diff --git a/ui/package.json b/ui/package.json
index 9f546f5..d712d06 100644
--- a/ui/package.json
+++ b/ui/package.json
@@ -56,6 +56,7 @@
     ]
   },
   "devDependencies": {
+    "@types/react-window": "1.8.5",
     "redux-devtools": "3.7.0"
   },
   "homepage": "/[[.RootPath]]"
diff --git a/ui/src/components/GroupSelect.tsx b/ui/src/components/GroupSelect.tsx
index 35ad5ca..a6efd86 100644
--- a/ui/src/components/GroupSelect.tsx
+++ b/ui/src/components/GroupSelect.tsx
@@ -1,7 +1,10 @@
 import React from "react";
-import { makeStyles } from "@material-ui/core/styles";
+import { makeStyles, useTheme } from "@material-ui/core/styles";
 import TextField from "@material-ui/core/TextField";
 import Autocomplete from "@material-ui/lab/Autocomplete";
+import useMediaQuery from "@material-ui/core/useMediaQuery";
+import ListSubheader from "@material-ui/core/ListSubheader";
+import { VariableSizeList, ListChildComponentProps } from "react-window";
 import { GroupInfo } from "../api";
 import { isDarkTheme } from "../theme";
 
@@ -34,6 +37,12 @@ export default function GroupSelect(props: Props) {
   return (
     <Autocomplete
       id="task-group-selector"
+      disableListWrap
+      ListboxComponent={
+        ListboxComponent as React.ComponentType<
+          React.HTMLAttributes<HTMLElement>
+        >
+      }
       options={props.groups}
       getOptionLabel={(option: GroupInfo) => option.group}
       style={{ width: 300 }}
@@ -49,3 +58,83 @@ export default function GroupSelect(props: Props) {
     />
   );
 }
+
+// Virtualized list.
+// Reference: https://v4.mui.com/components/autocomplete/#virtualization
+
+const LISTBOX_PADDING = 8; // px
+
+function renderRow(props: ListChildComponentProps) {
+  const { data, index, style } = props;
+  return React.cloneElement(data[index], {
+    style: {
+      ...style,
+      top: (style.top as number) + LISTBOX_PADDING,
+    },
+  });
+}
+
+const OuterElementContext = React.createContext({});
+
+const OuterElementType = React.forwardRef<HTMLDivElement>((props, ref) => {
+  const outerProps = React.useContext(OuterElementContext);
+  return <div ref={ref} {...props} {...outerProps} />;
+});
+
+function useResetCache(data: any) {
+  const ref = React.useRef<VariableSizeList>(null);
+  React.useEffect(() => {
+    if (ref.current != null) {
+      ref.current.resetAfterIndex(0, true);
+    }
+  }, [data]);
+  return ref;
+}
+
+// Adapter for react-window
+const ListboxComponent = React.forwardRef<HTMLDivElement>(
+  function ListboxComponent(props, ref) {
+    const { children, ...other } = props;
+    const itemData = React.Children.toArray(children);
+    const theme = useTheme();
+    const smUp = useMediaQuery(theme.breakpoints.up("sm"), { noSsr: true });
+    const itemCount = itemData.length;
+    const itemSize = smUp ? 36 : 48;
+
+    const getChildSize = (child: React.ReactNode) => {
+      if (React.isValidElement(child) && child.type === ListSubheader) {
+        return 48;
+      }
+      return itemSize;
+    };
+
+    const getHeight = () => {
+      if (itemCount > 8) {
+        return 8 * itemSize;
+      }
+      return itemData.map(getChildSize).reduce((a, b) => a + b, 0);
+    };
+
+    const gridRef = useResetCache(itemCount);
+
+    return (
+      <div ref={ref}>
+        <OuterElementContext.Provider value={other}>
+          <VariableSizeList
+            itemData={itemData}
+            height={getHeight() + 2 * LISTBOX_PADDING}
+            width="100%"
+            ref={gridRef}
+            outerElementType={OuterElementType}
+            innerElementType="ul"
+            itemSize={(index) => getChildSize(itemData[index])}
+            overscanCount={5}
+            itemCount={itemCount}
+          >
+            {renderRow}
+          </VariableSizeList>
+        </OuterElementContext.Provider>
+      </div>
+    );
+  }
+);
diff --git a/ui/yarn.lock b/ui/yarn.lock
index 597f23c..d99401e 100644
--- a/ui/yarn.lock
+++ b/ui/yarn.lock
@@ -2036,6 +2036,13 @@
   dependencies:
     "@types/react" "*"
 
+"@types/react-window@1.8.5":
+  version "1.8.5"
+  resolved "https://registry.npmjs.org/@types/react-window/-/react-window-1.8.5.tgz#285fcc5cea703eef78d90f499e1457e9b5c02fc1"
+  integrity sha512-V9q3CvhC9Jk9bWBOysPGaWy/Z0lxYcTXLtLipkt2cnRj1JOSFNF7wqGpkScSXMgBwC+fnVRg/7shwgddBG5ICw==
+  dependencies:
+    "@types/react" "*"
+
 "@types/react@*", "@types/react@^17.0.29":
   version "17.0.29"
   resolved "https://registry.yarnpkg.com/@types/react/-/react-17.0.29.tgz#9535f3fc01a4981ce9cadcf0daa2593c0c2f2251"