diff --git a/setup.cfg b/setup.cfg
index 160967220..2482f4b87 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -60,7 +60,8 @@ tf =
     protobuf < 4
 plt =
     graphviz
-    matplotlib
+    ; Version capped due to shap incompatibility
+    matplotlib < 3.6.0
 dowhy = 
     dowhy < 0.9
 all =
@@ -69,7 +70,8 @@ all =
     tensorflow > 1.10, < 2.3
     ; Version capped due to tensorflow incompatibility
     protobuf < 4
-    matplotlib
+    ; Version capped due to shap incompatibility
+    matplotlib < 3.6.0
     dowhy < 0.9
     
 [options.packages.find]