diff --git a/elasticsearch_dsl/aggs.py b/elasticsearch_dsl/aggs.py
index 547a5931a..3e8689206 100644
--- a/elasticsearch_dsl/aggs.py
+++ b/elasticsearch_dsl/aggs.py
@@ -306,6 +306,10 @@ class ExtendedStats(Agg):
     name = "extended_stats"
 
 
+class Boxplot(Agg):
+    name = "boxplot"
+
+
 class GeoBounds(Agg):
     name = "geo_bounds"
 
diff --git a/test_elasticsearch_dsl/test_aggs.py b/test_elasticsearch_dsl/test_aggs.py
index a2317c995..bc953338d 100644
--- a/test_elasticsearch_dsl/test_aggs.py
+++ b/test_elasticsearch_dsl/test_aggs.py
@@ -266,3 +266,9 @@ def test_geotile_grid_aggregation():
     a = aggs.GeotileGrid(**{"field": "centroid", "precision": 3})
 
     assert {"geotile_grid": {"field": "centroid", "precision": 3}} == a.to_dict()
+
+
+def test_boxplot_aggregation():
+    a = aggs.Boxplot(field="load_time")
+
+    assert {"boxplot": {"field": "load_time"}} == a.to_dict()