/geometry';
@@ -29,6 +29,7 @@ type BarTuple = {
 
 /** @internal */
 export function renderBars(
+  measureText: TextMeasure,
   orderIndex: number,
   dataSeries: DataSeries,
   xScale: Scale<number | string>,
@@ -46,115 +47,113 @@ export function renderBars(
   const initialBarTuple: BarTuple = { barGeometries: [], indexedGeometryMap: new IndexedGeometryMap() } as BarTuple;
   const isLogY = yScale.type === ScaleType.Log;
   const isInvertedY = yScale.isInverted;
-  return withTextMeasure((textMeasure) =>
-    dataSeries.data.reduce((barTuple: BarTuple, datum) => {
-      const xScaled = xScale.scale(datum.x);
-      if (!xScale.isValueInDomain(datum.x) || Number.isNaN(xScaled)) {
-        return barTuple; // don't create a bar if not within the xScale domain
-      }
-      const { barGeometries, indexedGeometryMap } = barTuple;
-      const { y0, y1, initialY1, filled } = datum;
-      const rawY = isLogY && (y1 === 0 || y1 === null) ? yScale.range[0] : yScale.scale(y1);
-
-      const y0Scaled = isLogY
-        ? y0 === 0 || y0 === null
-          ? yScale.range[isInvertedY ? 1 : 0]
-          : yScale.scale(y0)
-        : yScale.scale(y0 === null ? 0 : y0);
-
-      const finiteHeight = y0Scaled - rawY || 0;
-      const absHeight = Math.abs(finiteHeight);
-      const height = absHeight === 0 ? absHeight : Math.max(minBarHeight, absHeight); // extend nonzero bars
-      const heightExtension = height - absHeight;
-      const isUpsideDown = finiteHeight < 0;
-      const finiteY = Number.isNaN(y0Scaled + rawY) ? 0 : rawY;
-      const y = isUpsideDown ? finiteY - height + heightExtension : finiteY - heightExtension;
-
-      const seriesIdentifier: XYChartSeriesIdentifier = {
-        key: dataSeries.key,
-        specId: dataSeries.specId,
-        yAccessor: dataSeries.yAccessor,
-        splitAccessors: dataSeries.splitAccessors,
-        seriesKeys: dataSeries.seriesKeys,
-        smHorizontalAccessorValue: dataSeries.smHorizontalAccessorValue,
-        smVerticalAccessorValue: dataSeries.smVerticalAccessorValue,
-      };
-
-      const seriesStyle = getBarStyleOverrides(datum, seriesIdentifier, sharedSeriesStyle, styleAccessor);
-
-      const maxPixelWidth = clamp(seriesStyle.rect.widthRatio ?? 1, 0, 1) * xScale.bandwidth;
-      const minPixelWidth = clamp(seriesStyle.rect.widthPixel ?? 0, 0, maxPixelWidth);
-
-      const width = clamp(seriesStyle.rect.widthPixel ?? xScale.bandwidth, minPixelWidth, maxPixelWidth);
-      const x = xScaled + xScale.bandwidth * orderIndex + xScale.bandwidth / 2 - width / 2;
-
-      const y1Value = getDatumYValue(datum, false, false, stackMode);
-      const formattedDisplayValue = displayValueSettings?.valueFormatter?.(y1Value);
-
-      // only show displayValue for even bars if showOverlappingValue
-      const displayValueText =
-        displayValueSettings?.isAlternatingValueLabel && barGeometries.length % 2 ? undefined : formattedDisplayValue;
-
-      const { displayValueWidth, fixedFontScale } = computeBoxWidth(
-        displayValueText ?? '',
-        { padding: PADDING, fontSize, fontFamily, textMeasure, width },
-        displayValueSettings,
-      );
-
-      const isHorizontalRotation = chartRotation % 180 === 0;
-      // Pick the right side of the label's box to use as factor reference
-      const referenceWidth = Math.max(isHorizontalRotation ? displayValueWidth : fixedFontScale, 1);
-
-      const textScalingFactor = getFinalFontScalingFactor(
-        (width * FONT_SIZE_FACTOR) / referenceWidth,
-        fixedFontScale,
-        fontSize,
-      );
-      const overflowConstraints: Set<LabelOverflowConstraint> = new Set(
-        displayValueSettings?.overflowConstraints ?? [
-          LabelOverflowConstraint.ChartEdges,
-          LabelOverflowConstraint.BarGeometry,
-        ],
-      );
-
-      // Based on rotation scale the width of the text box
-      const bboxWidthFactor = isHorizontalRotation ? textScalingFactor : 1;
-
-      const displayValue: BarGeometry['displayValue'] | undefined =
-        displayValueText && displayValueSettings?.showValueLabel
-          ? {
-              fontScale: textScalingFactor,
-              fontSize: fixedFontScale,
-              text: displayValueText,
-              width: bboxWidthFactor * displayValueWidth,
-              height: textScalingFactor * fixedFontScale,
-              overflowConstraints,
-              isValueContainedInElement: displayValueSettings?.isValueContainedInElement ?? false,
-            }
-          : undefined;
-
-      const barGeometry: BarGeometry = {
-        displayValue,
-        x,
-        y,
-        transform: { x: 0, y: 0 },
-        width,
-        height,
-        color,
-        value: { x: datum.x, y: y1Value, mark: null, accessor: BandedAccessorType.Y1, datum: datum.datum },
-        seriesIdentifier,
-        seriesStyle,
-        panel,
-      };
-      indexedGeometryMap.set(barGeometry);
-
-      if (y1 !== null && initialY1 !== null && filled?.y1 === undefined) {
-        barGeometries.push(barGeometry);
-      }
-
-      return barTuple;
-    }, initialBarTuple),
-  );
+  return dataSeries.data.reduce((barTuple: BarTuple, datum) => {
+    const xScaled = xScale.scale(datum.x);
+    if (!xScale.isValueInDomain(datum.x) || Number.isNaN(xScaled)) {
+      return barTuple; // don't create a bar if not within the xScale domain
+    }
+    const { barGeometries, indexedGeometryMap } = barTuple;
+    const { y0, y1, initialY1, filled } = datum;
+    const rawY = isLogY && (y1 === 0 || y1 === null) ? yScale.range[0] : yScale.scale(y1);
+
+    const y0Scaled = isLogY
+      ? y0 === 0 || y0 === null
+        ? yScale.range[isInvertedY ? 1 : 0]
+        : yScale.scale(y0)
+      : yScale.scale(y0 === null ? 0 : y0);
+
+    const finiteHeight = y0Scaled - rawY || 0;
+    const absHeight = Math.abs(finiteHeight);
+    const height = absHeight === 0 ? absHeight : Math.max(minBarHeight, absHeight); // extend nonzero bars
+    const heightExtension = height - absHeight;
+    const isUpsideDown = finiteHeight < 0;
+    const finiteY = Number.isNaN(y0Scaled + rawY) ? 0 : rawY;
+    const y = isUpsideDown ? finiteY - height + heightExtension : finiteY - heightExtension;
+
+    const seriesIdentifier: XYChartSeriesIdentifier = {
+      key: dataSeries.key,
+      specId: dataSeries.specId,
+      yAccessor: dataSeries.yAccessor,
+      splitAccessors: dataSeries.splitAccessors,
+      seriesKeys: dataSeries.seriesKeys,
+      smHorizontalAccessorValue: dataSeries.smHorizontalAccessorValue,
+      smVerticalAccessorValue: dataSeries.smVerticalAccessorValue,
+    };
+
+    const seriesStyle = getBarStyleOverrides(datum, seriesIdentifier, sharedSeriesStyle, styleAccessor);
+
+    const maxPixelWidth = clamp(seriesStyle.rect.widthRatio ?? 1, 0, 1) * xScale.bandwidth;
+    const minPixelWidth = clamp(seriesStyle.rect.widthPixel ?? 0, 0, maxPixelWidth);
+
+    const width = clamp(seriesStyle.rect.widthPixel ?? xScale.bandwidth, minPixelWidth, maxPixelWidth);
+    const x = xScaled + xScale.bandwidth * orderIndex + xScale.bandwidth / 2 - width / 2;
+
+    const y1Value = getDatumYValue(datum, false, false, stackMode);
+    const formattedDisplayValue = displayValueSettings?.valueFormatter?.(y1Value);
+
+    // only show displayValue for even bars if showOverlappingValue
+    const displayValueText =
+      displayValueSettings?.isAlternatingValueLabel && barGeometries.length % 2 ? undefined : formattedDisplayValue;
+
+    const { displayValueWidth, fixedFontScale } = computeBoxWidth(
+      displayValueText ?? '',
+      { padding: PADDING, fontSize, fontFamily, measureText, width },
+      displayValueSettings,
+    );
+
+    const isHorizontalRotation = chartRotation % 180 === 0;
+    // Pick the right side of the label's box to use as factor reference
+    const referenceWidth = Math.max(isHorizontalRotation ? displayValueWidth : fixedFontScale, 1);
+
+    const textScalingFactor = getFinalFontScalingFactor(
+      (width * FONT_SIZE_FACTOR) / referenceWidth,
+      fixedFontScale,
+      fontSize,
+    );
+    const overflowConstraints: Set<LabelOverflowConstraint> = new Set(
+      displayValueSettings?.overflowConstraints ?? [
+        LabelOverflowConstraint.ChartEdges,
+        LabelOverflowConstraint.BarGeometry,
+      ],
+    );
+
+    // Based on rotation scale the width of the text box
+    const bboxWidthFactor = isHorizontalRotation ? textScalingFactor : 1;
+
+    const displayValue: BarGeometry['displayValue'] | undefined =
+      displayValueText && displayValueSettings?.showValueLabel
+        ? {
+            fontScale: textScalingFactor,
+            fontSize: fixedFontScale,
+            text: displayValueText,
+            width: bboxWidthFactor * displayValueWidth,
+            height: textScalingFactor * fixedFontScale,
+            overflowConstraints,
+            isValueContainedInElement: displayValueSettings?.isValueContainedInElement ?? false,
+          }
+        : undefined;
+
+    const barGeometry: BarGeometry = {
+      displayValue,
+      x,
+      y,
+      transform: { x: 0, y: 0 },
+      width,
+      height,
+      color,
+      value: { x: datum.x, y: y1Value, mark: null, accessor: BandedAccessorType.Y1, datum: datum.datum },
+      seriesIdentifier,
+      seriesStyle,
+      panel,
+    };
+    indexedGeometryMap.set(barGeometry);
+
+    if (y1 !== null && initialY1 !== null && filled?.y1 === undefined) {
+      barGeometries.push(barGeometry);
+    }
+
+    return barTuple;
+  }, initialBarTuple);
 }
 
 /**
@@ -167,24 +166,28 @@ function computeBoxWidth(
     padding,
     fontSize,
     fontFamily,
-    textMeasure,
+    measureText,
     width,
   }: {
     padding: number;
     fontSize: number | { min: number; max: number };
     fontFamily: string;
-    textMeasure: TextMeasure;
+    measureText: TextMeasure;
     width: number;
   },
   displayValueSettings: DisplayValueSpec | undefined,
 ): { fixedFontScale: number; displayValueWidth: number } {
   const fixedFontScale = Math.max(typeof fontSize === 'number' ? fontSize : fontSize.min, 1);
 
-  const computedDisplayValueWidth = textMeasure(text || '', padding, fixedFontScale, fontFamily).width;
+  const computedDisplayValueWidth = measureText(
+    text,
+    { fontFamily, fontWeight: 'normal', fontStyle: 'normal', fontVariant: 'normal' },
+    fixedFontScale,
+  ).width;
   if (typeof fontSize !== 'number') {
     return {
       fixedFontScale,
-      displayValueWidth: computedDisplayValueWidth,
+      displayValueWidth: computedDisplayValueWidth + padding,
     };
   }
   return {
diff --git a/packages/charts/src/chart_types/xy_chart/state/__snapshots__/chart_state.debug.test.ts.snap b/packages/charts/src/chart_types/xy_chart/state/__snapshots__/chart_state.debug.test.ts.snap
index 664a2a431d..91e92d8f56 100644
--- a/packages/charts/src/chart_types/xy_chart/state/__snapshots__/chart_state.debug.test.ts.snap
+++ b/packages/charts/src/chart_types/xy_chart/state/__snapshots__/chart_state.debug.test.ts.snap
@@ -89,7 +89,7 @@ Object {
       "color": "#1EA593",
       "key": "groupId{__global__}spec{spec1}yAccessor{1}splitAccessors{}",
       "name": "spec1",
-      "path": "M0,140L58,98.35L145,0",
+      "path": "M0,143L58,100.45L145,0",
       "points": Array [
         Object {
           "mark": null,
@@ -203,7 +203,7 @@ Object {
       "color": "#1EA593",
       "key": "groupId{__global__}spec{spec1}yAccessor{1}splitAccessors{}",
       "name": "spec1",
-      "path": "M0,144.5L56.2,101.5L140.5,0",
+      "path": "M0,144.5L57.400000000000006,101.5L143.5,0",
       "points": Array [
         Object {
           "mark": null,
@@ -317,7 +317,7 @@ Object {
       "color": "#1EA593",
       "key": "groupId{__global__}spec{spec1}yAccessor{1}splitAccessors{}",
       "name": "spec1",
-      "path": "M0,140L58,98.35L145,0",
+      "path": "M0,143L58,100.45L145,0",
       "points": Array [
         Object {
           "mark": null,
@@ -431,7 +431,7 @@ Object {
       "color": "#1EA593",
       "key": "groupId{__global__}spec{spec1}yAccessor{1}splitAccessors{}",
       "name": "spec1",
-      "path": "M0,144.5L56.2,101.5L140.5,0",
+      "path": "M0,144.5L57.400000000000006,101.5L143.5,0",
       "points": Array [
         Object {
           "mark": null,
diff --git a/packages/charts/src/chart_types/xy_chart/state/selectors/compute_axis_ticks_dimensions.ts b/packages/charts/src/chart_types/xy_chart/state/selectors/compute_axis_ticks_dimensions.ts
index 3c70a92e80..9d45f020e1 100644
--- a/packages/charts/src/chart_types/xy_chart/state/selectors/compute_axis_ticks_dimensions.ts
+++ b/packages/charts/src/chart_types/xy_chart/state/selectors/compute_axis_ticks_dimensions.ts
@@ -116,7 +116,16 @@ export const getLabelBox = (
 ): TickLabelBounds => ({
   ...(axesStyle.tickLabel.visible ? ticks.map(labelFormatter) : []).reduce(
     (sizes, labelText) => {
-      const bbox = textMeasure(labelText, 0, axesStyle.tickLabel.fontSize, axesStyle.tickLabel.fontFamily);
+      const bbox = textMeasure(
+        labelText,
+        {
+          fontStyle: axesStyle.tickLabel.fontStyle ?? 'normal',
+          fontFamily: axesStyle.tickLabel.fontFamily,
+          fontWeight: 'normal',
+          fontVariant: 'normal',
+        },
+        axesStyle.tickLabel.fontSize,
+      );
       const rotatedBbox = computeRotatedLabelDimensions(bbox, axesStyle.tickLabel.rotation);
       sizes.maxLabelBboxWidth = Math.max(sizes.maxLabelBboxWidth, Math.ceil(rotatedBbox.width));
       sizes.maxLabelBboxHeight = Math.max(sizes.maxLabelBboxHeight, Math.ceil(rotatedBbox.height));
diff --git a/packages/charts/src/chart_types/xy_chart/state/selectors/compute_series_geometries.ts b/packages/charts/src/chart_types/xy_chart/state/selectors/compute_series_geometries.ts
index 29fc10608a..fcdefca99d 100644
--- a/packages/charts/src/chart_types/xy_chart/state/selectors/compute_series_geometries.ts
+++ b/packages/charts/src/chart_types/xy_chart/state/selectors/compute_series_geometries.ts
@@ -9,6 +9,7 @@
 import { createCustomCachedSelector } from '../../../../state/create_selector';
 import { getChartThemeSelector } from '../../../../state/selectors/get_chart_theme';
 import { getSettingsSpecSelector } from '../../../../state/selectors/get_settings_specs';
+import { withTextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { computeSeriesGeometries } from '../utils/utils';
 import { getFallBackTickFormatter } from './compute_axis_ticks_dimensions';
 import { computeSeriesDomainsSelector } from './compute_series_domains';
@@ -30,5 +31,20 @@ export const computeSeriesGeometriesSelector = createCustomCachedSelector(
     isHistogramModeEnabledSelector,
     getFallBackTickFormatter,
   ],
-  computeSeriesGeometries,
+  (specs, domain, colors, theme, settings, axis, smScales, isHistogram, fallbackFormatter) => {
+    return withTextMeasure((measureText) =>
+      computeSeriesGeometries(
+        specs,
+        domain,
+        colors,
+        theme,
+        settings,
+        axis,
+        smScales,
+        isHistogram,
+        fallbackFormatter,
+        measureText,
+      ),
+    );
+  },
 );
diff --git a/packages/charts/src/chart_types/xy_chart/state/utils/utils.ts b/packages/charts/src/chart_types/xy_chart/state/utils/utils.ts
index a3d3d76d6f..9a82d83358 100644
--- a/packages/charts/src/chart_types/xy_chart/state/utils/utils.ts
+++ b/packages/charts/src/chart_types/xy_chart/state/utils/utils.ts
@@ -11,6 +11,7 @@ import { getPredicateFn, Predicate } from '../../../../common/predicate';
 import { SeriesIdentifier, SeriesKey } from '../../../../common/series_id';
 import { Scale } from '../../../../scales';
 import { SettingsSpec, TickFormatter } from '../../../../specs';
+import { TextMeasure } from '../../../../utils/bbox/canvas_text_bbox_calculator';
 import { isUniqueArray, mergePartial, Rotation } from '../../../../utils/common';
 import { CurveType } from '../../../../utils/curves';
 import { Dimensions, Size } from '../../../../utils/dimensions';
@@ -169,6 +170,7 @@ export function computeSeriesGeometries(
   smallMultiplesScales: SmallMultipleScales,
   enableHistogramMode: boolean,
   fallbackTickFormatter: TickFormatter,
+  measureText: TextMeasure,
 ): ComputedGeometries {
   const chartColors: ColorConfig = chartTheme.colors;
   const formattedDataSeries = nonFilteredDataSeries.filter(({ isFiltered }) => !isFiltered);
@@ -209,6 +211,7 @@ export function computeSeriesGeometries(
     enableHistogramMode,
     chartRotation,
     fallbackTickFormatter,
+    measureText,
   );
 
   const totalBarsInCluster = Object.values(barIndexByPanel).reduce((acc, curr) => Math.max(acc, curr.length), 0);
@@ -280,6 +283,7 @@ function renderGeometries(
   enableHistogramMode: boolean,
   chartRotation: Rotation,
   fallBackTickFormatter: TickFormatter,
+  measureText: TextMeasure,
 ): Omit<ComputedGeometries, 'scales'> {
   const len = dataSeries.length;
   let i;
@@ -360,6 +364,7 @@ function renderGeometries(
         : undefined;
 
       const renderedBars = renderBars(
+        measureText,
         shift,
         ds,
         xScale,
diff --git a/packages/charts/src/common/text_utils.ts b/packages/charts/src/common/text_utils.ts
index 418ede3bc1..255c448ba6 100644
--- a/packages/charts/src/common/text_utils.ts
+++ b/packages/charts/src/common/text_utils.ts
@@ -10,6 +10,7 @@ import { $Values as Values } from 'utility-types';
 
 import { ArrayEntry } from '../chart_types/partition_chart/layout/utils/group_by_rollup';
 import { integerSnap, monotonicHillClimb } from '../solvers/monotonic_hill_climb';
+import { TextMeasure } from '../utils/bbox/canvas_text_bbox_calculator';
 import { Datum } from '../utils/common';
 import { Color } from './colors';
 import { Pixels, Rectangle } from './geometry';
@@ -48,8 +49,6 @@ export type TextBaseline = typeof TEXT_BASELINE[number];
 export type VerticalAlignments = Values<typeof VerticalAlignments>;
 /** @internal */
 export type Relation = Array<Datum>;
-/** @internal */
-export type TextMeasure = (fontSize: number, boxes: Omit<Box, 'isValue'>[]) => TextMetrics[];
 
 /**
  * this doesn't include the font size, so it's more like a font face (?) - unfortunately all vague terms
@@ -85,19 +84,13 @@ export interface Part extends Rectangle {
 }
 
 /** @internal */
-export function cssFontShorthand({ fontStyle, fontVariant, fontWeight, fontFamily }: Font, fontSize: Pixels) {
+export function cssFontShorthand(
+  { fontStyle, fontVariant, fontWeight, fontFamily }: Omit<Font, 'textColor'>,
+  fontSize: Pixels,
+) {
   return `${fontStyle} ${fontVariant} ${fontWeight} ${fontSize}px ${fontFamily}`;
 }
 
-/** @internal */
-export function measureText(ctx: CanvasRenderingContext2D): TextMeasure {
-  return (fontSize, boxes) =>
-    boxes.map((box) => {
-      ctx.font = cssFontShorthand(box, fontSize);
-      return ctx.measureText(box.text);
-    });
-}
-
 /** @internal */
 export const VerticalAlignments = Object.freeze({
   top: 'top' as const,
@@ -119,7 +112,7 @@ export type HorizontalAlignment = Values<typeof HorizontalAlignment>;
 
 /** @internal */
 export function measureOneBoxWidth(measure: TextMeasure, fontSize: number, box: Box) {
-  return measure(fontSize, [box])[0].width;
+  return measure(box.text, box, fontSize).width;
 }
 
 /** @internal */
@@ -136,10 +129,10 @@ export function fitText(
   font: Font,
 ) {
   const desiredLength = desiredText.length;
-  const response = (v: number) => measure(fontSize, [{ ...font, text: desiredText.slice(0, Math.max(0, v)) }])[0].width;
+  const response = (v: number) => measure(desiredText.slice(0, Math.max(0, v)), font, fontSize).width;
   const visibleLength = monotonicHillClimb(response, desiredLength, allottedWidth, integerSnap);
   const text = visibleLength < 2 && desiredLength >= 2 ? '' : cutToLength(desiredText, visibleLength);
-  const { width } = measure(fontSize, [{ ...font, text }])[0];
+  const { width } = measure(text, font, fontSize);
   return { width, text };
 }
 
@@ -154,7 +147,7 @@ export function maximiseFontSize(
   boxHeight: Pixels,
 ): Pixels {
   const response = (fontSize: number) => {
-    const [{ width }] = measure(fontSize, [{ text, ...font }]);
+    const { width } = measure(text, font, fontSize);
     const widthDiff = boxWidth - width;
     const heightDiff = boxHeight - fontSize;
     return -Math.min(widthDiff, heightDiff);
diff --git a/packages/charts/src/state/selectors/get_legend_size.ts b/packages/charts/src/state/selectors/get_legend_size.ts
index 5f40ef1057..7d3d73c4dd 100644
--- a/packages/charts/src/state/selectors/get_legend_size.ts
+++ b/packages/charts/src/state/selectors/get_legend_size.ts
@@ -45,7 +45,12 @@ export const getLegendSizeSelector = createCustomCachedSelector(
     const bbox = withTextMeasure((textMeasure) =>
       labels.reduce(
         (acc, { label, depth }) => {
-          const { width, height } = textMeasure(label, 1, 12, MAGIC_FONT_FAMILY, 1.5, 400);
+          const { width, height } = textMeasure(
+            label,
+            { fontFamily: MAGIC_FONT_FAMILY, fontVariant: 'normal', fontWeight: 400, fontStyle: 'normal' },
+            12,
+            1.5,
+          );
           acc.width = Math.max(acc.width, width + depth * LEGEND_HIERARCHY_MARGIN);
           acc.height = Math.max(acc.height, height);
           return acc;
diff --git a/packages/charts/src/utils/bbox/canvas_text_bbox_calculator.test.ts b/packages/charts/src/utils/bbox/canvas_text_bbox_calculator.test.ts
index cfd0e6aca2..f56d44ff82 100644
--- a/packages/charts/src/utils/bbox/canvas_text_bbox_calculator.test.ts
+++ b/packages/charts/src/utils/bbox/canvas_text_bbox_calculator.test.ts
@@ -11,8 +11,13 @@ import { withTextMeasure } from './canvas_text_bbox_calculator';
 describe('CanvasTextBBoxCalculator', () => {
   test('can create a canvas for computing text measurement values', () =>
     withTextMeasure((textMeasure) => {
-      const bbox = textMeasure('foo', 0, 16, 'Arial');
-      expect(Math.abs(bbox.width - 23.2)).toBeLessThanOrEqual(2);
+      const bbox = textMeasure(
+        'foo',
+        { fontStyle: 'normal', fontWeight: 'normal', fontFamily: 'Arial', fontVariant: 'normal' },
+        16,
+      );
+      // the string width is: 22.242 (chrome 96, safari 15.1), 22.233 (firefox 95), 21.15625 on node-canvas
+      expect(Math.abs(bbox.width - 22)).toBeLessThanOrEqual(2);
       expect(bbox.height).toBe(16);
     }));
 });
diff --git a/packages/charts/src/utils/bbox/canvas_text_bbox_calculator.ts b/packages/charts/src/utils/bbox/canvas_text_bbox_calculator.ts
index cc6ec27aac..ea900c8ee6 100644
--- a/packages/charts/src/utils/bbox/canvas_text_bbox_calculator.ts
+++ b/packages/charts/src/utils/bbox/canvas_text_bbox_calculator.ts
@@ -6,33 +6,28 @@
  * Side Public License, v 1.
  */
 
+import { cssFontShorthand, Font } from '../../common/text_utils';
 import { Size } from '../dimensions';
 
-/** @internal */
-export type TextMeasure = (
-  text: string,
-  padding: number,
-  fontSize: number,
-  fontFamily: string,
-  lineHeight?: number,
-  fontWeight?: number,
-) => Size;
-
 /** @internal */
 export const withTextMeasure = <T>(fun: (textMeasure: TextMeasure) => T) => {
   const canvas = document.createElement('canvas');
-  canvas.style.display = 'none';
   const ctx = canvas.getContext('2d');
-  const root = document.documentElement;
-  root.appendChild(canvas);
-  const textMeasure: TextMeasure = ctx
-    ? (text: string, padding: number, fontSize, fontFamily, lineHeight = 1, fontWeight = 400) => {
-        ctx.font = `${fontWeight} ${fontSize}px ${fontFamily}`;
-        const measure = ctx.measureText(text);
-        return { width: measure.width + Math.max(padding, 1), height: fontSize * lineHeight }; // padding should be at least one to avoid browser measureText inconsistencies
-      }
-    : () => ({ width: 0, height: 0 });
-  const result: T = fun(textMeasure);
-  root.removeChild(canvas);
-  return result;
+  return fun(ctx ? measureText(ctx) : () => ({ width: 0, height: 0 }));
 };
+
+/** @internal */
+export type TextMeasure = (text: string, font: Omit<Font, 'textColor'>, fontSize: number, lineHeight?: number) => Size;
+
+/** @internal */
+export function measureText(ctx: CanvasRenderingContext2D): TextMeasure {
+  return (text, font, fontSize, lineHeight = 1) => {
+    if (text.length === 0) {
+      // TODO this is a temporary fix to make the multilayer time axis work
+      return { width: 0, height: fontSize * lineHeight };
+    }
+    ctx.font = cssFontShorthand(font, fontSize);
+    const { actualBoundingBoxLeft, actualBoundingBoxRight } = ctx.measureText(text);
+    return { width: actualBoundingBoxLeft + actualBoundingBoxRight, height: fontSize * lineHeight };
+  };
+}