diff --git a/src/sagemaker/fw_utils.py b/src/sagemaker/fw_utils.py
index 3ee9c1605d..f3a44fbac0 100644
--- a/src/sagemaker/fw_utils.py
+++ b/src/sagemaker/fw_utils.py
@@ -81,6 +81,8 @@
         "2.7.1",
         "2.8",
         "2.8.0",
+        "2.9",
+        "2.9.1",
     ],
     "pytorch": [
         "1.6",
diff --git a/src/sagemaker/image_uri_config/tensorflow.json b/src/sagemaker/image_uri_config/tensorflow.json
index 2701f8e89a..564c71ae22 100644
--- a/src/sagemaker/image_uri_config/tensorflow.json
+++ b/src/sagemaker/image_uri_config/tensorflow.json
@@ -1464,7 +1464,8 @@
             "2.5": "2.5.1",
             "2.6": "2.6.3",
             "2.7": "2.7.1",
-            "2.8": "2.8.0"
+            "2.8": "2.8.0",
+            "2.9": "2.9.1"
         },
         "versions": {
             "1.10.0": {
@@ -2822,6 +2823,39 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "tensorflow-training"
+            },
+            "2.9.1": {
+                "py_versions": [
+                    "py39"
+                ],
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ca-central-1": "763104351884",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-north-1": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "me-south-1": "217643126080",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "tensorflow-training"
             }
         }
     }
diff --git a/tests/unit/test_fw_utils.py b/tests/unit/test_fw_utils.py
index 14338b76f9..17dd7de12b 100644
--- a/tests/unit/test_fw_utils.py
+++ b/tests/unit/test_fw_utils.py
@@ -691,6 +691,8 @@ def test_validate_smdataparallel_args_not_raises():
         ("ml.p3.16xlarge", "tensorflow", "2.7", "py38", smdataparallel_enabled),
         ("ml.p3.16xlarge", "tensorflow", "2.8.0", "py39", smdataparallel_enabled),
         ("ml.p3.16xlarge", "tensorflow", "2.8", "py39", smdataparallel_enabled),
+        ("ml.p3.16xlarge", "tensorflow", "2.9.1", "py39", smdataparallel_enabled),
+        ("ml.p3.16xlarge", "tensorflow", "2.9", "py39", smdataparallel_enabled),
         ("ml.p3.16xlarge", "pytorch", "1.6.0", "py3", smdataparallel_enabled),
         ("ml.p3.16xlarge", "pytorch", "1.6", "py3", smdataparallel_enabled),
         ("ml.p3.16xlarge", "pytorch", "1.7.1", "py3", smdataparallel_enabled),
@@ -715,6 +717,7 @@ def test_validate_smdataparallel_args_not_raises():
         ("ml.p3.16xlarge", "tensorflow", "2.6.3", "py38", smdataparallel_enabled_custom_mpi),
         ("ml.p3.16xlarge", "tensorflow", "2.7.1", "py38", smdataparallel_enabled_custom_mpi),
         ("ml.p3.16xlarge", "tensorflow", "2.8.0", "py39", smdataparallel_enabled_custom_mpi),
+        ("ml.p3.16xlarge", "tensorflow", "2.9.1", "py39", smdataparallel_enabled_custom_mpi),
         ("ml.p3.16xlarge", "pytorch", "1.8.0", "py3", smdataparallel_enabled_custom_mpi),
         ("ml.p3.16xlarge", "pytorch", "1.9.1", "py38", smdataparallel_enabled_custom_mpi),
         ("ml.p3.16xlarge", "pytorch", "1.10.2", "py38", smdataparallel_enabled_custom_mpi),