diff --git a/src/sagemaker/fw_utils.py b/src/sagemaker/fw_utils.py
index 79b9e803d7..87418e9bfb 100644
--- a/src/sagemaker/fw_utils.py
+++ b/src/sagemaker/fw_utils.py
@@ -74,6 +74,7 @@
         "2.6",
         "2.6.0",
         "2.6.2",
+        "2.6.3",
     ],
     "pytorch": [
         "1.6",
diff --git a/src/sagemaker/image_uri_config/tensorflow.json b/src/sagemaker/image_uri_config/tensorflow.json
index 1599d786a4..479e74741b 100644
--- a/src/sagemaker/image_uri_config/tensorflow.json
+++ b/src/sagemaker/image_uri_config/tensorflow.json
@@ -279,7 +279,7 @@
             "2.3": "2.3.2",
             "2.4": "2.4.3",
             "2.5": "2.5.1",
-            "2.6": "2.6.0"
+            "2.6": "2.6.3"
         },
         "versions": {
             "1.10.0": {
@@ -1343,6 +1343,36 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "tensorflow-inference"
+            },
+            "2.6.3": {
+                "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-inference"
             }
         }
     },
@@ -1370,7 +1400,7 @@
             "2.3": "2.3.2",
             "2.4": "2.4.3",
             "2.5": "2.5.1",
-            "2.6": "2.6.2"
+            "2.6": "2.6.3"
         },
         "versions": {
             "1.10.0": {
@@ -2629,6 +2659,39 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "tensorflow-training"
+            },
+            "2.6.3": {
+                "py_versions": [
+                    "py38"
+                ],
+                "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 c2470a5ba6..05432153e3 100644
--- a/tests/unit/test_fw_utils.py
+++ b/tests/unit/test_fw_utils.py
@@ -683,6 +683,8 @@ def test_validate_smdataparallel_args_not_raises():
         ("ml.p3.16xlarge", "tensorflow", "2.5.1", "py37", smdataparallel_enabled),
         ("ml.p3.16xlarge", "tensorflow", "2.5", "py37", smdataparallel_enabled),
         ("ml.p3.16xlarge", "tensorflow", "2.6.0", "py38", smdataparallel_enabled),
+        ("ml.p3.16xlarge", "tensorflow", "2.6.2", "py38", smdataparallel_enabled),
+        ("ml.p3.16xlarge", "tensorflow", "2.6.3", "py38", smdataparallel_enabled),
         ("ml.p3.16xlarge", "tensorflow", "2.6", "py38", smdataparallel_enabled),
         ("ml.p3.16xlarge", "pytorch", "1.6.0", "py3", smdataparallel_enabled),
         ("ml.p3.16xlarge", "pytorch", "1.6", "py3", smdataparallel_enabled),
@@ -698,6 +700,8 @@ def test_validate_smdataparallel_args_not_raises():
         ("ml.p3.16xlarge", "tensorflow", "2.4.1", "py37", smdataparallel_enabled_custom_mpi),
         ("ml.p3.16xlarge", "tensorflow", "2.5.1", "py37", smdataparallel_enabled_custom_mpi),
         ("ml.p3.16xlarge", "tensorflow", "2.6.0", "py38", smdataparallel_enabled_custom_mpi),
+        ("ml.p3.16xlarge", "tensorflow", "2.6.2", "py38", smdataparallel_enabled_custom_mpi),
+        ("ml.p3.16xlarge", "tensorflow", "2.6.3", "py38", 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),
     ]