diff --git a/encrypted-buckets/create-encrypted-buckets-product.yaml b/encrypted-buckets/create-encrypted-buckets-product.yaml
index e8122c04..d989c831 100644
--- a/encrypted-buckets/create-encrypted-buckets-product.yaml
+++ b/encrypted-buckets/create-encrypted-buckets-product.yaml
@@ -369,7 +369,10 @@ Resources:
               StringEquals:
                 's3:ExistingObjectTag/servicecatalog:provisioning': 'true'
           - Effect: Allow
-            Action: 's3:GetObject'
+            Action:
+              - 's3:GetObject'
+              - 's3:GetObjectTagging'
+              - 's3:GetObjectVersionTagging'
             Resource:
               - 'arn:aws:s3:::sagemaker-*'
           - Effect: Allow
@@ -378,11 +381,13 @@ Resources:
               - 's3:DeleteBucket'
               - 's3:DeleteBucketPolicy'
               - 's3:GetBucketPolicy'
+              - 's3:GetBucketTagging'
               - 's3:PutBucketAcl'
               - 's3:PutBucketNotification'
               - 's3:PutBucketPolicy'
               - 's3:PutBucketPublicAccessBlock'
               - 's3:PutBucketLogging'
+              - 's3:PutBucketTagging'
               - 's3:PutEncryptionConfiguration'
             Resource: 'arn:aws:s3:::sagemaker*'
           - Action:
@@ -503,6 +508,7 @@ Resources:
               - 'iam:PassRole'
             Resource:
               - 'arn:aws:iam::*:role/*custom-project*'
+              - 'arn:aws:iam::*:role/*SMCustomProject*'
             Effect: Allow
           - Effect: Allow
             Action:
@@ -532,7 +538,18 @@ Resources:
           - Effect: Allow
             Action:
               - 's3:*'
-            Resource: 'arn:aws:s3:::*sagemaker-custom-project-*'
+            Resource:
+              - 'arn:aws:s3:::*sagemaker-custom-project-*'
+          - Effect: Allow
+            Action:
+              - 's3:GetObject'
+            Resource:
+              - 'arn:aws:s3:::*sagemaker*/*'
+          - Effect: Allow
+            Action:
+              - 's3:ListBucket'
+            Resource:
+              - 'arn:aws:s3:::*sagemaker*'
           - Effect: Allow
             Action:
               - 'sagemaker:*'
@@ -644,7 +661,7 @@ Resources:
       PortfolioId: !Ref PortfolioIDParameter
       ProductId: !Ref ServiceCatalogProduct
 
-  ServiceCatalogProductRoleLaunchContstraint:
+  ServiceCatalogProductRoleLaunchConstraint:
     Type: AWS::ServiceCatalog::LaunchRoleConstraint
     DependsOn: 
       - ServiceCatalogProductAssociation
diff --git a/encrypted-buckets/project/template.yaml b/encrypted-buckets/project/template.yaml
index 9199efa5..01de4e44 100644
--- a/encrypted-buckets/project/template.yaml
+++ b/encrypted-buckets/project/template.yaml
@@ -93,7 +93,7 @@ Resources:
       Environment:
         Type: LINUX_CONTAINER
         ComputeType: BUILD_GENERAL1_SMALL
-        Image: 'aws/codebuild/amazonlinux2-x86_64-standard:3.0'
+        Image: 'aws/codebuild/amazonlinux2-x86_64-standard:5.0'
         EnvironmentVariables:
           - Name: SAGEMAKER_PROJECT_NAME
             Value: !Sub '${SageMakerProjectName}'
@@ -231,7 +231,7 @@ Resources:
       Environment:
         Type: LINUX_CONTAINER
         ComputeType: BUILD_GENERAL1_SMALL
-        Image: 'aws/codebuild/amazonlinux2-x86_64-standard:3.0'
+        Image: 'aws/codebuild/amazonlinux2-x86_64-standard:5.0'
         EnvironmentVariables:
           - Name: SAGEMAKER_PROJECT_NAME
             Value: !Sub '${SageMakerProjectName}'
@@ -266,7 +266,7 @@ Resources:
       Environment:
         Type: LINUX_CONTAINER
         ComputeType: BUILD_GENERAL1_SMALL
-        Image: 'aws/codebuild/amazonlinux2-x86_64-standard:3.0'
+        Image: 'aws/codebuild/amazonlinux2-x86_64-standard:5.0'
         EnvironmentVariables:
           - Name: SAGEMAKER_PROJECT_NAME
             Value: !Sub '${SageMakerProjectName}'
diff --git a/mlops-multi-account-cdk/mlops-infra/mlops_infra/pipeline_stack.py b/mlops-multi-account-cdk/mlops-infra/mlops_infra/pipeline_stack.py
index ad25ac93..404f9418 100644
--- a/mlops-multi-account-cdk/mlops-infra/mlops_infra/pipeline_stack.py
+++ b/mlops-multi-account-cdk/mlops-infra/mlops_infra/pipeline_stack.py
@@ -111,6 +111,9 @@ def __init__(
                     commands=[],
                     input=pipeline.synth,
                     primary_output_directory="./report",
+                    build_environment=codebuild.BuildEnvironment(
+                        build_image=codebuild.LinuxBuildImage.STANDARD_7_0,
+                    ),
                     partial_build_spec=codebuild.BuildSpec.from_object(
                         {
                             "version": 0.2,
@@ -123,7 +126,7 @@ def __init__(
                             },
                             "phases": {
                                 "install": {
-                                    "runtime-versions": {"ruby": 3.1},
+                                    "runtime-versions": {"ruby": 3.2, "python": 3.11},
                                     "commands": [
                                         "export date=`date +%Y-%m-%dT%H:%M:%S.%NZ`",
                                         "echo Installing cfn_nag - `pwd`",
diff --git a/mlops-multi-account-cdk/mlops-infra/scripts/install-prerequisites-brew.sh b/mlops-multi-account-cdk/mlops-infra/scripts/install-prerequisites-brew.sh
index a71718d9..2cd05052 100644
--- a/mlops-multi-account-cdk/mlops-infra/scripts/install-prerequisites-brew.sh
+++ b/mlops-multi-account-cdk/mlops-infra/scripts/install-prerequisites-brew.sh
@@ -4,6 +4,12 @@
 # install miniconda to manage python packages
 brew install --cask miniconda
 
+# conda doesn't initialize from shell, below step to fix that
+# https://github.com/conda/conda/issues/7980
+CONDA_BASE=$(conda info --base)
+source "$CONDA_BASE"/etc/profile.d/conda.sh
+conda init
+
 # install nodejs (required for aws cdk)
 brew install node
 
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/pipeline_stack.py b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/pipeline_stack.py
index 0f7fcec1..66212cf5 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/pipeline_stack.py
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/pipeline_stack.py
@@ -102,6 +102,9 @@ def __init__(
                     commands=[],
                     input=pipeline.synth,
                     primary_output_directory="./report",
+                    build_environment=codebuild.BuildEnvironment(
+                        build_image=codebuild.LinuxBuildImage.STANDARD_7_0,
+                    ),
                     partial_build_spec=codebuild.BuildSpec.from_object(
                         {
                             "version": 0.2,
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/byoc_pipeline_constructs/build_pipeline_construct.py b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/byoc_pipeline_constructs/build_pipeline_construct.py
index a6434c47..4d0dd495 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/byoc_pipeline_constructs/build_pipeline_construct.py
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/byoc_pipeline_constructs/build_pipeline_construct.py
@@ -171,7 +171,7 @@ def __init__(
             role=codebuild_role,  # figure out what actually this role would need
             build_spec=codebuild.BuildSpec.from_source_filename("buildspec.yml"),
             environment=codebuild.BuildEnvironment(
-                build_image=codebuild.LinuxBuildImage.STANDARD_5_0,
+                build_image=codebuild.LinuxBuildImage.STANDARD_7_0,
                 environment_variables={
                     "SAGEMAKER_PROJECT_NAME": codebuild.BuildEnvironmentVariable(value=project_name),
                     "SAGEMAKER_PROJECT_ID": codebuild.BuildEnvironmentVariable(value=project_id),
@@ -215,7 +215,7 @@ def __init__(
                     },
                 }
             ),
-            environment=codebuild.BuildEnvironment(build_image=codebuild.LinuxBuildImage.STANDARD_5_0, privileged=True),
+            environment=codebuild.BuildEnvironment(build_image=codebuild.LinuxBuildImage.STANDARD_7_0, privileged=True),
         )
 
         docker_build.add_to_role_policy(
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/byoc_pipeline_constructs/deploy_pipeline_construct.py b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/byoc_pipeline_constructs/deploy_pipeline_construct.py
index 441245ba..04ba4c4a 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/byoc_pipeline_constructs/deploy_pipeline_construct.py
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/byoc_pipeline_constructs/deploy_pipeline_construct.py
@@ -140,7 +140,7 @@ def __init__(
             #     }
             # ),
             environment=codebuild.BuildEnvironment(
-                build_image=codebuild.LinuxBuildImage.STANDARD_5_0,
+                build_image=codebuild.LinuxBuildImage.STANDARD_7_0,
                 environment_variables={
                     "MODEL_PACKAGE_GROUP_NAME": codebuild.BuildEnvironmentVariable(value=model_package_group_name),
                     "PROJECT_ID": codebuild.BuildEnvironmentVariable(value=project_id),
@@ -167,7 +167,7 @@ def __init__(
                     },
                     "phases": {
                         "install": {
-                            "runtime-versions": {"ruby": 2.7},
+                            "runtime-versions": {"ruby": 3.2},
                             "commands": [
                                 "export date=`date +%Y-%m-%dT%H:%M:%S.%NZ`",
                                 "echo Installing cfn_nag - `pwd`",
@@ -192,7 +192,7 @@ def __init__(
                 }
             ),
             environment=codebuild.BuildEnvironment(
-                build_image=codebuild.LinuxBuildImage.STANDARD_5_0,
+                build_image=codebuild.LinuxBuildImage.STANDARD_7_0,
             ),
         )
 
@@ -291,11 +291,13 @@ def __init__(
                         self,
                         "PreProdActionRole",
                         f"arn:{Aws.PARTITION}:iam::{preprod_account}:role/cdk-hnb659fds-deploy-role-{preprod_account}-{deployment_region}",
+                        mutable=False,
                     ),
                     deployment_role=iam.Role.from_role_arn(
                         self,
                         "PreProdDeploymentRole",
                         f"arn:{Aws.PARTITION}:iam::{preprod_account}:role/cdk-hnb659fds-cfn-exec-role-{preprod_account}-{deployment_region}",
+                        mutable=False,
                     ),
                     cfn_capabilities=[
                         CfnCapabilities.AUTO_EXPAND,
@@ -324,11 +326,13 @@ def __init__(
                         self,
                         "ProdActionRole",
                         f"arn:{Aws.PARTITION}:iam::{prod_account}:role/cdk-hnb659fds-deploy-role-{prod_account}-{deployment_region}",
+                        mutable=False,
                     ),
                     deployment_role=iam.Role.from_role_arn(
                         self,
                         "ProdDeploymentRole",
                         f"arn:{Aws.PARTITION}:iam::{prod_account}:role/cdk-hnb659fds-cfn-exec-role-{prod_account}-{deployment_region}",
+                        mutable=False,
                     ),
                     cfn_capabilities=[
                         CfnCapabilities.AUTO_EXPAND,
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/pipeline_constructs/build_pipeline_construct.py b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/pipeline_constructs/build_pipeline_construct.py
index 9b888af0..82a7ee8f 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/pipeline_constructs/build_pipeline_construct.py
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/pipeline_constructs/build_pipeline_construct.py
@@ -178,7 +178,7 @@ def __init__(
             role=codebuild_role,
             build_spec=codebuild.BuildSpec.from_source_filename("buildspec.yml"),
             environment=codebuild.BuildEnvironment(
-                build_image=codebuild.LinuxBuildImage.STANDARD_5_0,
+                build_image=codebuild.LinuxBuildImage.STANDARD_7_0,
                 environment_variables={
                     "SAGEMAKER_PROJECT_NAME": codebuild.BuildEnvironmentVariable(value=project_name),
                     "SAGEMAKER_PROJECT_ID": codebuild.BuildEnvironmentVariable(value=project_id),
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/pipeline_constructs/deploy_pipeline_construct.py b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/pipeline_constructs/deploy_pipeline_construct.py
index c38ba45d..e3b3dcdd 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/pipeline_constructs/deploy_pipeline_construct.py
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/mlops_sm_project_template/templates/pipeline_constructs/deploy_pipeline_construct.py
@@ -162,7 +162,7 @@ def __init__(
             #     }
             # ),
             environment=codebuild.BuildEnvironment(
-                build_image=codebuild.LinuxBuildImage.STANDARD_5_0,
+                build_image=codebuild.LinuxBuildImage.STANDARD_7_0,
                 environment_variables={
                     "MODEL_PACKAGE_GROUP_NAME": codebuild.BuildEnvironmentVariable(value=model_package_group_name),
                     "PROJECT_ID": codebuild.BuildEnvironmentVariable(value=project_id),
@@ -187,7 +187,7 @@ def __init__(
                     },
                     "phases": {
                         "install": {
-                            "runtime-versions": {"ruby": 2.7},
+                            "runtime-versions": {"ruby": 3.2},
                             "commands": [
                                 "export date=`date +%Y-%m-%dT%H:%M:%S.%NZ`",
                                 "echo Installing cfn_nag - `pwd`",
@@ -212,7 +212,7 @@ def __init__(
                 }
             ),
             environment=codebuild.BuildEnvironment(
-                build_image=codebuild.LinuxBuildImage.STANDARD_5_0,
+                build_image=codebuild.LinuxBuildImage.STANDARD_7_0,
             ),
         )
 
@@ -311,11 +311,13 @@ def __init__(
                         self,
                         "PreProdActionRole",
                         f"arn:{Aws.PARTITION}:iam::{preprod_account}:role/cdk-hnb659fds-deploy-role-{preprod_account}-{deployment_region}",
+                        mutable=False,
                     ),
                     deployment_role=iam.Role.from_role_arn(
                         self,
                         "PreProdDeploymentRole",
                         f"arn:{Aws.PARTITION}:iam::{preprod_account}:role/cdk-hnb659fds-cfn-exec-role-{preprod_account}-{deployment_region}",
+                        mutable=False,
                     ),
                     cfn_capabilities=[
                         CfnCapabilities.AUTO_EXPAND,
@@ -344,11 +346,13 @@ def __init__(
                         self,
                         "ProdActionRole",
                         f"arn:{Aws.PARTITION}:iam::{prod_account}:role/cdk-hnb659fds-deploy-role-{prod_account}-{deployment_region}",
+                        mutable=False,
                     ),
                     deployment_role=iam.Role.from_role_arn(
                         self,
                         "ProdDeploymentRole",
                         f"arn:{Aws.PARTITION}:iam::{prod_account}:role/cdk-hnb659fds-cfn-exec-role-{prod_account}-{deployment_region}",
+                        mutable=False,
                     ),
                     cfn_capabilities=[
                         CfnCapabilities.AUTO_EXPAND,
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/scripts/install-prerequisites-brew.sh b/mlops-multi-account-cdk/mlops-sm-project-template/scripts/install-prerequisites-brew.sh
index a71718d9..2cd05052 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/scripts/install-prerequisites-brew.sh
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/scripts/install-prerequisites-brew.sh
@@ -4,6 +4,12 @@
 # install miniconda to manage python packages
 brew install --cask miniconda
 
+# conda doesn't initialize from shell, below step to fix that
+# https://github.com/conda/conda/issues/7980
+CONDA_BASE=$(conda info --base)
+source "$CONDA_BASE"/etc/profile.d/conda.sh
+conda init
+
 # install nodejs (required for aws cdk)
 brew install node
 
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/batch_build_app/buildspec.yml b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/batch_build_app/buildspec.yml
index 29fc658f..4b4746dd 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/batch_build_app/buildspec.yml
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/batch_build_app/buildspec.yml
@@ -3,7 +3,7 @@ version: 0.2
 phases:
   install:
     runtime-versions:
-      python: 3.8
+      python: 3.11
     commands:
       - pip install --upgrade --force-reinstall . "awscli>1.20.30"
 
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/batch_deploy_app/buildspec.yml b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/batch_deploy_app/buildspec.yml
index 9127d73b..1b9c2b04 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/batch_deploy_app/buildspec.yml
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/batch_deploy_app/buildspec.yml
@@ -1,6 +1,9 @@
 version: 0.2
 
 phases:
+  install:
+    runtime-versions:
+      python: 3.11
   build:
     commands:
       - npm install -g aws-cdk
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/build_app/buildspec.yml b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/build_app/buildspec.yml
index 9f9010d1..996daf6b 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/build_app/buildspec.yml
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/build_app/buildspec.yml
@@ -3,7 +3,7 @@ version: 0.2
 phases:
   install:
     runtime-versions:
-      python: 3.8
+      python: 3.11
     commands:
       - pip install --upgrade --force-reinstall . "awscli>1.20.30"
 
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/byoc_build_app/buildspec.yml b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/byoc_build_app/buildspec.yml
index b94ff07c..fde81c19 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/byoc_build_app/buildspec.yml
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/byoc_build_app/buildspec.yml
@@ -3,7 +3,7 @@ version: 0.2
 phases:
   install:
     runtime-versions:
-      python: 3.8
+      python: 3.11
     commands:
       - pip install --upgrade --force-reinstall . "awscli>1.20.30"
 
diff --git a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/deploy_app/buildspec.yml b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/deploy_app/buildspec.yml
index 9127d73b..1b9c2b04 100644
--- a/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/deploy_app/buildspec.yml
+++ b/mlops-multi-account-cdk/mlops-sm-project-template/seed_code/deploy_app/buildspec.yml
@@ -1,6 +1,9 @@
 version: 0.2
 
 phases:
+  install:
+    runtime-versions:
+      python: 3.11
   build:
     commands:
       - npm install -g aws-cdk