diff --git a/src/beamlime/handlers/detector_data_handler.py b/src/beamlime/handlers/detector_data_handler.py
index 3fe98ef1..9dca37d8 100644
--- a/src/beamlime/handlers/detector_data_handler.py
+++ b/src/beamlime/handlers/detector_data_handler.py
@@ -19,6 +19,7 @@
 from ..core.handler import (
     Accumulator,
     Config,
+    ConfigValueAccessor,
     Handler,
     HandlerFactory,
     PeriodicAccumulatingHandler,
@@ -135,9 +136,43 @@ class DetectorCounts(Accumulator[sc.DataArray, sc.DataArray]):
     def __init__(self, config: Config, detector_view: raw.RollingDetectorView):
         self._config = config
         self._det = detector_view
+        self._toa_range = ConfigValueAccessor(
+            config, 'toa_range', default=None, convert=self._convert_toa_range
+        )
+        self._current_toa_range = None
+
+    def _convert_toa_range(self, value: dict[str, Any] | None) -> None:
+        self.clear()
+        if value is None:
+            return None
+        return (
+            sc.scalar(value['low'], unit=value['unit']).to(unit='ns'),
+            sc.scalar(value['high'], unit=value['unit']).to(unit='ns'),
+        )
+
+    def apply_toa_range(self, data: sc.DataArray) -> sc.DataArray:
+        if (toa_range := self._toa_range()) is None:
+            return data
+        low, high = toa_range
+        # GroupIntoPixels stores time-of-arrival as the data variable of the bins to
+        # avoid allocating weights that are all ones. For filtering we need to turn this
+        # into a coordinate, since scipp does not support filtering on data variables.
+        return data.bins.assign_coords(toa=data.bins.data).bins['toa', low:high]
 
     def add(self, timestamp: int, data: sc.DataArray) -> None:
+        """
+        Add data to the accumulator.
+
+        Parameters
+        ----------
+        timestamp:
+            Timestamp of the data.
+        data:
+            Data to be added. It is assumed that this is ev44 data that was passed
+            through :py:class:`GroupIntoPixels`.
+        """
         _ = timestamp
+        data = self.apply_toa_range(data)
         self._det.add_events(data)
 
     def get(self) -> sc.DataArray:
diff --git a/src/beamlime/services/dashboard.py b/src/beamlime/services/dashboard.py
index 49068f45..5d820797 100644
--- a/src/beamlime/services/dashboard.py
+++ b/src/beamlime/services/dashboard.py
@@ -157,6 +157,23 @@ def _setup_layout(self) -> None:
                 value=[45, 55],
                 marks={i: str(i) for i in range(0, 101, 20)},
             ),
+            html.Label('Time-of-arrival range (us)'),
+            dcc.Checklist(
+                id='toa-checkbox',
+                options=[
+                    {'label': 'Filter by time-of-arrival [μs]', 'value': 'enabled'}
+                ],
+                value=[],
+                style={'margin': '10px 0'},
+            ),
+            dcc.RangeSlider(
+                id='toa-range',
+                min=0,
+                max=71_000,
+                step=100,
+                value=[0, 71_000],
+                marks={i: str(i) for i in range(0, 71_001, 10_000)},
+            ),
             html.Button('Clear', id='clear-button', n_clicks=0),
         ]
         self._app.layout = html.Div(
@@ -204,6 +221,17 @@ def _setup_callbacks(self) -> None:
             Input('roi-y', 'value'),
         )(self.update_roi)
 
+        self._app.callback(
+            Output('toa-range', 'disabled'),
+            Input('toa-checkbox', 'value'),
+        )(lambda value: len(value) == 0)
+
+        self._app.callback(
+            Output('toa-range', 'value'),
+            Input('toa-range', 'value'),
+            Input('toa-checkbox', 'value'),
+        )(self.update_toa_range)
+
     def update_roi(self, roi_x, roi_y):
         if roi_x is not None:
             self._config_service.update_config(
@@ -236,6 +264,15 @@ def update_roi(self, roi_x, roi_y):
 
         return roi_x, roi_y
 
+    def update_toa_range(self, toa_range, toa_enabled):
+        if len(toa_enabled) == 0:
+            self._config_service.update_config('toa_range', None)
+        else:
+            self._config_service.update_config(
+                'toa_range', {'low': toa_range[0], 'high': toa_range[1], 'unit': 'us'}
+            )
+        return toa_range
+
     @staticmethod
     def create_monitor_plot(key: str, data: sc.DataArray) -> go.Figure:
         fig = go.Figure()