diff --git a/package.json b/package.json
index ccd5182e04a55..4676515b4f889 100644
--- a/package.json
+++ b/package.json
@@ -101,7 +101,7 @@
     "@dnd-kit/utilities": "^2.0.0",
     "@elastic/apm-rum": "^5.16.0",
     "@elastic/apm-rum-react": "^2.0.2",
-    "@elastic/charts": "61.2.0",
+    "@elastic/charts": "63.0.0",
     "@elastic/datemath": "5.0.3",
     "@elastic/elasticsearch": "npm:@elastic/elasticsearch-canary@8.9.1-canary.1",
     "@elastic/ems-client": "8.5.1",
diff --git a/x-pack/plugins/observability/public/pages/overview/components/sections/logs/logs_section.tsx b/x-pack/plugins/observability/public/pages/overview/components/sections/logs/logs_section.tsx
index 63087aad6dd30..2651cef2191d0 100644
--- a/x-pack/plugins/observability/public/pages/overview/components/sections/logs/logs_section.tsx
+++ b/x-pack/plugins/observability/public/pages/overview/components/sections/logs/logs_section.tsx
@@ -142,7 +142,11 @@ export function LogsSection({ bucketSize }: Props) {
           showLegend
           legendPosition={Position.Right}
           xDomain={{ min, max }}
-          showLegendExtra
+          // Please double check if the data passed to the chart contains all the buckets, even the empty ones.
+          // the showLegendExtra will display the last element of the data array as the default legend value
+          // and if empty buckets are filtered out you can probably see a value that doesn't correspond
+          // to the value in the last time bucket visualized.
+          // showLegendExtra
           locale={i18n.getLocale()}
         />
         {series &&
diff --git a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/__snapshots__/external_alert.test.ts.snap b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/__snapshots__/external_alert.test.ts.snap
index e8bdc77c7c460..4e26d269ed8ad 100644
--- a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/__snapshots__/external_alert.test.ts.snap
+++ b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/__snapshots__/external_alert.test.ts.snap
@@ -41,6 +41,9 @@ Object {
                 "isBucketed": false,
                 "label": "Count of records",
                 "operationType": "count",
+                "params": Object {
+                  "emptyAsNull": true,
+                },
                 "scale": "ratio",
                 "sourceField": "___records___",
               },
@@ -50,6 +53,7 @@ Object {
                 "label": "@timestamp",
                 "operationType": "date_histogram",
                 "params": Object {
+                  "includeEmptyRows": true,
                   "interval": "auto",
                 },
                 "scale": "interval",
diff --git a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/alerts/__snapshots__/alerts_histogram.test.ts.snap b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/alerts/__snapshots__/alerts_histogram.test.ts.snap
index a48df2b2787e6..5e666cc63c3e9 100644
--- a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/alerts/__snapshots__/alerts_histogram.test.ts.snap
+++ b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/alerts/__snapshots__/alerts_histogram.test.ts.snap
@@ -50,6 +50,7 @@ Object {
                 "label": "@timestamp",
                 "operationType": "date_histogram",
                 "params": Object {
+                  "includeEmptyRows": true,
                   "interval": "auto",
                 },
                 "scale": "interval",
@@ -60,6 +61,9 @@ Object {
                 "isBucketed": false,
                 "label": "Count of records",
                 "operationType": "count",
+                "params": Object {
+                  "emptyAsNull": true,
+                },
                 "scale": "ratio",
                 "sourceField": "___records___",
               },
@@ -233,6 +237,7 @@ Object {
                 "label": "@timestamp",
                 "operationType": "date_histogram",
                 "params": Object {
+                  "includeEmptyRows": true,
                   "interval": "auto",
                 },
                 "scale": "interval",
@@ -243,6 +248,9 @@ Object {
                 "isBucketed": false,
                 "label": "Count of records",
                 "operationType": "count",
+                "params": Object {
+                  "emptyAsNull": true,
+                },
                 "scale": "ratio",
                 "sourceField": "___records___",
               },
diff --git a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/alerts/alerts_histogram.ts b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/alerts/alerts_histogram.ts
index 571040b33b378..5fb0630bcca80 100644
--- a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/alerts/alerts_histogram.ts
+++ b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/alerts/alerts_histogram.ts
@@ -70,6 +70,7 @@ export const getAlertsHistogramLensAttributes: GetLensAttributes = (
                   scale: 'interval',
                   params: {
                     interval: 'auto',
+                    includeEmptyRows: true,
                   },
                 },
                 'e09e0380-0740-4105-becc-0a4ca12e3944': {
@@ -79,6 +80,7 @@ export const getAlertsHistogramLensAttributes: GetLensAttributes = (
                   isBucketed: false,
                   scale: 'ratio',
                   sourceField: '___records___',
+                  params: { emptyAsNull: true },
                 },
                 '34919782-4546-43a5-b668-06ac934d3acd': {
                   label: `Top values of ${stackByField}`,
diff --git a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/events.ts b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/events.ts
index baa267b9f17b8..8e238ca11b1d7 100644
--- a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/events.ts
+++ b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/events.ts
@@ -71,6 +71,7 @@ export const getEventsHistogramLensAttributes: GetLensAttributes = (
                   scale: 'interval',
                   params: {
                     interval: 'auto',
+                    includeEmptyRows: true,
                   },
                 },
                 'e09e0380-0740-4105-becc-0a4ca12e3944': {
@@ -80,6 +81,7 @@ export const getEventsHistogramLensAttributes: GetLensAttributes = (
                   isBucketed: false,
                   scale: 'ratio',
                   sourceField: '___records___',
+                  params: { emptyAsNull: true },
                 },
                 '34919782-4546-43a5-b668-06ac934d3acd': {
                   label: `Top values of ${stackByField}`,
diff --git a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/external_alert.ts b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/external_alert.ts
index 2aa3eab25d105..3baec52d3b8fb 100644
--- a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/external_alert.ts
+++ b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/common/external_alert.ts
@@ -91,6 +91,7 @@ export const getExternalAlertLensAttributes: GetLensAttributes = (
                   scale: 'interval',
                   params: {
                     interval: 'auto',
+                    includeEmptyRows: true,
                   },
                 },
                 '0a923af2-c880-4aa3-aa93-a0b9c2801f6d': {
@@ -100,6 +101,7 @@ export const getExternalAlertLensAttributes: GetLensAttributes = (
                   isBucketed: false,
                   scale: 'ratio',
                   sourceField: '___records___',
+                  params: { emptyAsNull: true },
                 },
                 '42334c6e-98d9-47a2-b4cb-a445abb44c93': {
                   label: TOP_VALUE(`${stackByField}`), // could be event.category
diff --git a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/network/__snapshots__/dns_top_domains.test.ts.snap b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/network/__snapshots__/dns_top_domains.test.ts.snap
index 5d7a36ab09e20..19a5eb4f45b71 100644
--- a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/network/__snapshots__/dns_top_domains.test.ts.snap
+++ b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/network/__snapshots__/dns_top_domains.test.ts.snap
@@ -26,6 +26,9 @@ Object {
                 "isBucketed": false,
                 "label": "Unique count of dns.question.name",
                 "operationType": "unique_count",
+                "params": Object {
+                  "emptyAsNull": true,
+                },
                 "scale": "ratio",
                 "sourceField": "dns.question.name",
               },
@@ -35,6 +38,7 @@ Object {
                 "label": "@timestamp",
                 "operationType": "date_histogram",
                 "params": Object {
+                  "includeEmptyRows": true,
                   "interval": "auto",
                 },
                 "scale": "interval",
diff --git a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/network/dns_top_domains.ts b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/network/dns_top_domains.ts
index f39ad3c2ea30d..39f5d56a3d461 100644
--- a/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/network/dns_top_domains.ts
+++ b/x-pack/plugins/security_solution/public/common/components/visualization_actions/lens_attributes/network/dns_top_domains.ts
@@ -133,6 +133,7 @@ export const getDnsTopDomainsLensAttributes: GetLensAttributes = (
                   scale: 'interval',
                   params: {
                     interval: 'auto',
+                    includeEmptyRows: true,
                   },
                 },
                 '2a4d5e20-f570-48e4-b9ab-ff3068919377': {
@@ -142,6 +143,7 @@ export const getDnsTopDomainsLensAttributes: GetLensAttributes = (
                   scale: 'ratio',
                   sourceField: 'dns.question.name',
                   isBucketed: false,
+                  params: { emptyAsNull: true },
                 },
               },
               columnOrder: [
diff --git a/x-pack/plugins/stack_alerts/public/rule_types/threshold/visualization.tsx b/x-pack/plugins/stack_alerts/public/rule_types/threshold/visualization.tsx
index c8996d9fcaa4b..918c87c5d13a8 100644
--- a/x-pack/plugins/stack_alerts/public/rule_types/threshold/visualization.tsx
+++ b/x-pack/plugins/stack_alerts/public/rule_types/threshold/visualization.tsx
@@ -269,7 +269,11 @@ export const ThresholdVisualization: React.FunctionComponent<Props> = ({
               baseTheme={chartsBaseTheme}
               xDomain={domain}
               showLegend={!!termField}
-              showLegendExtra
+              // Please double check if the data passed to the chart contains all the buckets, even the empty ones.
+              // the showLegendExtra will display the last element of the data array as the default legend value
+              // and if empty buckets are filtered out you can probably see a value that doesn't correspond
+              // to the value in the last time bucket visualized.
+              // showLegendExtra
               legendPosition={Position.Bottom}
               locale={i18n.getLocale()}
             />
diff --git a/x-pack/plugins/uptime/public/legacy_uptime/components/common/charts/duration_chart.tsx b/x-pack/plugins/uptime/public/legacy_uptime/components/common/charts/duration_chart.tsx
index 8e5da4fa970ab..d85654b195c6d 100644
--- a/x-pack/plugins/uptime/public/legacy_uptime/components/common/charts/duration_chart.tsx
+++ b/x-pack/plugins/uptime/public/legacy_uptime/components/common/charts/duration_chart.tsx
@@ -106,7 +106,11 @@ export const DurationChartComponent = ({
           <Settings
             xDomain={{ min, max }}
             showLegend
-            showLegendExtra
+            // Please double check if the data passed to the chart contains all the buckets, even the empty ones.
+            // the showLegendExtra will display the last element of the data array as the default legend value
+            // and if empty buckets are filtered out you can probably see a value that doesn't correspond
+            // to the value in the last time bucket visualized.
+            // showLegendExtra
             legendPosition={Position.Right}
             onBrushEnd={onBrushEnd}
             onLegendItemClick={legendToggleVisibility}
diff --git a/x-pack/plugins/watcher/server/models/watch/threshold_watch/build_visualize_query.js b/x-pack/plugins/watcher/server/models/watch/threshold_watch/build_visualize_query.js
index 60b2dd5a546be..dec2e69aef12d 100644
--- a/x-pack/plugins/watcher/server/models/watch/threshold_watch/build_visualize_query.js
+++ b/x-pack/plugins/watcher/server/models/watch/threshold_watch/build_visualize_query.js
@@ -112,7 +112,11 @@ export function buildVisualizeQuery(watch, visualizeOptions, kibanaVersion) {
     date_histogram: {
       field: watch.timeField,
       time_zone: visualizeOptions.timezone,
-      min_doc_count: 1,
+      min_doc_count: 0,
+      extended_bounds: {
+        min: visualizeOptions.rangeFrom,
+        max: visualizeOptions.rangeTo,
+      },
     },
   };
 
diff --git a/yarn.lock b/yarn.lock
index d75766cfa5b0e..9764ec1d778d4 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -1658,10 +1658,10 @@
   dependencies:
     object-hash "^1.3.0"
 
-"@elastic/charts@61.2.0":
-  version "61.2.0"
-  resolved "https://registry.yarnpkg.com/@elastic/charts/-/charts-61.2.0.tgz#fa065b85324d5660e4b6355390cca8699ef0d6ff"
-  integrity sha512-LBmZ+6wSR9/BCR+go5eIBy51Jpxr0cbK/a7vslZNYIGCdpHsWxGZgcqG3KgshFxOmUvcP7kj9LEEmeCTEGhbUQ==
+"@elastic/charts@63.0.0":
+  version "63.0.0"
+  resolved "https://registry.yarnpkg.com/@elastic/charts/-/charts-63.0.0.tgz#c7f54cd60a1a59a28b5654886392e05a10fd67b8"
+  integrity sha512-nvLg/qFJXYuKOdTDYj3iuwJ/X4zhkHdIB91yezd7fo+YvpBRiAUzJfc6Dpy6M5JkmGwx7Dq8zjGt6mO8ngOhog==
   dependencies:
     "@popperjs/core" "^2.11.8"
     bezier-easing "^2.1.0"