diff --git a/.betterer.results b/.betterer.results
index ba09360a954..3433ae08502 100644
--- a/.betterer.results
+++ b/.betterer.results
@@ -4422,6 +4422,17 @@ exports[`better eslint`] = {
       [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "23"],
       [0, 0, 0, "No untranslated strings. Wrap text with <Trans />", "24"]
     ],
+    "public/app/features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFiltersTags.tsx:5381": [
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "0"],
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "1"],
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "2"],
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "3"],
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "4"],
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "5"],
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "6"],
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "7"],
+      [0, 0, 0, "No untranslated strings in text props. Wrap text with <Trans /> or use t()", "8"]
+    ],
     "public/app/features/explore/TraceView/components/TracePageHeader/SpanGraph/ViewingLayer.tsx:5381": [
       [0, 0, 0, "No untranslated strings. Wrap text with <Trans />", "0"]
     ],
diff --git a/public/app/features/explore/TraceView/TraceView.tsx b/public/app/features/explore/TraceView/TraceView.tsx
index 93a5a33d989..0366c74ba20 100644
--- a/public/app/features/explore/TraceView/TraceView.tsx
+++ b/public/app/features/explore/TraceView/TraceView.tsx
@@ -40,7 +40,7 @@ import { createSpanLinkFactory } from './createSpanLink';
 import { useChildrenState } from './useChildrenState';
 import { useDetailState } from './useDetailState';
 import { useHoverIndentGuide } from './useHoverIndentGuide';
-import { useSearch } from './useSearch';
+import { SearchProps, useSearch } from './useSearch';
 import { useViewRange } from './useViewRange';
 
 const getStyles = (theme: GrafanaTheme2) => ({
@@ -66,6 +66,7 @@ type Props = {
   createSpanLink?: SpanLinkFunc;
   focusedSpanId?: string;
   createFocusSpanLink?: (traceId: string, spanId: string) => LinkModel<Field>;
+  spanFilters?: SearchProps;
 };
 
 export function TraceView(props: Props) {
@@ -77,6 +78,7 @@ export function TraceView(props: Props) {
     createSpanLink: createSpanLinkFromProps,
     focusedSpanId: focusedSpanIdFromProps,
     createFocusSpanLink: createFocusSpanLinkFromProps,
+    spanFilters,
   } = props;
 
   const {
@@ -95,11 +97,9 @@ export function TraceView(props: Props) {
   const { removeHoverIndentGuideId, addHoverIndentGuideId, hoverIndentGuideIds } = useHoverIndentGuide();
   const { viewRange, updateViewRangeTime, updateNextViewRangeTime } = useViewRange();
   const { expandOne, collapseOne, childrenToggle, collapseAll, childrenHiddenIDs, expandAll } = useChildrenState();
-  const { search, setSearch, spanFilterMatches } = useSearch(traceProp?.spans);
+  const { search, setSearch, spanFilterMatches } = useSearch(traceProp?.spans, spanFilters);
   const [focusedSpanIdForSearch, setFocusedSpanIdForSearch] = useState('');
   const [showSpanFilters, setShowSpanFilters] = useToggle(false);
-  const [showSpanFilterMatchesOnly, setShowSpanFilterMatchesOnly] = useState(false);
-  const [showCriticalPathSpansOnly, setShowCriticalPathSpansOnly] = useState(false);
   const [headerHeight, setHeaderHeight] = useState(100);
   const [traceFlameGraphs, setTraceFlameGraphs] = useState<TraceFlameGraphs>({});
   const [redrawListView, setRedrawListView] = useState({});
@@ -183,10 +183,6 @@ export function TraceView(props: Props) {
             setSearch={setSearch}
             showSpanFilters={showSpanFilters}
             setShowSpanFilters={setShowSpanFilters}
-            showSpanFilterMatchesOnly={showSpanFilterMatchesOnly}
-            setShowSpanFilterMatchesOnly={setShowSpanFilterMatchesOnly}
-            showCriticalPathSpansOnly={showCriticalPathSpansOnly}
-            setShowCriticalPathSpansOnly={setShowCriticalPathSpansOnly}
             setFocusedSpanIdForSearch={setFocusedSpanIdForSearch}
             spanFilterMatches={spanFilterMatches}
             datasourceType={datasourceType}
@@ -232,8 +228,8 @@ export function TraceView(props: Props) {
             scrollElement={scrollElement}
             focusedSpanId={focusedSpanId}
             focusedSpanIdForSearch={focusedSpanIdForSearch}
-            showSpanFilterMatchesOnly={showSpanFilterMatchesOnly}
-            showCriticalPathSpansOnly={showCriticalPathSpansOnly}
+            showSpanFilterMatchesOnly={search.matchesOnly}
+            showCriticalPathSpansOnly={search.criticalPathOnly}
             createFocusSpanLink={createFocusSpanLink}
             topOfViewRef={topOfViewRef}
             headerHeight={headerHeight}
diff --git a/public/app/features/explore/TraceView/components/TracePageHeader/SearchBar/TracePageSearchBar.tsx b/public/app/features/explore/TraceView/components/TracePageHeader/SearchBar/TracePageSearchBar.tsx
index ee8a81024f7..4be50e499a2 100644
--- a/public/app/features/explore/TraceView/components/TracePageHeader/SearchBar/TracePageSearchBar.tsx
+++ b/public/app/features/explore/TraceView/components/TracePageHeader/SearchBar/TracePageSearchBar.tsx
@@ -29,9 +29,7 @@ export type TracePageSearchBarProps = {
   trace: Trace;
   search: SearchProps;
   spanFilterMatches: Set<string> | undefined;
-  showSpanFilterMatchesOnly: boolean;
   setShowSpanFilterMatchesOnly: (showMatchesOnly: boolean) => void;
-  showCriticalPathSpansOnly: boolean;
   setShowCriticalPathSpansOnly: (showCriticalPath: boolean) => void;
   focusedSpanIndexForSearch: number;
   setFocusedSpanIndexForSearch: Dispatch<SetStateAction<number>>;
@@ -46,9 +44,7 @@ export default memo(function TracePageSearchBar(props: TracePageSearchBarProps)
     trace,
     search,
     spanFilterMatches,
-    showSpanFilterMatchesOnly,
     setShowSpanFilterMatchesOnly,
-    showCriticalPathSpansOnly,
     setShowCriticalPathSpansOnly,
     focusedSpanIndexForSearch,
     setFocusedSpanIndexForSearch,
@@ -70,17 +66,9 @@ export default memo(function TracePageSearchBar(props: TracePageSearchBarProps)
         return tag.key;
       }) ||
       (search.query && search.query !== '') ||
-      showSpanFilterMatchesOnly
+      search.matchesOnly
     );
-  }, [
-    search.serviceName,
-    search.spanName,
-    search.from,
-    search.to,
-    search.tags,
-    search.query,
-    showSpanFilterMatchesOnly,
-  ]);
+  }, [search.serviceName, search.spanName, search.from, search.to, search.tags, search.query, search.matchesOnly]);
 
   return (
     <div className={styles.container}>
@@ -99,13 +87,13 @@ export default memo(function TracePageSearchBar(props: TracePageSearchBarProps)
             </Button>
             <div className={styles.matchesOnly}>
               <Switch
-                value={showSpanFilterMatchesOnly}
+                value={search.matchesOnly}
                 onChange={(value) => setShowSpanFilterMatchesOnly(value.currentTarget.checked ?? false)}
                 label="Show matches only switch"
                 disabled={!spanFilterMatches?.size}
               />
               <Button
-                onClick={() => setShowSpanFilterMatchesOnly(!showSpanFilterMatchesOnly)}
+                onClick={() => setShowSpanFilterMatchesOnly(!search.matchesOnly)}
                 className={styles.clearMatchesButton}
                 variant="secondary"
                 fill="text"
@@ -116,12 +104,12 @@ export default memo(function TracePageSearchBar(props: TracePageSearchBarProps)
             </div>
             <div className={styles.matchesOnly}>
               <Switch
-                value={showCriticalPathSpansOnly}
+                value={search.criticalPathOnly}
                 onChange={(value) => setShowCriticalPathSpansOnly(value.currentTarget.checked ?? false)}
                 label="Show critical path only switch"
               />
               <Button
-                onClick={() => setShowCriticalPathSpansOnly(!showCriticalPathSpansOnly)}
+                onClick={() => setShowCriticalPathSpansOnly(!search.criticalPathOnly)}
                 className={styles.clearMatchesButton}
                 variant="secondary"
                 fill="text"
diff --git a/public/app/features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFilters.tsx b/public/app/features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFilters.tsx
index e78d2584299..b3fb9be4941 100644
--- a/public/app/features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFilters.tsx
+++ b/public/app/features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFilters.tsx
@@ -13,43 +13,28 @@
 // limitations under the License.
 
 import { css } from '@emotion/css';
-import { SpanStatusCode } from '@opentelemetry/api';
-import { uniq } from 'lodash';
 import React, { useState, useEffect, memo, useCallback } from 'react';
 
 import { GrafanaTheme2, SelectableValue, toOption } from '@grafana/data';
-import { AccessoryButton } from '@grafana/experimental';
 import { IntervalInput } from '@grafana/o11y-ds-frontend';
-import {
-  Collapse,
-  HorizontalGroup,
-  Icon,
-  InlineField,
-  InlineFieldRow,
-  Select,
-  Tooltip,
-  useStyles2,
-  Input,
-} from '@grafana/ui';
+import { Collapse, HorizontalGroup, Icon, InlineField, InlineFieldRow, Select, Tooltip, useStyles2 } from '@grafana/ui';
 
-import { defaultFilters, randomId, SearchProps, Tag } from '../../../useSearch';
+import { defaultFilters, SearchProps } from '../../../useSearch';
+import { getTraceServiceNames, getTraceSpanNames } from '../../../utils/tags';
 import SearchBarInput from '../../common/SearchBarInput';
-import { KIND, LIBRARY_NAME, LIBRARY_VERSION, STATUS, STATUS_MESSAGE, TRACE_STATE, ID } from '../../constants/span';
 import { Trace } from '../../types';
 import NextPrevResult from '../SearchBar/NextPrevResult';
 import TracePageSearchBar from '../SearchBar/TracePageSearchBar';
 
+import { SpanFiltersTags } from './SpanFiltersTags';
+
 export type SpanFilterProps = {
   trace: Trace;
   search: SearchProps;
   setSearch: React.Dispatch<React.SetStateAction<SearchProps>>;
   showSpanFilters: boolean;
   setShowSpanFilters: (isOpen: boolean) => void;
-  showSpanFilterMatchesOnly: boolean;
-  setShowSpanFilterMatchesOnly: (showMatchesOnly: boolean) => void;
   setFocusedSpanIdForSearch: React.Dispatch<React.SetStateAction<string>>;
-  showCriticalPathSpansOnly: boolean;
-  setShowCriticalPathSpansOnly: (showCriticalPathSpansOnly: boolean) => void;
   spanFilterMatches: Set<string> | undefined;
   datasourceType: string;
 };
@@ -61,10 +46,6 @@ export const SpanFilters = memo((props: SpanFilterProps) => {
     setSearch,
     showSpanFilters,
     setShowSpanFilters,
-    showSpanFilterMatchesOnly,
-    setShowSpanFilterMatchesOnly,
-    showCriticalPathSpansOnly,
-    setShowCriticalPathSpansOnly,
     setFocusedSpanIdForSearch,
     spanFilterMatches,
     datasourceType,
@@ -72,9 +53,9 @@ export const SpanFilters = memo((props: SpanFilterProps) => {
   const styles = { ...useStyles2(getStyles) };
   const [serviceNames, setServiceNames] = useState<Array<SelectableValue<string>>>();
   const [spanNames, setSpanNames] = useState<Array<SelectableValue<string>>>();
+  const [focusedSpanIndexForSearch, setFocusedSpanIndexForSearch] = useState(-1);
   const [tagKeys, setTagKeys] = useState<Array<SelectableValue<string>>>();
   const [tagValues, setTagValues] = useState<{ [key: string]: Array<SelectableValue<string>> }>({});
-  const [focusedSpanIndexForSearch, setFocusedSpanIndexForSearch] = useState(-1);
 
   const durationRegex = /^\d+(?:\.\d)?\d*(?:ns|us|µs|ms|s|m|h)$/;
 
@@ -84,13 +65,26 @@ export const SpanFilters = memo((props: SpanFilterProps) => {
     setTagKeys(undefined);
     setTagValues({});
     setSearch(defaultFilters);
-    setShowSpanFilterMatchesOnly(false);
-  }, [setSearch, setShowSpanFilterMatchesOnly]);
+  }, [setSearch]);
 
   useEffect(() => {
     clear();
   }, [clear, trace]);
 
+  const setShowSpanFilterMatchesOnly = useCallback(
+    (showMatchesOnly: boolean) => {
+      setSearch({ ...search, matchesOnly: showMatchesOnly });
+    },
+    [search, setSearch]
+  );
+
+  const setShowCriticalPathSpansOnly = useCallback(
+    (showCriticalPathSpansOnly: boolean) => {
+      setSearch({ ...search, criticalPathOnly: showCriticalPathSpansOnly });
+    },
+    [search, setSearch]
+  );
+
   if (!trace) {
     return null;
   }
@@ -103,181 +97,16 @@ export const SpanFilters = memo((props: SpanFilterProps) => {
 
   const getServiceNames = () => {
     if (!serviceNames) {
-      const serviceNames = trace.spans.map((span) => {
-        return span.process.serviceName;
-      });
-      setServiceNames(uniq(serviceNames).sort().map(toOption));
+      setServiceNames(getTraceServiceNames(trace).map(toOption));
     }
   };
 
   const getSpanNames = () => {
     if (!spanNames) {
-      const spanNames = trace.spans.map((span) => {
-        return span.operationName;
-      });
-      setSpanNames(uniq(spanNames).sort().map(toOption));
+      setSpanNames(getTraceSpanNames(trace).map(toOption));
     }
   };
 
-  const getTagKeys = () => {
-    if (!tagKeys) {
-      let keys: string[] = [];
-      let logKeys: string[] = [];
-
-      trace.spans.forEach((span) => {
-        span.tags.forEach((tag) => {
-          keys.push(tag.key);
-        });
-        span.process.tags.forEach((tag) => {
-          keys.push(tag.key);
-        });
-        if (span.logs !== null) {
-          span.logs.forEach((log) => {
-            log.fields.forEach((field) => {
-              logKeys.push(field.key);
-            });
-          });
-        }
-
-        if (span.kind) {
-          keys.push(KIND);
-        }
-        if (span.statusCode !== undefined) {
-          keys.push(STATUS);
-        }
-        if (span.statusMessage) {
-          keys.push(STATUS_MESSAGE);
-        }
-        if (span.instrumentationLibraryName) {
-          keys.push(LIBRARY_NAME);
-        }
-        if (span.instrumentationLibraryVersion) {
-          keys.push(LIBRARY_VERSION);
-        }
-        if (span.traceState) {
-          keys.push(TRACE_STATE);
-        }
-        keys.push(ID);
-      });
-      keys = uniq(keys).sort();
-      logKeys = uniq(logKeys).sort();
-
-      setTagKeys([...keys, ...logKeys].map(toOption));
-    }
-  };
-
-  const getTagValues = async (key: string) => {
-    const values: string[] = [];
-
-    trace.spans.forEach((span) => {
-      const tagValue = span.tags.find((t) => t.key === key)?.value;
-      if (tagValue) {
-        values.push(tagValue.toString());
-      }
-      const processTagValue = span.process.tags.find((t) => t.key === key)?.value;
-      if (processTagValue) {
-        values.push(processTagValue.toString());
-      }
-      if (span.logs !== null) {
-        span.logs.forEach((log) => {
-          const logsTagValue = log.fields.find((t) => t.key === key)?.value;
-          if (logsTagValue) {
-            values.push(logsTagValue.toString());
-          }
-        });
-      }
-
-      switch (key) {
-        case KIND:
-          if (span.kind) {
-            values.push(span.kind);
-          }
-          break;
-        case STATUS:
-          if (span.statusCode !== undefined) {
-            values.push(SpanStatusCode[span.statusCode].toLowerCase());
-          }
-          break;
-        case STATUS_MESSAGE:
-          if (span.statusMessage) {
-            values.push(span.statusMessage);
-          }
-          break;
-        case LIBRARY_NAME:
-          if (span.instrumentationLibraryName) {
-            values.push(span.instrumentationLibraryName);
-          }
-          break;
-        case LIBRARY_VERSION:
-          if (span.instrumentationLibraryVersion) {
-            values.push(span.instrumentationLibraryVersion);
-          }
-          break;
-        case TRACE_STATE:
-          if (span.traceState) {
-            values.push(span.traceState);
-          }
-          break;
-        case ID:
-          values.push(span.spanID);
-          break;
-        default:
-          break;
-      }
-    });
-
-    return uniq(values).sort().map(toOption);
-  };
-
-  const onTagChange = (tag: Tag, v: SelectableValue<string>) => {
-    setSearch({
-      ...search,
-      tags: search.tags?.map((x) => {
-        return x.id === tag.id ? { ...x, key: v?.value || '', value: undefined } : x;
-      }),
-    });
-
-    const loadTagValues = async () => {
-      if (v?.value) {
-        setTagValues({
-          ...tagValues,
-          [tag.id]: await getTagValues(v.value),
-        });
-      } else {
-        // removed value
-        const updatedValues = { ...tagValues };
-        if (updatedValues[tag.id]) {
-          delete updatedValues[tag.id];
-        }
-        setTagValues(updatedValues);
-      }
-    };
-    loadTagValues();
-  };
-
-  const addTag = () => {
-    const tag = {
-      id: randomId(),
-      operator: '=',
-    };
-    setSearch({ ...search, tags: [...search.tags, tag] });
-  };
-
-  const removeTag = (id: string) => {
-    let tags = search.tags.filter((tag) => {
-      return tag.id !== id;
-    });
-    if (tags.length === 0) {
-      tags = [
-        {
-          id: randomId(),
-          operator: '=',
-        },
-      ];
-    }
-    setSearch({ ...search, tags: tags });
-  };
-
   const collapseLabel = (
     <>
       <Tooltip
@@ -323,18 +152,16 @@ export const SpanFilters = memo((props: SpanFilterProps) => {
                 isClearable
                 onChange={(v) => setSpanFiltersSearch({ ...search, serviceName: v?.value || '' })}
                 onOpenMenu={getServiceNames}
-                options={serviceNames}
+                options={serviceNames || (search.serviceName ? [search.serviceName].map(toOption) : [])}
                 placeholder="All service names"
                 value={search.serviceName || null}
+                defaultValue={search.serviceName || null}
               />
             </HorizontalGroup>
           </InlineField>
           <SearchBarInput
             onChange={(v) => {
-              setSpanFiltersSearch({ ...search, query: v });
-              if (v === '') {
-                setShowSpanFilterMatchesOnly(false);
-              }
+              setSpanFiltersSearch({ ...search, query: v, matchesOnly: v !== '' });
             }}
             value={search.query || ''}
           />
@@ -353,7 +180,7 @@ export const SpanFilters = memo((props: SpanFilterProps) => {
                 isClearable
                 onChange={(v) => setSpanFiltersSearch({ ...search, spanName: v?.value || '' })}
                 onOpenMenu={getSpanNames}
-                options={spanNames}
+                options={spanNames || (search.spanName ? [search.spanName].map(toOption) : [])}
                 placeholder="All span names"
                 value={search.spanName || null}
               />
@@ -404,93 +231,15 @@ export const SpanFilters = memo((props: SpanFilterProps) => {
         </InlineFieldRow>
         <InlineFieldRow className={styles.tagsRow}>
           <InlineField label="Tags" labelWidth={16} tooltip="Filter by tags, process tags or log fields in your spans.">
-            <div>
-              {search.tags.map((tag, i) => (
-                <div key={i}>
-                  <HorizontalGroup spacing={'xs'} width={'auto'}>
-                    <Select
-                      aria-label="Select tag key"
-                      isClearable
-                      key={tag.key}
-                      onChange={(v) => onTagChange(tag, v)}
-                      onOpenMenu={getTagKeys}
-                      options={tagKeys}
-                      placeholder="Select tag"
-                      value={tag.key || null}
-                    />
-                    <Select
-                      aria-label="Select tag operator"
-                      onChange={(v) => {
-                        setSpanFiltersSearch({
-                          ...search,
-                          tags: search.tags?.map((x) => {
-                            return x.id === tag.id ? { ...x, operator: v.value! } : x;
-                          }),
-                        });
-                      }}
-                      options={[toOption('='), toOption('!='), toOption('=~'), toOption('!~')]}
-                      value={tag.operator}
-                    />
-                    <span className={styles.tagValues}>
-                      {(tag.operator === '=' || tag.operator === '!=') && (
-                        <Select
-                          aria-label="Select tag value"
-                          isClearable
-                          key={tag.value}
-                          onChange={(v) => {
-                            setSpanFiltersSearch({
-                              ...search,
-                              tags: search.tags?.map((x) => {
-                                return x.id === tag.id ? { ...x, value: v?.value || '' } : x;
-                              }),
-                            });
-                          }}
-                          options={tagValues[tag.id] ? tagValues[tag.id] : []}
-                          placeholder="Select value"
-                          value={tag.value}
-                        />
-                      )}
-                      {(tag.operator === '=~' || tag.operator === '!~') && (
-                        <Input
-                          aria-label="Input tag value"
-                          onChange={(v) => {
-                            setSpanFiltersSearch({
-                              ...search,
-                              tags: search.tags?.map((x) => {
-                                return x.id === tag.id ? { ...x, value: v?.currentTarget?.value || '' } : x;
-                              }),
-                            });
-                          }}
-                          placeholder="Tag value"
-                          width={18}
-                          value={tag.value || ''}
-                        />
-                      )}
-                    </span>
-                    {(tag.key || tag.value || search.tags.length > 1) && (
-                      <AccessoryButton
-                        aria-label="Remove tag"
-                        variant="secondary"
-                        icon="times"
-                        onClick={() => removeTag(tag.id)}
-                        tooltip="Remove tag"
-                      />
-                    )}
-                    {(tag.key || tag.value) && i === search.tags.length - 1 && (
-                      <span className={styles.addTag}>
-                        <AccessoryButton
-                          aria-label="Add tag"
-                          variant="secondary"
-                          icon="plus"
-                          onClick={addTag}
-                          tooltip="Add tag"
-                        />
-                      </span>
-                    )}
-                  </HorizontalGroup>
-                </div>
-              ))}
-            </div>
+            <SpanFiltersTags
+              search={search}
+              setSearch={setSpanFiltersSearch}
+              trace={trace}
+              tagKeys={tagKeys}
+              setTagKeys={setTagKeys}
+              tagValues={tagValues}
+              setTagValues={setTagValues}
+            />
           </InlineField>
         </InlineFieldRow>
 
@@ -498,9 +247,7 @@ export const SpanFilters = memo((props: SpanFilterProps) => {
           trace={trace}
           search={search}
           spanFilterMatches={spanFilterMatches}
-          showSpanFilterMatchesOnly={showSpanFilterMatchesOnly}
           setShowSpanFilterMatchesOnly={setShowSpanFilterMatchesOnly}
-          showCriticalPathSpansOnly={showCriticalPathSpansOnly}
           setShowCriticalPathSpansOnly={setShowCriticalPathSpansOnly}
           setFocusedSpanIdForSearch={setFocusedSpanIdForSearch}
           focusedSpanIndexForSearch={focusedSpanIndexForSearch}
@@ -537,18 +284,12 @@ const getStyles = (theme: GrafanaTheme2) => ({
     display: 'flex',
     justifyContent: 'space-between',
   }),
-  addTag: css({
-    marginLeft: theme.spacing(1),
-  }),
   intervalInput: css({
     margin: '0 -4px 0 0',
   }),
   tagsRow: css({
     margin: '-4px 0 0 0',
   }),
-  tagValues: css({
-    maxWidth: '200px',
-  }),
   nextPrevResult: css({
     flex: 1,
     alignItems: 'center',
diff --git a/public/app/features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFiltersTags.tsx b/public/app/features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFiltersTags.tsx
new file mode 100644
index 00000000000..0aabff724a4
--- /dev/null
+++ b/public/app/features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFiltersTags.tsx
@@ -0,0 +1,201 @@
+import { css } from '@emotion/css';
+import React from 'react';
+import { useMount } from 'react-use';
+
+import { GrafanaTheme2, SelectableValue, toOption } from '@grafana/data';
+import { AccessoryButton } from '@grafana/experimental';
+import { Input, Select, Stack, useStyles2 } from '@grafana/ui';
+
+import { randomId, SearchProps, Tag } from '../../../useSearch';
+import { getTraceTagKeys, getTraceTagValues } from '../../../utils/tags';
+import { Trace } from '../../types';
+
+interface Props {
+  search: SearchProps;
+  setSearch: (search: SearchProps) => void;
+  trace: Trace;
+  tagKeys?: Array<SelectableValue<string>>;
+  setTagKeys: React.Dispatch<React.SetStateAction<Array<SelectableValue<string>> | undefined>>;
+  tagValues: Record<string, Array<SelectableValue<string>>>;
+  setTagValues: React.Dispatch<React.SetStateAction<{ [key: string]: Array<SelectableValue<string>> }>>;
+}
+
+export const SpanFiltersTags = ({ search, trace, setSearch, tagKeys, setTagKeys, tagValues, setTagValues }: Props) => {
+  const styles = { ...useStyles2(getStyles) };
+
+  const getTagKeys = () => {
+    if (!tagKeys) {
+      setTagKeys(getTraceTagKeys(trace).map(toOption));
+    }
+  };
+
+  const getTagValues = (key: string) => {
+    return getTraceTagValues(trace, key).map(toOption);
+  };
+
+  useMount(() => {
+    if (search.tags) {
+      search.tags.forEach((tag) => {
+        if (tag.key) {
+          setTagValues({
+            ...tagValues,
+            [tag.id]: getTagValues(tag.key),
+          });
+        }
+      });
+    }
+  });
+
+  const onTagChange = (tag: Tag, v: SelectableValue<string>) => {
+    setSearch({
+      ...search,
+      tags: search.tags?.map((x) => {
+        return x.id === tag.id ? { ...x, key: v?.value || '', value: undefined } : x;
+      }),
+    });
+
+    const loadTagValues = async () => {
+      if (v?.value) {
+        setTagValues({
+          ...tagValues,
+          [tag.id]: getTagValues(v.value),
+        });
+      } else {
+        // removed value
+        const updatedValues = { ...tagValues };
+        if (updatedValues[tag.id]) {
+          delete updatedValues[tag.id];
+        }
+        setTagValues(updatedValues);
+      }
+    };
+    loadTagValues();
+  };
+
+  const addTag = () => {
+    const tag = {
+      id: randomId(),
+      operator: '=',
+    };
+    setSearch({ ...search, tags: [...search.tags, tag] });
+  };
+
+  const removeTag = (id: string) => {
+    let tags = search.tags.filter((tag) => {
+      return tag.id !== id;
+    });
+    if (tags.length === 0) {
+      tags = [
+        {
+          id: randomId(),
+          operator: '=',
+        },
+      ];
+    }
+    setSearch({ ...search, tags: tags });
+  };
+
+  return (
+    <div>
+      {search.tags?.map((tag, i) => (
+        <div key={tag.id}>
+          <Stack gap={0} width={'auto'} justifyContent={'flex-start'} alignItems={'center'}>
+            <div>
+              <Select
+                aria-label="Select tag key"
+                isClearable
+                key={tag.key}
+                onChange={(v) => onTagChange(tag, v)}
+                onOpenMenu={getTagKeys}
+                options={tagKeys || (tag.key ? [tag.key].map(toOption) : [])}
+                placeholder="Select tag"
+                value={tag.key || null}
+              />
+            </div>
+            <div>
+              <Select
+                aria-label="Select tag operator"
+                onChange={(v) => {
+                  setSearch({
+                    ...search,
+                    tags: search.tags?.map((x) => {
+                      return x.id === tag.id ? { ...x, operator: v.value! } : x;
+                    }),
+                  });
+                }}
+                options={[toOption('='), toOption('!='), toOption('=~'), toOption('!~')]}
+                value={tag.operator}
+              />
+            </div>
+
+            <span className={styles.tagValues}>
+              {(tag.operator === '=' || tag.operator === '!=') && (
+                <Select
+                  aria-label="Select tag value"
+                  isClearable
+                  key={tag.value}
+                  onChange={(v) => {
+                    setSearch({
+                      ...search,
+                      tags: search.tags?.map((x) => {
+                        return x.id === tag.id ? { ...x, value: v?.value || '' } : x;
+                      }),
+                    });
+                  }}
+                  options={tagValues[tag.id] ? tagValues[tag.id] : tag.value ? [tag.value].map(toOption) : []}
+                  placeholder="Select value"
+                  value={tag.value}
+                />
+              )}
+              {(tag.operator === '=~' || tag.operator === '!~') && (
+                <Input
+                  aria-label="Input tag value"
+                  onChange={(v) => {
+                    setSearch({
+                      ...search,
+                      tags: search.tags?.map((x) => {
+                        return x.id === tag.id ? { ...x, value: v?.currentTarget?.value || '' } : x;
+                      }),
+                    });
+                  }}
+                  placeholder="Tag value"
+                  width={18}
+                  value={tag.value || ''}
+                />
+              )}
+            </span>
+            {(tag.key || tag.value || search.tags.length > 1) && (
+              <AccessoryButton
+                aria-label="Remove tag"
+                variant="secondary"
+                icon="times"
+                onClick={() => removeTag(tag.id)}
+                tooltip="Remove tag"
+              />
+            )}
+            {(tag.key || tag.value) && i === search.tags.length - 1 && (
+              <span className={styles.addTag}>
+                <AccessoryButton
+                  aria-label="Add tag"
+                  variant="secondary"
+                  icon="plus"
+                  onClick={addTag}
+                  tooltip="Add tag"
+                />
+              </span>
+            )}
+          </Stack>
+        </div>
+      ))}
+    </div>
+  );
+};
+
+const getStyles = (theme: GrafanaTheme2) => ({
+  addTag: css({
+    marginLeft: theme.spacing(1),
+  }),
+  tagValues: css({
+    maxWidth: '200px',
+  }),
+});
diff --git a/public/app/features/explore/TraceView/components/TracePageHeader/TracePageHeader.tsx b/public/app/features/explore/TraceView/components/TracePageHeader/TracePageHeader.tsx
index 3f44df06a5e..3258cda9daf 100644
--- a/public/app/features/explore/TraceView/components/TracePageHeader/TracePageHeader.tsx
+++ b/public/app/features/explore/TraceView/components/TracePageHeader/TracePageHeader.tsx
@@ -41,10 +41,6 @@ export type TracePageHeaderProps = {
   setSearch: React.Dispatch<React.SetStateAction<SearchProps>>;
   showSpanFilters: boolean;
   setShowSpanFilters: (isOpen: boolean) => void;
-  showSpanFilterMatchesOnly: boolean;
-  setShowSpanFilterMatchesOnly: (showMatchesOnly: boolean) => void;
-  showCriticalPathSpansOnly: boolean;
-  setShowCriticalPathSpansOnly: (showCriticalPathSpansOnly: boolean) => void;
   setFocusedSpanIdForSearch: React.Dispatch<React.SetStateAction<string>>;
   spanFilterMatches: Set<string> | undefined;
   datasourceType: string;
@@ -61,10 +57,6 @@ export const TracePageHeader = memo((props: TracePageHeaderProps) => {
     setSearch,
     showSpanFilters,
     setShowSpanFilters,
-    showSpanFilterMatchesOnly,
-    setShowSpanFilterMatchesOnly,
-    showCriticalPathSpansOnly,
-    setShowCriticalPathSpansOnly,
     setFocusedSpanIdForSearch,
     spanFilterMatches,
     datasourceType,
@@ -171,10 +163,6 @@ export const TracePageHeader = memo((props: TracePageHeaderProps) => {
         trace={trace}
         showSpanFilters={showSpanFilters}
         setShowSpanFilters={setShowSpanFilters}
-        showSpanFilterMatchesOnly={showSpanFilterMatchesOnly}
-        setShowSpanFilterMatchesOnly={setShowSpanFilterMatchesOnly}
-        showCriticalPathSpansOnly={showCriticalPathSpansOnly}
-        setShowCriticalPathSpansOnly={setShowCriticalPathSpansOnly}
         search={search}
         setSearch={setSearch}
         spanFilterMatches={spanFilterMatches}
diff --git a/public/app/features/explore/TraceView/useSearch.ts b/public/app/features/explore/TraceView/useSearch.ts
index da25987d7f3..3614f1aaff9 100644
--- a/public/app/features/explore/TraceView/useSearch.ts
+++ b/public/app/features/explore/TraceView/useSearch.ts
@@ -1,6 +1,9 @@
-import { useMemo, useState } from 'react';
+import { cloneDeep, merge } from 'lodash';
+import { useEffect, useMemo, useState } from 'react';
 import { v4 as uuidv4 } from 'uuid';
 
+import { InterpolateFunction } from '@grafana/data';
+
 import { filterSpans, TraceSpan } from './components';
 
 export interface SearchProps {
@@ -14,6 +17,8 @@ export interface SearchProps {
   toOperator: string;
   tags: Tag[];
   query?: string;
+  matchesOnly: boolean;
+  criticalPathOnly: boolean;
 }
 
 export interface Tag {
@@ -36,17 +41,66 @@ export const defaultFilters = {
   fromOperator: '>',
   toOperator: '<',
   tags: [defaultTagFilter],
+  matchesOnly: false,
+  criticalPathOnly: false,
 };
 
 /**
  * Controls the state of search input that highlights spans if they match the search string.
  * @param spans
  */
-export function useSearch(spans?: TraceSpan[]) {
-  const [search, setSearch] = useState<SearchProps>(defaultFilters);
+export function useSearch(spans?: TraceSpan[], initialFilters?: SearchProps) {
+  const [search, setSearch] = useState<SearchProps>(merge(cloneDeep(defaultFilters), initialFilters ?? {}));
+
+  useEffect(() => {
+    if (initialFilters) {
+      setSearch(merge(cloneDeep(defaultFilters), initialFilters));
+    }
+  }, [initialFilters]);
+
   const spanFilterMatches: Set<string> | undefined = useMemo(() => {
     return spans && filterSpans(search, spans);
   }, [search, spans]);
 
   return { search, setSearch, spanFilterMatches };
 }
+
+export function replaceSearchVariables(replaceVariables: InterpolateFunction, search?: SearchProps) {
+  if (!search) {
+    return search;
+  }
+
+  const newSearch = { ...search };
+  if (newSearch.query) {
+    newSearch.query = replaceVariables(newSearch.query);
+  }
+  if (newSearch.serviceNameOperator) {
+    newSearch.serviceNameOperator = replaceVariables(newSearch.serviceNameOperator);
+  }
+  if (newSearch.serviceName) {
+    newSearch.serviceName = replaceVariables(newSearch.serviceName);
+  }
+  if (newSearch.spanNameOperator) {
+    newSearch.spanNameOperator = replaceVariables(newSearch.spanNameOperator);
+  }
+  if (newSearch.spanName) {
+    newSearch.spanName = replaceVariables(newSearch.spanName);
+  }
+  if (newSearch.from) {
+    newSearch.from = replaceVariables(newSearch.from);
+  }
+  if (newSearch.to) {
+    newSearch.to = replaceVariables(newSearch.to);
+  }
+  if (newSearch.tags) {
+    newSearch.tags = newSearch.tags.map((tag) => {
+      return {
+        ...tag,
+        key: replaceVariables(tag.key ?? ''),
+        value: replaceVariables(tag.value ?? ''),
+      };
+    });
+  }
+
+  return newSearch;
+}
diff --git a/public/app/features/explore/TraceView/utils/tags.ts b/public/app/features/explore/TraceView/utils/tags.ts
new file mode 100644
index 00000000000..fb3670573ab
--- /dev/null
+++ b/public/app/features/explore/TraceView/utils/tags.ts
@@ -0,0 +1,135 @@
+import { SpanStatusCode } from '@opentelemetry/api';
+import { uniq } from 'lodash';
+
+import { Trace } from '../components';
+import {
+  ID,
+  KIND,
+  LIBRARY_NAME,
+  LIBRARY_VERSION,
+  STATUS,
+  STATUS_MESSAGE,
+  TRACE_STATE,
+} from '../components/constants/span';
+
+export const getTraceServiceNames = (trace: Trace) => {
+  const serviceNames = trace.spans.map((span) => {
+    return span.process.serviceName;
+  });
+  return uniq(serviceNames).sort();
+};
+
+export const getTraceSpanNames = (trace: Trace) => {
+  const spanNames = trace.spans.map((span) => {
+    return span.operationName;
+  });
+  return uniq(spanNames).sort();
+};
+
+export const getTraceTagKeys = (trace: Trace) => {
+  let keys: string[] = [];
+  let logKeys: string[] = [];
+
+  trace.spans.forEach((span) => {
+    span.tags.forEach((tag) => {
+      keys.push(tag.key);
+    });
+    span.process.tags.forEach((tag) => {
+      keys.push(tag.key);
+    });
+    if (span.logs !== null) {
+      span.logs.forEach((log) => {
+        log.fields.forEach((field) => {
+          logKeys.push(field.key);
+        });
+      });
+    }
+
+    if (span.kind) {
+      keys.push(KIND);
+    }
+    if (span.statusCode !== undefined) {
+      keys.push(STATUS);
+    }
+    if (span.statusMessage) {
+      keys.push(STATUS_MESSAGE);
+    }
+    if (span.instrumentationLibraryName) {
+      keys.push(LIBRARY_NAME);
+    }
+    if (span.instrumentationLibraryVersion) {
+      keys.push(LIBRARY_VERSION);
+    }
+    if (span.traceState) {
+      keys.push(TRACE_STATE);
+    }
+    keys.push(ID);
+  });
+  keys = uniq(keys).sort();
+  logKeys = uniq(logKeys).sort();
+
+  return [...keys, ...logKeys];
+};
+
+export const getTraceTagValues = (trace: Trace, key: string) => {
+  const values: string[] = [];
+
+  trace.spans.forEach((span) => {
+    const tagValue = span.tags.find((t) => t.key === key)?.value;
+    if (tagValue) {
+      values.push(tagValue.toString());
+    }
+    const processTagValue = span.process.tags.find((t) => t.key === key)?.value;
+    if (processTagValue) {
+      values.push(processTagValue.toString());
+    }
+    if (span.logs !== null) {
+      span.logs.forEach((log) => {
+        const logsTagValue = log.fields.find((t) => t.key === key)?.value;
+        if (logsTagValue) {
+          values.push(logsTagValue.toString());
+        }
+      });
+    }
+
+    switch (key) {
+      case KIND:
+        if (span.kind) {
+          values.push(span.kind);
+        }
+        break;
+      case STATUS:
+        if (span.statusCode !== undefined) {
+          values.push(SpanStatusCode[span.statusCode].toLowerCase());
+        }
+        break;
+      case STATUS_MESSAGE:
+        if (span.statusMessage) {
+          values.push(span.statusMessage);
+        }
+        break;
+      case LIBRARY_NAME:
+        if (span.instrumentationLibraryName) {
+          values.push(span.instrumentationLibraryName);
+        }
+        break;
+      case LIBRARY_VERSION:
+        if (span.instrumentationLibraryVersion) {
+          values.push(span.instrumentationLibraryVersion);
+        }
+        break;
+      case TRACE_STATE:
+        if (span.traceState) {
+          values.push(span.traceState);
+        }
+        break;
+      case ID:
+        values.push(span.spanID);
+        break;
+      default:
+        break;
+    }
+  });
+
+  return uniq(values).sort();
+};
diff --git a/public/app/plugins/panel/traces/TagsEditor.tsx b/public/app/plugins/panel/traces/TagsEditor.tsx
new file mode 100644
index 00000000000..7e9c8a6fd1d
--- /dev/null
+++ b/public/app/plugins/panel/traces/TagsEditor.tsx
@@ -0,0 +1,37 @@
+import { useEffect, useMemo, useState } from 'react';
+
+import { SelectableValue, StandardEditorProps } from '@grafana/data';
+
+import { SpanFiltersTags } from '../../../features/explore/TraceView/components/TracePageHeader/SpanFilters/SpanFiltersTags';
+import { defaultTagFilter, SearchProps } from '../../../features/explore/TraceView/useSearch';
+import { transformDataFrames } from '../../../features/explore/TraceView/utils/transform';
+
+type Props = StandardEditorProps<SearchProps, unknown, SearchProps>;
+
+export const TagsEditor = ({ value, onChange, context }: Props) => {
+  const trace = useMemo(() => transformDataFrames(context.data[0]), [context.data]);
+  const [tagKeys, setTagKeys] = useState<Array<SelectableValue<string>>>();
+  const [tagValues, setTagValues] = useState<{ [key: string]: Array<SelectableValue<string>> }>({});
+
+  useEffect(() => {
+    if (!value.tags) {
+      onChange({ ...value, tags: [defaultTagFilter] });
+    }
+  }, [onChange, value]);
+
+  if (!trace) {
+    return null;
+  }
+
+  return (
+    <SpanFiltersTags
+      search={value}
+      setSearch={onChange}
+      trace={trace}
+      tagKeys={tagKeys}
+      setTagKeys={setTagKeys}
+      tagValues={tagValues}
+      setTagValues={setTagValues}
+    />
+  );
+};
diff --git a/public/app/plugins/panel/traces/TracesPanel.tsx b/public/app/plugins/panel/traces/TracesPanel.tsx
index b7be2cba6fb..b83e64af263 100644
--- a/public/app/plugins/panel/traces/TracesPanel.tsx
+++ b/public/app/plugins/panel/traces/TracesPanel.tsx
@@ -8,6 +8,8 @@ import { TraceView } from 'app/features/explore/TraceView/TraceView';
 import { SpanLinkFunc } from 'app/features/explore/TraceView/components';
 import { transformDataFrames } from 'app/features/explore/TraceView/utils/transform';
 
+import { replaceSearchVariables, SearchProps } from '../../../features/explore/TraceView/useSearch';
+
 const styles = {
   wrapper: css({
     height: '100%',
@@ -19,9 +21,10 @@ export interface TracesPanelOptions {
   createSpanLink?: SpanLinkFunc;
   focusedSpanId?: string;
   createFocusSpanLink?: (traceId: string, spanId: string) => LinkModel<Field>;
+  spanFilters?: SearchProps;
 }
 
-export const TracesPanel = ({ data, options }: PanelProps<TracesPanelOptions>) => {
+export const TracesPanel = ({ data, options, replaceVariables }: PanelProps<TracesPanelOptions>) => {
   const topOfViewRef = createRef<HTMLDivElement>();
   const traceProp = useMemo(() => transformDataFrames(data.series[0]), [data.series]);
   const dataSource = useAsync(async () => {
@@ -48,6 +51,7 @@ export const TracesPanel = ({ data, options }: PanelProps<TracesPanelOptions>) =
         createSpanLink={options.createSpanLink}
         focusedSpanId={options.focusedSpanId}
         createFocusSpanLink={options.createFocusSpanLink}
+        spanFilters={replaceSearchVariables(replaceVariables, options.spanFilters)}
       />
     </div>
   );
diff --git a/public/app/plugins/panel/traces/module.tsx b/public/app/plugins/panel/traces/module.tsx
index 19fae657d5f..9c1696ab137 100644
--- a/public/app/plugins/panel/traces/module.tsx
+++ b/public/app/plugins/panel/traces/module.tsx
@@ -1,6 +1,107 @@
-import { PanelPlugin } from '@grafana/data';
+import { PanelPlugin, toOption } from '@grafana/data';
 
+import { getTraceServiceNames, getTraceSpanNames } from '../../../features/explore/TraceView/utils/tags';
+import { transformDataFrames } from '../../../features/explore/TraceView/utils/transform';
+
+import { TagsEditor } from './TagsEditor';
 import { TracesPanel } from './TracesPanel';
 import { TracesSuggestionsSupplier } from './suggestions';
 
-export const plugin = new PanelPlugin(TracesPanel).setSuggestionsSupplier(new TracesSuggestionsSupplier());
+export const plugin = new PanelPlugin(TracesPanel)
+  .setPanelOptions((builder, context) => {
+    const category = ['Span filters'];
+    const trace = transformDataFrames(context?.data?.[0]);
+
+    // Find
+    builder
+      .addTextInput({
+        path: 'spanFilters.query',
+        name: 'Find in trace',
+        category,
+      })
+      .addBooleanSwitch({
+        path: 'spanFilters.matchesOnly',
+        name: 'Show matches only',
+        defaultValue: false,
+        category,
+      })
+      .addBooleanSwitch({
+        path: 'spanFilters.criticalPathOnly',
+        name: 'Show critical path only',
+        defaultValue: false,
+        category,
+      });
+
+    // Service name
+    builder
+      .addSelect({
+        path: 'spanFilters.serviceName',
+        name: 'Service name',
+        category,
+        settings: {
+          options: trace ? getTraceServiceNames(trace).map(toOption) : [],
+          allowCustomValue: true,
+          isClearable: true,
+        },
+      })
+      .addRadio({
+        path: 'spanFilters.serviceNameOperator',
+        name: 'Service name operator',
+        defaultValue: '=',
+        settings: {
+          options: [
+            { value: '=', label: '=' },
+            { value: '!=', label: '!=' },
+          ],
+        },
+        category,
+      });
+
+    // Span name
+    builder
+      .addSelect({
+        path: 'spanFilters.spanName',
+        name: 'Span name',
+        category,
+        settings: {
+          options: trace ? getTraceSpanNames(trace).map(toOption) : [],
+          allowCustomValue: true,
+          isClearable: true,
+        },
+      })
+      .addRadio({
+        path: 'spanFilters.spanNameOperator',
+        name: 'Span name operator',
+        defaultValue: '=',
+        settings: {
+          options: [
+            { value: '=', label: '=' },
+            { value: '!=', label: '!=' },
+          ],
+        },
+        category,
+      });
+
+    // Duration
+    builder
+      .addTextInput({
+        path: 'spanFilters.from',
+        name: 'Min duration',
+        category,
+      })
+      .addTextInput({
+        path: 'spanFilters.to',
+        name: 'Max duration',
+        category,
+      });
+
+    builder.addCustomEditor({
+      id: 'tags',
+      name: 'Tags',
+      path: 'spanFilters',
+      category,
+      editor: TagsEditor,
+      defaultValue: undefined,
+    });
+  })
+  .setSuggestionsSupplier(new TracesSuggestionsSupplier());