diff --git a/src/sagemaker/fw_utils.py b/src/sagemaker/fw_utils.py
index 8cf0f97981..bb5190cef2 100644
--- a/src/sagemaker/fw_utils.py
+++ b/src/sagemaker/fw_utils.py
@@ -75,6 +75,8 @@
         "2.6.0",
         "2.6.2",
         "2.6.3",
+        "2.7",
+        "2.7.1",
         "2.8",
         "2.8.0",
     ],
diff --git a/src/sagemaker/image_uri_config/tensorflow.json b/src/sagemaker/image_uri_config/tensorflow.json
index 4e8226adf8..2701f8e89a 100644
--- a/src/sagemaker/image_uri_config/tensorflow.json
+++ b/src/sagemaker/image_uri_config/tensorflow.json
@@ -280,6 +280,7 @@
             "2.4": "2.4.3",
             "2.5": "2.5.1",
             "2.6": "2.6.3",
+            "2.7": "2.7.0",
             "2.8": "2.8.0"
         },
         "versions": {
@@ -1375,6 +1376,36 @@
                 },
                 "repository": "tensorflow-inference"
             },
+            "2.7.0": {
+                "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"
+            },
             "2.8.0": {
                 "registries": {
                     "af-south-1": "626614931356",
@@ -1432,6 +1463,7 @@
             "2.4": "2.4.3",
             "2.5": "2.5.1",
             "2.6": "2.6.3",
+            "2.7": "2.7.1",
             "2.8": "2.8.0"
         },
         "versions": {
@@ -2725,6 +2757,39 @@
                 },
                 "repository": "tensorflow-training"
             },
+            "2.7.1": {
+                "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"
+            },
             "2.8.0": {
                 "py_versions": [
                     "py39"
diff --git a/tests/integ/test_tf.py b/tests/integ/test_tf.py
index ffb16949c8..2ec70a097f 100644
--- a/tests/integ/test_tf.py
+++ b/tests/integ/test_tf.py
@@ -219,6 +219,9 @@ def test_mnist_distributed(
 
 @pytest.mark.slow_test
 def test_mnist_async(sagemaker_session, cpu_instance_type, tf_full_version, tf_full_py_version):
+    if tf_full_version == "2.7.0":
+        tf_full_version = "2.7"
+
     estimator = TensorFlow(
         entry_point=SCRIPT,
         source_dir=MNIST_RESOURCE_PATH,
diff --git a/tests/unit/test_fw_utils.py b/tests/unit/test_fw_utils.py
index 26b3908186..f1ffabef5e 100644
--- a/tests/unit/test_fw_utils.py
+++ b/tests/unit/test_fw_utils.py
@@ -687,6 +687,8 @@ def test_validate_smdataparallel_args_not_raises():
         ("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", "tensorflow", "2.7.1", "py38", smdataparallel_enabled),
+        ("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", "pytorch", "1.6.0", "py3", smdataparallel_enabled),
@@ -707,6 +709,7 @@ def test_validate_smdataparallel_args_not_raises():
         ("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", "tensorflow", "2.7.1", "py38", smdataparallel_enabled_custom_mpi),
         ("ml.p3.16xlarge", "tensorflow", "2.8.0", "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),