diff --git a/requirements/base.txt b/requirements/base.txt
index 6be64d1f79acb..cbbc55f7295e8 100644
--- a/requirements/base.txt
+++ b/requirements/base.txt
@@ -77,7 +77,7 @@ flask==1.1.4
     #   flask-openid
     #   flask-sqlalchemy
     #   flask-wtf
-flask-appbuilder==3.3.2
+flask-appbuilder==3.3.3
     # via apache-superset
 flask-babel==1.0.0
     # via flask-appbuilder
@@ -176,7 +176,7 @@ pgsanity==0.2.9
     # via apache-superset
 polyline==1.4.0
     # via apache-superset
-prison==0.1.3
+prison==0.2.1
     # via flask-appbuilder
 pyarrow==4.0.1
     # via apache-superset
diff --git a/setup.py b/setup.py
index 9ce697b4acd20..8f72eb7940638 100644
--- a/setup.py
+++ b/setup.py
@@ -75,7 +75,7 @@ def get_git_sha() -> str:
         "cryptography>=3.3.2",
         "deprecation>=2.1.0, <2.2.0",
         "flask>=1.1.0, <2.0.0",
-        "flask-appbuilder>=3.3.2, <4.0.0",
+        "flask-appbuilder>=3.3.3, <4.0.0",
         "flask-caching>=1.10.0",
         "flask-compress",
         "flask-talisman",
diff --git a/superset-frontend/src/components/ListView/Filters/Search.tsx b/superset-frontend/src/components/ListView/Filters/Search.tsx
index fd61cba5cc79f..482fac17d4b7a 100644
--- a/superset-frontend/src/components/ListView/Filters/Search.tsx
+++ b/superset-frontend/src/components/ListView/Filters/Search.tsx
@@ -51,7 +51,8 @@ export default function SearchFilter({
   const [value, setValue] = useState(initialValue || '');
   const handleSubmit = () => {
     if (value) {
-      onSubmit(value.trim());
+      // encode plus signs to prevent them from being converted into a space
+      onSubmit(value.trim().replace(/\+/g, '%2B'));
     }
   };
   const handleChange = (e: React.ChangeEvent<HTMLInputElement>) => {
diff --git a/superset-frontend/src/components/ListView/utils.ts b/superset-frontend/src/components/ListView/utils.ts
index 5b2eed264ccc8..3ce370d054867 100644
--- a/superset-frontend/src/components/ListView/utils.ts
+++ b/superset-frontend/src/components/ListView/utils.ts
@@ -45,10 +45,11 @@ import {
   ViewModeType,
 } from './types';
 
-// Define custom RisonParam for proper encoding/decoding
+// Define custom RisonParam for proper encoding/decoding; note that
+// plus symbols should be encoded to avoid being converted into a space
 const RisonParam: QueryParamConfig<string, any> = {
   encode: (data?: any | null) =>
-    data === undefined ? undefined : rison.encode(data),
+    data === undefined ? undefined : rison.encode(data).replace(/\+/g, '%2B'),
   decode: (dataStr?: string | string[]) =>
     dataStr === undefined || Array.isArray(dataStr)
       ? undefined