diff --git a/src/sagemaker/image_uri_config/chainer.json b/src/sagemaker/image_uri_config/chainer.json
index a2f31a4c3a..107ddf1952 100644
--- a/src/sagemaker/image_uri_config/chainer.json
+++ b/src/sagemaker/image_uri_config/chainer.json
@@ -9,6 +9,7 @@
     "versions": {
         "4.0.0": {
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -20,6 +21,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -37,6 +39,7 @@
         },
         "4.1.0": {
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -48,6 +51,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -65,6 +69,7 @@
         },
         "5.0.0": {
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -76,6 +81,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
diff --git a/src/sagemaker/image_uri_config/coach-mxnet.json b/src/sagemaker/image_uri_config/coach-mxnet.json
index 6f0b4dded7..c4e77a8e2e 100644
--- a/src/sagemaker/image_uri_config/coach-mxnet.json
+++ b/src/sagemaker/image_uri_config/coach-mxnet.json
@@ -5,6 +5,7 @@
         "0.11": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -16,6 +17,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -34,6 +36,7 @@
         "0.11.0": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -45,6 +48,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
diff --git a/src/sagemaker/image_uri_config/coach-tensorflow.json b/src/sagemaker/image_uri_config/coach-tensorflow.json
index 4ec030f813..d1651b7ae2 100644
--- a/src/sagemaker/image_uri_config/coach-tensorflow.json
+++ b/src/sagemaker/image_uri_config/coach-tensorflow.json
@@ -5,6 +5,7 @@
         "0.10": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -16,6 +17,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -34,6 +36,7 @@
         "0.10.1": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -45,6 +48,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -63,6 +67,7 @@
         "0.11": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -74,6 +79,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -92,6 +98,7 @@
         "0.11.0": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -103,6 +110,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -121,6 +129,7 @@
         "0.11.1": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -132,6 +141,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
diff --git a/src/sagemaker/image_uri_config/mxnet.json b/src/sagemaker/image_uri_config/mxnet.json
index b878a70c31..1a9eaa1a15 100644
--- a/src/sagemaker/image_uri_config/mxnet.json
+++ b/src/sagemaker/image_uri_config/mxnet.json
@@ -13,6 +13,7 @@
         "versions": {
             "0.12.1": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -24,6 +25,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -41,6 +43,7 @@
             },
             "1.0.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -52,6 +55,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -69,6 +73,7 @@
             },
             "1.1.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -80,6 +85,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -97,6 +103,7 @@
             },
             "1.2.1": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -108,6 +115,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -125,6 +133,7 @@
             },
             "1.3.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -136,6 +145,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -153,6 +163,7 @@
             },
             "1.4.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -164,6 +175,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -182,6 +194,7 @@
             "1.4.1": {
                 "py2": {
                     "registries": {
+                        "af-south-1": "313743910680",
                         "ap-east-1": "057415533634",
                         "ap-northeast-1": "520713654638",
                         "ap-northeast-2": "520713654638",
@@ -193,6 +206,7 @@
                         "cn-northwest-1": "423003514399",
                         "eu-central-1": "520713654638",
                         "eu-north-1": "520713654638",
+                        "eu-south-1": "048378556238",
                         "eu-west-1": "520713654638",
                         "eu-west-2": "520713654638",
                         "eu-west-3": "520713654638",
@@ -209,6 +223,7 @@
                 },
                 "py3": {
                     "registries": {
+                        "af-south-1": "626614931356",
                         "ap-east-1": "871362719292",
                         "ap-northeast-1": "763104351884",
                         "ap-northeast-2": "763104351884",
@@ -223,6 +238,7 @@
                         "eu-west-1": "763104351884",
                         "eu-west-2": "763104351884",
                         "eu-west-3": "763104351884",
+                        "eu-south-1": "692866216735",
                         "me-south-1": "217643126080",
                         "sa-east-1": "763104351884",
                         "us-east-1": "763104351884",
@@ -237,6 +253,7 @@
             },
             "1.6.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -251,6 +268,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -279,6 +297,7 @@
         "versions": {
             "0.12.1": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -290,6 +309,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -307,6 +327,7 @@
             },
             "1.0.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -318,6 +339,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -335,6 +357,7 @@
             },
             "1.1.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -346,6 +369,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -363,6 +387,7 @@
             },
             "1.2.1": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -374,6 +399,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -391,6 +417,7 @@
             },
             "1.3.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -402,6 +429,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -419,6 +447,7 @@
             },
             "1.4.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -430,6 +459,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -448,6 +478,7 @@
             "1.4.1": {
                 "py2": {
                     "registries": {
+                        "af-south-1": "313743910680",
                         "ap-east-1": "057415533634",
                         "ap-northeast-1": "520713654638",
                         "ap-northeast-2": "520713654638",
@@ -459,6 +490,7 @@
                         "cn-northwest-1": "423003514399",
                         "eu-central-1": "520713654638",
                         "eu-north-1": "520713654638",
+                        "eu-south-1": "048378556238",
                         "eu-west-1": "520713654638",
                         "eu-west-2": "520713654638",
                         "eu-west-3": "520713654638",
@@ -475,6 +507,7 @@
                 },
                 "py3": {
                     "registries": {
+                        "af-south-1": "626614931356",
                         "ap-east-1": "871362719292",
                         "ap-northeast-1": "763104351884",
                         "ap-northeast-2": "763104351884",
@@ -489,6 +522,7 @@
                         "eu-west-1": "763104351884",
                         "eu-west-2": "763104351884",
                         "eu-west-3": "763104351884",
+                        "eu-south-1": "692866216735",
                         "me-south-1": "217643126080",
                         "sa-east-1": "763104351884",
                         "us-east-1": "763104351884",
@@ -503,6 +537,7 @@
             },
             "1.6.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -517,6 +552,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -541,6 +577,7 @@
         "versions": {
             "1.3.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -552,6 +589,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -569,6 +607,7 @@
             },
             "1.4.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -580,6 +619,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -597,6 +637,7 @@
             },
             "1.4.1": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -611,6 +652,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -625,6 +667,7 @@
             },
             "1.5.1": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -639,6 +682,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
diff --git a/src/sagemaker/image_uri_config/pytorch.json b/src/sagemaker/image_uri_config/pytorch.json
index 5d7256b3e6..0cc7333b57 100644
--- a/src/sagemaker/image_uri_config/pytorch.json
+++ b/src/sagemaker/image_uri_config/pytorch.json
@@ -12,6 +12,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -26,6 +27,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -60,6 +62,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -71,6 +74,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -91,6 +95,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -102,6 +107,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -122,6 +128,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -133,6 +140,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -153,6 +161,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -167,6 +176,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -184,6 +194,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -198,6 +209,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -214,6 +226,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -228,6 +241,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -244,6 +258,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -258,6 +273,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -293,6 +309,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -304,6 +321,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -324,6 +342,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -335,6 +354,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -355,6 +375,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -366,6 +387,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -386,6 +408,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -400,6 +423,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -417,6 +441,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -431,6 +456,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -448,6 +474,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -462,6 +489,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -478,6 +506,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -492,6 +521,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -508,6 +538,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -522,6 +553,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
diff --git a/src/sagemaker/image_uri_config/ray-tensorflow.json b/src/sagemaker/image_uri_config/ray-tensorflow.json
index 211c0a63d7..b1aa56830d 100644
--- a/src/sagemaker/image_uri_config/ray-tensorflow.json
+++ b/src/sagemaker/image_uri_config/ray-tensorflow.json
@@ -5,6 +5,7 @@
         "0.5": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -16,6 +17,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -34,6 +36,7 @@
         "0.5.3": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -45,6 +48,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -63,6 +67,7 @@
         "0.6": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -74,6 +79,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
@@ -92,6 +98,7 @@
         "0.6.5": {
             "py_versions": ["py3"],
             "registries": {
+                "af-south-1": "313743910680",
                 "ap-east-1": "057415533634",
                 "ap-northeast-1": "520713654638",
                 "ap-northeast-2": "520713654638",
@@ -103,6 +110,7 @@
                 "cn-northwest-1": "423003514399",
                 "eu-central-1": "520713654638",
                 "eu-north-1": "520713654638",
+                "eu-south-1": "048378556238",
                 "eu-west-1": "520713654638",
                 "eu-west-2": "520713654638",
                 "eu-west-3": "520713654638",
diff --git a/src/sagemaker/image_uri_config/tensorflow.json b/src/sagemaker/image_uri_config/tensorflow.json
index 2271cf43dd..5be1f380e5 100644
--- a/src/sagemaker/image_uri_config/tensorflow.json
+++ b/src/sagemaker/image_uri_config/tensorflow.json
@@ -18,6 +18,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -29,6 +30,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -45,6 +47,7 @@
             },
             "1.11.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -56,6 +59,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -72,6 +76,7 @@
             },
             "1.12.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -83,6 +88,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -99,6 +105,7 @@
             },
             "1.13.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -110,6 +117,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -126,6 +134,7 @@
             },
             "1.14.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -140,6 +149,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -153,6 +163,7 @@
             },
             "1.15.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -167,6 +178,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -180,6 +192,7 @@
             },
             "2.0.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -194,6 +207,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -235,6 +249,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -246,6 +261,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -262,6 +278,7 @@
             },
             "1.11.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -273,6 +290,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -289,6 +307,7 @@
             },
             "1.12.0": {
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -300,6 +319,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -316,6 +336,7 @@
             },
             "1.13.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -330,6 +351,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -343,6 +365,7 @@
             },
             "1.14.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -357,6 +380,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -370,6 +394,7 @@
             },
             "1.15.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -384,6 +409,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -397,6 +423,7 @@
             },
             "1.15.2": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -411,6 +438,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -427,6 +455,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -438,6 +467,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -457,6 +487,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -468,6 +499,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -487,6 +519,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -498,6 +531,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -517,6 +551,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -528,6 +563,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -547,6 +583,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -558,6 +595,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -577,6 +615,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -588,6 +627,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -604,6 +644,7 @@
             },
             "2.0.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -618,6 +659,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -631,6 +673,7 @@
             },
             "2.0.1": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -645,6 +688,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -658,6 +702,7 @@
             },
             "2.1.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -672,6 +717,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -685,6 +731,7 @@
             },
             "2.2.0": {
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -699,6 +746,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -740,6 +788,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -754,6 +803,7 @@
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
+                    "eu-south-1": "048378556238",
                     "me-south-1": "724002660598",
                     "sa-east-1": "520713654638",
                     "us-east-1": "520713654638",
@@ -771,6 +821,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -785,6 +836,7 @@
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
+                    "eu-south-1": "048378556238",
                     "me-south-1": "724002660598",
                     "sa-east-1": "520713654638",
                     "us-east-1": "520713654638",
@@ -802,6 +854,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -816,6 +869,7 @@
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
+                    "eu-south-1": "048378556238",
                     "me-south-1": "724002660598",
                     "sa-east-1": "520713654638",
                     "us-east-1": "520713654638",
@@ -830,6 +884,7 @@
             "1.13.1": {
                 "py2": {
                     "registries": {
+                        "af-south-1": "313743910680",
                         "ap-east-1": "057415533634",
                         "ap-northeast-1": "520713654638",
                         "ap-northeast-2": "520713654638",
@@ -844,6 +899,7 @@
                         "eu-west-1": "520713654638",
                         "eu-west-2": "520713654638",
                         "eu-west-3": "520713654638",
+                        "eu-south-1": "048378556238",
                         "me-south-1": "724002660598",
                         "sa-east-1": "520713654638",
                         "us-east-1": "520713654638",
@@ -857,6 +913,7 @@
                 },
                 "py3": {
                     "registries": {
+                        "af-south-1": "626614931356",
                         "ap-east-1": "871362719292",
                         "ap-northeast-1": "763104351884",
                         "ap-northeast-2": "763104351884",
@@ -871,6 +928,7 @@
                         "eu-west-1": "763104351884",
                         "eu-west-2": "763104351884",
                         "eu-west-3": "763104351884",
+                        "eu-south-1": "692866216735",
                         "me-south-1": "217643126080",
                         "sa-east-1": "763104351884",
                         "us-east-1": "763104351884",
@@ -889,6 +947,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -903,6 +962,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -920,6 +980,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -934,6 +995,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -952,6 +1014,7 @@
                     "py37"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -966,6 +1029,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -982,6 +1046,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -993,6 +1058,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -1012,6 +1078,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -1023,6 +1090,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -1042,6 +1110,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -1053,6 +1122,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -1072,6 +1142,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -1083,6 +1154,7 @@
                     "cn-northwest-1": "423003514399",
                     "eu-central-1": "520713654638",
                     "eu-north-1": "520713654638",
+                    "eu-south-1": "048378556238",
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
@@ -1102,6 +1174,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -1116,6 +1189,7 @@
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
+                    "eu-south-1": "048378556238",
                     "me-south-1": "724002660598",
                     "sa-east-1": "520713654638",
                     "us-east-1": "520713654638",
@@ -1132,6 +1206,7 @@
                     "py2"
                 ],
                 "registries": {
+                    "af-south-1": "313743910680",
                     "ap-east-1": "057415533634",
                     "ap-northeast-1": "520713654638",
                     "ap-northeast-2": "520713654638",
@@ -1146,6 +1221,7 @@
                     "eu-west-1": "520713654638",
                     "eu-west-2": "520713654638",
                     "eu-west-3": "520713654638",
+                    "eu-south-1": "048378556238",
                     "me-south-1": "724002660598",
                     "sa-east-1": "520713654638",
                     "us-east-1": "520713654638",
@@ -1163,6 +1239,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -1177,6 +1254,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -1194,6 +1272,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -1208,6 +1287,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -1225,6 +1305,7 @@
                     "py3"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -1239,6 +1320,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
@@ -1255,6 +1337,7 @@
                     "py37"
                 ],
                 "registries": {
+                    "af-south-1": "626614931356",
                     "ap-east-1": "871362719292",
                     "ap-northeast-1": "763104351884",
                     "ap-northeast-2": "763104351884",
@@ -1269,6 +1352,7 @@
                     "eu-west-1": "763104351884",
                     "eu-west-2": "763104351884",
                     "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
                     "me-south-1": "217643126080",
                     "sa-east-1": "763104351884",
                     "us-east-1": "763104351884",
diff --git a/tests/integ/__init__.py b/tests/integ/__init__.py
index 84d9e30095..120311aab9 100644
--- a/tests/integ/__init__.py
+++ b/tests/integ/__init__.py
@@ -25,16 +25,19 @@
 
 # these regions have some p2 and p3 instances, but not enough for continuous testing
 HOSTING_NO_P2_REGIONS = [
+    "af-south-1",
     "ap-east-1",
     "ca-central-1",
     "eu-central-1",
     "eu-north-1",
     "eu-west-2",
     "eu-west-3",
+    "eu-south-1",
     "sa-east-1",
     "us-west-1",
 ]
 HOSTING_NO_P3_REGIONS = [
+    "af-south-1",
     "ap-east-1",
     "ap-south-1",
     "ap-southeast-1",
@@ -44,10 +47,12 @@
     "eu-north-1",
     "eu-west-2",
     "eu-west-3",
+    "eu-south-1",
     "sa-east-1",
     "us-west-1",
 ]
 TRAINING_NO_P2_REGIONS = [
+    "af-south-1",
     "ap-east-1",
     "ap-southeast-1",
     "ap-southeast-2",
@@ -56,6 +61,7 @@
     "eu-north-1",
     "eu-west-2",
     "eu-west-3",
+    "eu-south-1",
     "me-south-1",
     "sa-east-1",
     "us-west-1",
@@ -88,10 +94,33 @@
     "us-west-2",
 )
 
-NO_LDA_REGIONS = ["eu-west-3", "eu-north-1", "sa-east-1", "ap-east-1", "me-south-1"]
-NO_MARKET_PLACE_REGIONS = ["eu-west-3", "eu-north-1", "sa-east-1", "ap-east-1", "me-south-1"]
-NO_AUTO_ML_REGIONS = ["sa-east-1", "me-south-1", "ap-east-1", "eu-west-3"]
-NO_MODEL_MONITORING_REGIONS = ["me-south-1"]
+NO_LDA_REGIONS = [
+    "eu-west-3",
+    "eu-north-1",
+    "sa-east-1",
+    "ap-east-1",
+    "me-south-1",
+    "af-south-1",
+    "eu-south-1",
+]
+NO_MARKET_PLACE_REGIONS = [
+    "eu-west-3",
+    "eu-north-1",
+    "sa-east-1",
+    "ap-east-1",
+    "me-south-1",
+    "af-south-1",
+    "eu-south-1",
+]
+NO_AUTO_ML_REGIONS = [
+    "sa-east-1",
+    "me-south-1",
+    "ap-east-1",
+    "eu-west-3",
+    "af-south-1",
+    "eu-south-1",
+]
+NO_MODEL_MONITORING_REGIONS = ["me-south-1", "af-south-1", "eu-south-1"]
 
 
 EFS_TEST_ENABLED_REGION = []
diff --git a/tests/unit/sagemaker/image_uris/test_dlc_frameworks.py b/tests/unit/sagemaker/image_uris/test_dlc_frameworks.py
index fee1162954..71f0822ef3 100644
--- a/tests/unit/sagemaker/image_uris/test_dlc_frameworks.py
+++ b/tests/unit/sagemaker/image_uris/test_dlc_frameworks.py
@@ -22,18 +22,22 @@
 
 DLC_ACCOUNT = "763104351884"
 DLC_ALTERNATE_REGION_ACCOUNTS = {
+    "af-south-1": "626614931356",
     "ap-east-1": "871362719292",
     "cn-north-1": "727897471807",
     "cn-northwest-1": "727897471807",
+    "eu-south-1": "692866216735",
     "me-south-1": "217643126080",
     "us-gov-west-1": "442386744353",
     "us-iso-east-1": "886529160074",
 }
 SAGEMAKER_ACCOUNT = "520713654638"
 SAGEMAKER_ALTERNATE_REGION_ACCOUNTS = {
+    "af-south-1": "313743910680",
     "ap-east-1": "057415533634",
     "cn-north-1": "422961961927",
     "cn-northwest-1": "423003514399",
+    "eu-south-1": "048378556238",
     "me-south-1": "724002660598",
     "us-gov-west-1": "246785580436",
     "us-iso-east-1": "744548109606",