diff --git a/.eslintrc.js b/.eslintrc.js
index 6657ba3cb1f01..4e46336ec70ae 100644
--- a/.eslintrc.js
+++ b/.eslintrc.js
@@ -908,6 +908,7 @@ module.exports = {
     },
     {
       files: [
+        'x-pack/plugins/aiops/**/*.{js,mjs,ts,tsx}',
         'x-pack/plugins/apm/**/*.{js,mjs,ts,tsx}',
         'x-pack/plugins/exploratory_view/**/*.{js,mjs,ts,tsx}',
         'x-pack/plugins/infra/**/*.{js,mjs,ts,tsx}',
diff --git a/x-pack/plugins/aiops/public/components/change_point_detection/fields_config.tsx b/x-pack/plugins/aiops/public/components/change_point_detection/fields_config.tsx
index 45b2ccc1c097a..c07af22a5f16a 100644
--- a/x-pack/plugins/aiops/public/components/change_point_detection/fields_config.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/fields_config.tsx
@@ -356,6 +356,7 @@ const FieldPanel: FC<FieldPanelProps> = ({
               <EuiSpacer size={'m'} />
 
               <EuiButton
+                data-test-subj="aiopsChangePointDetectionSubmitDashboardAttachButton"
                 fill
                 type={'submit'}
                 fullWidth
@@ -441,6 +442,7 @@ const FieldPanel: FC<FieldPanelProps> = ({
           <EuiFlexGroup alignItems={'center'} gutterSize={'s'}>
             <EuiFlexItem grow={false}>
               <EuiButtonIcon
+                data-test-subj="aiopsChangePointDetectionExpandConfigButton"
                 iconType={isExpanded ? 'arrowDown' : 'arrowRight'}
                 onClick={setIsExpanded.bind(null, (prevState) => !prevState)}
                 aria-label={i18n.translate('xpack.aiops.changePointDetection.expandConfigLabel', {
@@ -480,6 +482,7 @@ const FieldPanel: FC<FieldPanelProps> = ({
                 id={`panelContextMenu_${panelIndex}`}
                 button={
                   <EuiButtonIcon
+                    data-test-subj="aiopsChangePointDetectionContextMenuButton"
                     aria-label={i18n.translate(
                       'xpack.aiops.changePointDetection.configActionsLabel',
                       {
diff --git a/x-pack/plugins/aiops/public/components/change_point_detection/max_series_control.tsx b/x-pack/plugins/aiops/public/components/change_point_detection/max_series_control.tsx
index b7f98ca82f90e..4f2929751006a 100644
--- a/x-pack/plugins/aiops/public/components/change_point_detection/max_series_control.tsx
+++ b/x-pack/plugins/aiops/public/components/change_point_detection/max_series_control.tsx
@@ -42,6 +42,7 @@ export const MaxSeriesControl: FC<{
       label={inline ? undefined : label}
     >
       <EuiFieldNumber
+        data-test-subj="aiopsMaxSeriesControlFieldNumber"
         disabled={disabled}
         prepend={inline ? label : undefined}
         append={
diff --git a/x-pack/plugins/aiops/public/components/log_categorization/category_table/table_header.tsx b/x-pack/plugins/aiops/public/components/log_categorization/category_table/table_header.tsx
index 42e382c0a4c0b..5635936f80302 100644
--- a/x-pack/plugins/aiops/public/components/log_categorization/category_table/table_header.tsx
+++ b/x-pack/plugins/aiops/public/components/log_categorization/category_table/table_header.tsx
@@ -51,6 +51,7 @@ export const TableHeader: FC<Props> = ({
           <>
             <EuiFlexItem grow={false}>
               <EuiButtonEmpty
+                data-test-subj="aiopsLogPatternAnalysisOpenInDiscoverIncludeButton"
                 size="s"
                 onClick={() => openInDiscover(QUERY_MODE.INCLUDE)}
                 iconType="plusInCircle"
@@ -61,6 +62,7 @@ export const TableHeader: FC<Props> = ({
             </EuiFlexItem>
             <EuiFlexItem grow={false}>
               <EuiButtonEmpty
+                data-test-subj="aiopsLogPatternAnalysisOpenInDiscoverExcludeButton"
                 size="s"
                 onClick={() => openInDiscover(QUERY_MODE.EXCLUDE)}
                 iconType="minusInCircle"
diff --git a/x-pack/plugins/aiops/public/components/log_categorization/loading_categorization.tsx b/x-pack/plugins/aiops/public/components/log_categorization/loading_categorization.tsx
index 77ba11fd46cc5..208302083fd0c 100644
--- a/x-pack/plugins/aiops/public/components/log_categorization/loading_categorization.tsx
+++ b/x-pack/plugins/aiops/public/components/log_categorization/loading_categorization.tsx
@@ -43,7 +43,12 @@ export const LoadingCategorization: FC<Props> = ({ onClose }) => (
           <EuiFlexItem>
             <EuiFlexGroup justifyContent="spaceAround">
               <EuiFlexItem grow={false} css={{ textAlign: 'center' }}>
-                <EuiButton onClick={() => onClose()}>Cancel</EuiButton>
+                <EuiButton
+                  data-test-subj="aiopsLoadingCategorizationCancelButton"
+                  onClick={() => onClose()}
+                >
+                  Cancel
+                </EuiButton>
               </EuiFlexItem>
             </EuiFlexGroup>
           </EuiFlexItem>
diff --git a/x-pack/plugins/aiops/public/components/log_categorization/log_categorization_page.tsx b/x-pack/plugins/aiops/public/components/log_categorization/log_categorization_page.tsx
index 9539ff607e05e..c736770cf2a73 100644
--- a/x-pack/plugins/aiops/public/components/log_categorization/log_categorization_page.tsx
+++ b/x-pack/plugins/aiops/public/components/log_categorization/log_categorization_page.tsx
@@ -322,7 +322,12 @@ export const LogCategorizationPage: FC = () => {
               />
             </EuiButton>
           ) : (
-            <EuiButton onClick={() => cancelRequest()}>Cancel</EuiButton>
+            <EuiButton
+              data-test-subj="aiopsLogCategorizationPageCancelButton"
+              onClick={() => cancelRequest()}
+            >
+              Cancel
+            </EuiButton>
           )}
         </EuiFlexItem>
         <EuiFlexItem />
diff --git a/x-pack/plugins/aiops/public/components/log_categorization/sampling_menu/random_sampler_range_slider.tsx b/x-pack/plugins/aiops/public/components/log_categorization/sampling_menu/random_sampler_range_slider.tsx
index 4f2b62729ca46..2cd70b35d139e 100644
--- a/x-pack/plugins/aiops/public/components/log_categorization/sampling_menu/random_sampler_range_slider.tsx
+++ b/x-pack/plugins/aiops/public/components/log_categorization/sampling_menu/random_sampler_range_slider.tsx
@@ -92,6 +92,7 @@ export const RandomSamplerRangeSlider = ({
           data-test-subj="dvRandomSamplerProbabilityRange"
           append={
             <EuiButton
+              data-test-subj="aiopsRandomSamplerRangeSliderApplyButton"
               disabled={isInvalidSamplingProbabilityInput}
               onClick={() => {
                 if (setSamplingProbability && isDefined(samplingProbabilityInput)) {
diff --git a/x-pack/plugins/aiops/public/components/log_categorization/sampling_menu/sampling_menu.tsx b/x-pack/plugins/aiops/public/components/log_categorization/sampling_menu/sampling_menu.tsx
index e4d18f6dbc260..c4e16d4fabbe6 100644
--- a/x-pack/plugins/aiops/public/components/log_categorization/sampling_menu/sampling_menu.tsx
+++ b/x-pack/plugins/aiops/public/components/log_categorization/sampling_menu/sampling_menu.tsx
@@ -118,6 +118,7 @@ export const SamplingMenu: FC<Props> = ({ randomSampler, reload }) => {
       id="aiopsSamplingOptions"
       button={
         <EuiButtonEmpty
+          data-test-subj="aiopsLogPatternAnalysisShowSamplingOptionsButton"
           onClick={() => setShowSamplingOptionsPopover(!showSamplingOptionsPopover)}
           iconSide="right"
           iconType="arrowDown"
diff --git a/x-pack/plugins/aiops/public/components/log_rate_analysis/log_rate_analysis_results.tsx b/x-pack/plugins/aiops/public/components/log_rate_analysis/log_rate_analysis_results.tsx
index f1b1a6d38de12..a62db054d4d52 100644
--- a/x-pack/plugins/aiops/public/components/log_rate_analysis/log_rate_analysis_results.tsx
+++ b/x-pack/plugins/aiops/public/components/log_rate_analysis/log_rate_analysis_results.tsx
@@ -409,7 +409,11 @@ export const LogRateAnalysisResults: FC<LogRateAnalysisResultsProps> = ({
               )}
               {overrides !== undefined ? (
                 <p>
-                  <EuiButton size="s" onClick={() => startHandler(true)}>
+                  <EuiButton
+                    data-test-subj="aiopsLogRateAnalysisResultsTryToContinueAnalysisButton"
+                    size="s"
+                    onClick={() => startHandler(true)}
+                  >
                     <FormattedMessage
                       id="xpack.aiops.logRateAnalysis.page.tryToContinueAnalysisButtonText"
                       defaultMessage="Try to continue analysis"