diff --git a/CHANGELOG.md b/CHANGELOG.md
index 601b3a57..04f497db 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -22,4 +22,6 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### **Changed**
 
+- refactor validation script to use `ruff` instead of `black` and `isort`
+
 ### **Removed**
diff --git a/modules/mlflow/mlflow-fargate/pyproject.toml b/modules/mlflow/mlflow-fargate/pyproject.toml
index f44862b2..ef8db5f9 100644
--- a/modules/mlflow/mlflow-fargate/pyproject.toml
+++ b/modules/mlflow/mlflow-fargate/pyproject.toml
@@ -1,32 +1,24 @@
-[tool.black]
+[tool.ruff]
+exclude = [
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".ruff_cache",
+    ".tox",
+    ".venv",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "codeseeder",
+]
 line-length = 120
-target-version = ["py38", "py39", "py310"]
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.hg
-  | \.mypy_cache
-  | \.tox
-  | \.venv
-  | \.env
-  | _build
-  | buck-out
-  | build
-  | dist
-  | codeseeder.out
-)/
-'''
+target-version = "py38"
 
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-line_length = 120
-py_version = 38
-skip_gitignore = false
+[tool.ruff.lint]
+select = ["F", "I", "E", "W"]
+fixable = ["ALL"]
 
 [tool.mypy]
 python_version = "3.8"
diff --git a/modules/mlflow/mlflow-fargate/requirements-dev.in b/modules/mlflow/mlflow-fargate/requirements-dev.in
index 6412f987..e338a527 100644
--- a/modules/mlflow/mlflow-fargate/requirements-dev.in
+++ b/modules/mlflow/mlflow-fargate/requirements-dev.in
@@ -1,14 +1,12 @@
 awscli
-black
 cdk-nag
 cfn-lint
 check-manifest
-flake8
-isort
 mypy
 pip-tools
 pydot
 pyroma
 pytest
+ruff
 types-PyYAML
 types-setuptools
diff --git a/modules/mlflow/mlflow-fargate/requirements-dev.txt b/modules/mlflow/mlflow-fargate/requirements-dev.txt
index 1864c0bb..24849f9d 100644
--- a/modules/mlflow/mlflow-fargate/requirements-dev.txt
+++ b/modules/mlflow/mlflow-fargate/requirements-dev.txt
@@ -26,8 +26,6 @@ aws-sam-translator==1.84.0
     # via cfn-lint
 awscli==1.32.41
     # via -r requirements-dev.in
-black==24.2.0
-    # via -r requirements-dev.in
 boto3==1.34.41
     # via aws-sam-translator
 botocore==1.34.41
@@ -53,9 +51,7 @@ charset-normalizer==3.3.2
 check-manifest==0.49
     # via -r requirements-dev.in
 click==8.1.7
-    # via
-    #   black
-    #   pip-tools
+    # via pip-tools
 colorama==0.4.4
     # via awscli
 constructs==10.3.0
@@ -70,8 +66,6 @@ exceptiongroup==1.2.0
     # via
     #   cattrs
     #   pytest
-flake8==7.0.0
-    # via -r requirements-dev.in
 idna==3.6
     # via requests
 importlib-metadata==7.0.1
@@ -80,8 +74,6 @@ importlib-resources==6.1.1
     # via jsii
 iniconfig==2.0.0
     # via pytest
-isort==5.13.2
-    # via -r requirements-dev.in
 jmespath==1.0.1
     # via
     #   boto3
@@ -110,34 +102,25 @@ jsonschema-specifications==2023.12.1
     # via jsonschema
 junit-xml==1.9
     # via cfn-lint
-mccabe==0.7.0
-    # via flake8
 mpmath==1.3.0
     # via sympy
 mypy==1.8.0
     # via -r requirements-dev.in
 mypy-extensions==1.0.0
-    # via
-    #   black
-    #   mypy
+    # via mypy
 networkx==3.2.1
     # via cfn-lint
 packaging==23.2
     # via
-    #   black
     #   build
     #   pyroma
     #   pytest
-pathspec==0.12.1
-    # via black
 pbr==6.0.0
     # via
     #   jschema-to-python
     #   sarif-om
 pip-tools==7.3.0
     # via -r requirements-dev.in
-platformdirs==4.2.0
-    # via black
 pluggy==1.4.0
     # via pytest
 publication==0.0.3
@@ -151,16 +134,12 @@ publication==0.0.3
     #   jsii
 pyasn1==0.5.1
     # via rsa
-pycodestyle==2.11.1
-    # via flake8
 pydantic==2.6.1
     # via aws-sam-translator
 pydantic-core==2.16.2
     # via pydantic
 pydot==2.0.0
     # via -r requirements-dev.in
-pyflakes==3.2.0
-    # via flake8
 pygments==2.17.2
     # via pyroma
 pyparsing==3.1.1
@@ -193,6 +172,8 @@ rpds-py==0.18.0
     #   referencing
 rsa==4.7.2
     # via awscli
+ruff==0.2.2
+    # via -r requirements-dev.in
 s3transfer==0.10.0
     # via
     #   awscli
@@ -207,7 +188,6 @@ sympy==1.12
     # via cfn-lint
 tomli==2.0.1
     # via
-    #   black
     #   build
     #   check-manifest
     #   mypy
@@ -232,7 +212,6 @@ types-setuptools==69.0.0.20240125
 typing-extensions==4.9.0
     # via
     #   aws-sam-translator
-    #   black
     #   cattrs
     #   jsii
     #   mypy
diff --git a/modules/mlflow/mlflow-fargate/setup.cfg b/modules/mlflow/mlflow-fargate/setup.cfg
deleted file mode 100644
index e97ef4c3..00000000
--- a/modules/mlflow/mlflow-fargate/setup.cfg
+++ /dev/null
@@ -1,13 +0,0 @@
-[flake8]
-max-line-length = 120
-extend-ignore = E203, W503
-exclude =
-    .git,
-    __pycache__,
-    docs/source/conf.py,
-    old,
-    build,
-    dist,
-    .venv,
-    codeseeder.out,
-    bundle
diff --git a/modules/mlflow/mlflow-fargate/tests/test_app.py b/modules/mlflow/mlflow-fargate/tests/test_app.py
index 45b7a56f..fea72b5f 100644
--- a/modules/mlflow/mlflow-fargate/tests/test_app.py
+++ b/modules/mlflow/mlflow-fargate/tests/test_app.py
@@ -54,9 +54,9 @@ def test_rds_settings(stack_defaults):
     os.environ["SEEDFARMER_PARAMETER_RDS_HOSTNAME"] = "xxxxx"
     os.environ["SEEDFARMER_PARAMETER_RDS_PORT"] = "3306"
     os.environ["SEEDFARMER_PARAMETER_RDS_SECURITY_GROUP_ID"] = "sg-12345"
-    os.environ[
-        "SEEDFARMER_PARAMETER_RDS_CREDENTIALS_SECRET_ARN"
-    ] = "arn:aws:secretsmanager:us-east-1:111111111111:secret:xxxxxx/xxxxxx-yyyyyy"
+    os.environ["SEEDFARMER_PARAMETER_RDS_CREDENTIALS_SECRET_ARN"] = (
+        "arn:aws:secretsmanager:us-east-1:111111111111:secret:xxxxxx/xxxxxx-yyyyyy"
+    )
 
     import app  # noqa: F401
 
@@ -64,9 +64,9 @@ def test_rds_settings(stack_defaults):
 def test_rds_settings_missing_hostname(stack_defaults):
     os.environ["SEEDFARMER_PARAMETER_RDS_PORT"] = "3306"
     os.environ["SEEDFARMER_PARAMETER_RDS_SECURITY_GROUP_ID"] = "sg-12345"
-    os.environ[
-        "SEEDFARMER_PARAMETER_RDS_CREDENTIALS_SECRET_ARN"
-    ] = "arn:aws:secretsmanager:us-east-1:111111111111:secret:xxxxxx/xxxxxx-yyyyyy"
+    os.environ["SEEDFARMER_PARAMETER_RDS_CREDENTIALS_SECRET_ARN"] = (
+        "arn:aws:secretsmanager:us-east-1:111111111111:secret:xxxxxx/xxxxxx-yyyyyy"
+    )
 
     with pytest.raises(ValueError):
         import app  # noqa: F401
diff --git a/modules/mlflow/mlflow-image/pyproject.toml b/modules/mlflow/mlflow-image/pyproject.toml
index 69c4a70f..17223773 100644
--- a/modules/mlflow/mlflow-image/pyproject.toml
+++ b/modules/mlflow/mlflow-image/pyproject.toml
@@ -1,32 +1,24 @@
-[tool.black]
+[tool.ruff]
+exclude = [
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".ruff_cache",
+    ".tox",
+    ".venv",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "codeseeder",
+]
 line-length = 120
-target-version = ["py38", "py39", "py310"]
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.hg
-  | \.mypy_cache
-  | \.tox
-  | \.venv
-  | \.env
-  | _build
-  | buck-out
-  | build
-  | dist
-  | codeseeder.out
-)/
-'''
+target-version = "py38"
 
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-line_length = 120
-py_version = 38
-skip_gitignore = false
+[tool.ruff.lint]
+select = ["F", "I", "E", "W"]
+fixable = ["ALL"]
 
 [tool.mypy]
 python_version = "3.8"
diff --git a/modules/mlflow/mlflow-image/requirements-dev.in b/modules/mlflow/mlflow-image/requirements-dev.in
index 6412f987..e338a527 100644
--- a/modules/mlflow/mlflow-image/requirements-dev.in
+++ b/modules/mlflow/mlflow-image/requirements-dev.in
@@ -1,14 +1,12 @@
 awscli
-black
 cdk-nag
 cfn-lint
 check-manifest
-flake8
-isort
 mypy
 pip-tools
 pydot
 pyroma
 pytest
+ruff
 types-PyYAML
 types-setuptools
diff --git a/modules/mlflow/mlflow-image/requirements-dev.txt b/modules/mlflow/mlflow-image/requirements-dev.txt
index 96ce3195..8957c5de 100644
--- a/modules/mlflow/mlflow-image/requirements-dev.txt
+++ b/modules/mlflow/mlflow-image/requirements-dev.txt
@@ -4,17 +4,10 @@
 #
 #    pip-compile --output-file=requirements-dev.txt requirements-dev.in
 #
-aiohttp==3.9.2
-    # via black
-aiosignal==1.3.1
-    # via aiohttp
 annotated-types==0.6.0
     # via pydantic
-async-timeout==4.0.3
-    # via aiohttp
 attrs==23.1.0
     # via
-    #   aiohttp
     #   cattrs
     #   jschema-to-python
     #   jsii
@@ -33,8 +26,6 @@ aws-sam-translator==1.82.0
     # via cfn-lint
 awscli==1.32.0
     # via -r requirements-dev.in
-black==23.12.0
-    # via -r requirements-dev.in
 boto3==1.34.0
     # via aws-sam-translator
 botocore==1.34.0
@@ -60,9 +51,7 @@ charset-normalizer==3.3.2
 check-manifest==0.49
     # via -r requirements-dev.in
 click==8.1.7
-    # via
-    #   black
-    #   pip-tools
+    # via pip-tools
 colorama==0.4.4
     # via awscli
 constructs==10.3.0
@@ -77,24 +66,14 @@ exceptiongroup==1.2.0
     # via
     #   cattrs
     #   pytest
-flake8==6.1.0
-    # via -r requirements-dev.in
-frozenlist==1.4.0
-    # via
-    #   aiohttp
-    #   aiosignal
 idna==3.6
-    # via
-    #   requests
-    #   yarl
+    # via requests
 importlib-metadata==7.0.0
     # via build
 importlib-resources==6.1.1
     # via jsii
 iniconfig==2.0.0
     # via pytest
-isort==5.13.2
-    # via -r requirements-dev.in
 jmespath==1.0.1
     # via
     #   boto3
@@ -123,38 +102,25 @@ jsonschema-specifications==2023.11.2
     # via jsonschema
 junit-xml==1.9
     # via cfn-lint
-mccabe==0.7.0
-    # via flake8
 mpmath==1.3.0
     # via sympy
-multidict==6.0.4
-    # via
-    #   aiohttp
-    #   yarl
 mypy==1.7.1
     # via -r requirements-dev.in
 mypy-extensions==1.0.0
-    # via
-    #   black
-    #   mypy
+    # via mypy
 networkx==3.2.1
     # via cfn-lint
 packaging==23.2
     # via
-    #   black
     #   build
     #   pyroma
     #   pytest
-pathspec==0.12.1
-    # via black
 pbr==6.0.0
     # via
     #   jschema-to-python
     #   sarif-om
 pip-tools==7.3.0
     # via -r requirements-dev.in
-platformdirs==4.1.0
-    # via black
 pluggy==1.3.0
     # via pytest
 publication==0.0.3
@@ -168,16 +134,12 @@ publication==0.0.3
     #   jsii
 pyasn1==0.5.1
     # via rsa
-pycodestyle==2.11.1
-    # via flake8
 pydantic==2.5.2
     # via aws-sam-translator
 pydantic-core==2.14.5
     # via pydantic
 pydot==1.4.2
     # via -r requirements-dev.in
-pyflakes==3.1.0
-    # via flake8
 pygments==2.17.2
     # via pyroma
 pyparsing==3.1.1
@@ -210,6 +172,8 @@ rpds-py==0.13.2
     #   referencing
 rsa==4.7.2
     # via awscli
+ruff==0.2.2
+    # via -r requirements-dev.in
 s3transfer==0.9.0
     # via
     #   awscli
@@ -224,7 +188,6 @@ sympy==1.12
     # via cfn-lint
 tomli==2.0.1
     # via
-    #   black
     #   build
     #   check-manifest
     #   mypy
@@ -249,7 +212,6 @@ types-setuptools==69.0.0.0
 typing-extensions==4.9.0
     # via
     #   aws-sam-translator
-    #   black
     #   cattrs
     #   jsii
     #   mypy
@@ -261,8 +223,6 @@ urllib3==1.26.18
     #   requests
 wheel==0.42.0
     # via pip-tools
-yarl==1.9.4
-    # via aiohttp
 zipp==3.17.0
     # via
     #   importlib-metadata
diff --git a/modules/mlflow/mlflow-image/setup.cfg b/modules/mlflow/mlflow-image/setup.cfg
deleted file mode 100644
index e97ef4c3..00000000
--- a/modules/mlflow/mlflow-image/setup.cfg
+++ /dev/null
@@ -1,13 +0,0 @@
-[flake8]
-max-line-length = 120
-extend-ignore = E203, W503
-exclude =
-    .git,
-    __pycache__,
-    docs/source/conf.py,
-    old,
-    build,
-    dist,
-    .venv,
-    codeseeder.out,
-    bundle
diff --git a/modules/sagemaker/sagemaker-endpoint/pyproject.toml b/modules/sagemaker/sagemaker-endpoint/pyproject.toml
index 1f856efe..ef8db5f9 100644
--- a/modules/sagemaker/sagemaker-endpoint/pyproject.toml
+++ b/modules/sagemaker/sagemaker-endpoint/pyproject.toml
@@ -1,35 +1,41 @@
-[tool.black]
+[tool.ruff]
+exclude = [
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".ruff_cache",
+    ".tox",
+    ".venv",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "codeseeder",
+]
 line-length = 120
-target-version = ["py36", "py37", "py38"]
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.hg
-  | \.mypy_cache
-  | \.tox
-  | \.venv
-  | \.env
-  | _build
-  | buck-out
-  | build
-  | dist
-  | codeseeder.out
-)/
-'''
+target-version = "py38"
 
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-line_length = 120
-py_version = 36
-skip_gitignore = false
+[tool.ruff.lint]
+select = ["F", "I", "E", "W"]
+fixable = ["ALL"]
+
+[tool.mypy]
+python_version = "3.8"
+strict = true
+ignore_missing_imports = true
+disallow_untyped_decorators = false
+exclude = "codeseeder.out/|example/|tests/"
+warn_unused_ignores = false
 
 [tool.pytest.ini_options]
-addopts = "-v --cov=. --cov-report term --cov-config=coverage.ini --cov-fail-under=80"
+addopts = "-v --cov=. --cov-report term"
 pythonpath = [
   "."
-]
\ No newline at end of file
+]
+
+[tool.coverage.run]
+omit = ["tests/*"]
+
+[tool.coverage.report]
+fail_under = 80
diff --git a/modules/sagemaker/sagemaker-endpoint/requirements-dev.in b/modules/sagemaker/sagemaker-endpoint/requirements-dev.in
index 6412f987..e338a527 100644
--- a/modules/sagemaker/sagemaker-endpoint/requirements-dev.in
+++ b/modules/sagemaker/sagemaker-endpoint/requirements-dev.in
@@ -1,14 +1,12 @@
 awscli
-black
 cdk-nag
 cfn-lint
 check-manifest
-flake8
-isort
 mypy
 pip-tools
 pydot
 pyroma
 pytest
+ruff
 types-PyYAML
 types-setuptools
diff --git a/modules/sagemaker/sagemaker-endpoint/requirements-dev.txt b/modules/sagemaker/sagemaker-endpoint/requirements-dev.txt
index 59d38e3f..8957c5de 100644
--- a/modules/sagemaker/sagemaker-endpoint/requirements-dev.txt
+++ b/modules/sagemaker/sagemaker-endpoint/requirements-dev.txt
@@ -2,19 +2,12 @@
 # This file is autogenerated by pip-compile with Python 3.9
 # by the following command:
 #
-#    pip-compile requirements-dev.in
+#    pip-compile --output-file=requirements-dev.txt requirements-dev.in
 #
-aiohttp==3.9.2
-    # via black
-aiosignal==1.3.1
-    # via aiohttp
 annotated-types==0.6.0
     # via pydantic
-async-timeout==4.0.3
-    # via aiohttp
 attrs==23.1.0
     # via
-    #   aiohttp
     #   cattrs
     #   jschema-to-python
     #   jsii
@@ -33,8 +26,6 @@ aws-sam-translator==1.82.0
     # via cfn-lint
 awscli==1.32.0
     # via -r requirements-dev.in
-black==23.12.0
-    # via -r requirements-dev.in
 boto3==1.34.0
     # via aws-sam-translator
 botocore==1.34.0
@@ -60,9 +51,7 @@ charset-normalizer==3.3.2
 check-manifest==0.49
     # via -r requirements-dev.in
 click==8.1.7
-    # via
-    #   black
-    #   pip-tools
+    # via pip-tools
 colorama==0.4.4
     # via awscli
 constructs==10.3.0
@@ -77,24 +66,14 @@ exceptiongroup==1.2.0
     # via
     #   cattrs
     #   pytest
-flake8==6.1.0
-    # via -r requirements-dev.in
-frozenlist==1.4.0
-    # via
-    #   aiohttp
-    #   aiosignal
 idna==3.6
-    # via
-    #   requests
-    #   yarl
+    # via requests
 importlib-metadata==7.0.0
     # via build
 importlib-resources==6.1.1
     # via jsii
 iniconfig==2.0.0
     # via pytest
-isort==5.13.2
-    # via -r requirements-dev.in
 jmespath==1.0.1
     # via
     #   boto3
@@ -123,38 +102,25 @@ jsonschema-specifications==2023.11.2
     # via jsonschema
 junit-xml==1.9
     # via cfn-lint
-mccabe==0.7.0
-    # via flake8
 mpmath==1.3.0
     # via sympy
-multidict==6.0.4
-    # via
-    #   aiohttp
-    #   yarl
 mypy==1.7.1
     # via -r requirements-dev.in
 mypy-extensions==1.0.0
-    # via
-    #   black
-    #   mypy
+    # via mypy
 networkx==3.2.1
     # via cfn-lint
 packaging==23.2
     # via
-    #   black
     #   build
     #   pyroma
     #   pytest
-pathspec==0.12.1
-    # via black
 pbr==6.0.0
     # via
     #   jschema-to-python
     #   sarif-om
 pip-tools==7.3.0
     # via -r requirements-dev.in
-platformdirs==4.1.0
-    # via black
 pluggy==1.3.0
     # via pytest
 publication==0.0.3
@@ -168,16 +134,12 @@ publication==0.0.3
     #   jsii
 pyasn1==0.5.1
     # via rsa
-pycodestyle==2.11.1
-    # via flake8
 pydantic==2.5.2
     # via aws-sam-translator
 pydantic-core==2.14.5
     # via pydantic
 pydot==1.4.2
     # via -r requirements-dev.in
-pyflakes==3.1.0
-    # via flake8
 pygments==2.17.2
     # via pyroma
 pyparsing==3.1.1
@@ -210,6 +172,8 @@ rpds-py==0.13.2
     #   referencing
 rsa==4.7.2
     # via awscli
+ruff==0.2.2
+    # via -r requirements-dev.in
 s3transfer==0.9.0
     # via
     #   awscli
@@ -224,7 +188,6 @@ sympy==1.12
     # via cfn-lint
 tomli==2.0.1
     # via
-    #   black
     #   build
     #   check-manifest
     #   mypy
@@ -249,7 +212,6 @@ types-setuptools==69.0.0.0
 typing-extensions==4.9.0
     # via
     #   aws-sam-translator
-    #   black
     #   cattrs
     #   jsii
     #   mypy
@@ -261,8 +223,6 @@ urllib3==1.26.18
     #   requests
 wheel==0.42.0
     # via pip-tools
-yarl==1.9.4
-    # via aiohttp
 zipp==3.17.0
     # via
     #   importlib-metadata
diff --git a/modules/sagemaker/sagemaker-endpoint/setup.cfg b/modules/sagemaker/sagemaker-endpoint/setup.cfg
deleted file mode 100644
index 6136e2bb..00000000
--- a/modules/sagemaker/sagemaker-endpoint/setup.cfg
+++ /dev/null
@@ -1,28 +0,0 @@
-[metadata]
-license_files =
-  LICENSE
-  NOTICE
-  VERSION
-
-[flake8]
-max-line-length = 120
-extend-ignore = E203, W503
-exclude =
-    .git,
-    __pycache__,
-    docs/source/conf.py,
-    old,
-    build,
-    dist,
-    .venv,
-    codeseeder.out,
-    bundle
-
-[mypy]
-python_version = 3.7
-strict = True
-ignore_missing_imports = True
-allow_untyped_decorators = True
-exclude =
-  codeseeder.out/|example/|tests/
-warn_unused_ignores = False
\ No newline at end of file
diff --git a/modules/sagemaker/sagemaker-notebook/app.py b/modules/sagemaker/sagemaker-notebook/app.py
index e0879903..8a64f869 100644
--- a/modules/sagemaker/sagemaker-notebook/app.py
+++ b/modules/sagemaker/sagemaker-notebook/app.py
@@ -1,5 +1,6 @@
 #!/usr/bin/env python3
 """Create a Sagemaker Model Stack."""
+
 import aws_cdk as cdk
 
 from sagemaker_notebook.settings import ApplicationSettings
diff --git a/modules/sagemaker/sagemaker-notebook/coverage.ini b/modules/sagemaker/sagemaker-notebook/coverage.ini
deleted file mode 100644
index c3878739..00000000
--- a/modules/sagemaker/sagemaker-notebook/coverage.ini
+++ /dev/null
@@ -1,3 +0,0 @@
-[run]
-omit =
-    tests/*
\ No newline at end of file
diff --git a/modules/sagemaker/sagemaker-notebook/pyproject.toml b/modules/sagemaker/sagemaker-notebook/pyproject.toml
index 1f856efe..2596b06b 100644
--- a/modules/sagemaker/sagemaker-notebook/pyproject.toml
+++ b/modules/sagemaker/sagemaker-notebook/pyproject.toml
@@ -1,35 +1,41 @@
-[tool.black]
+[tool.ruff]
+exclude = [
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".ruff_cache",
+    ".tox",
+    ".venv",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "codeseeder",
+]
 line-length = 120
-target-version = ["py36", "py37", "py38"]
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.hg
-  | \.mypy_cache
-  | \.tox
-  | \.venv
-  | \.env
-  | _build
-  | buck-out
-  | build
-  | dist
-  | codeseeder.out
-)/
-'''
+target-version = "py38"
 
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-line_length = 120
-py_version = 36
-skip_gitignore = false
+[tool.ruff.lint]
+select = ["F", "I", "E", "W"]
+fixable = ["ALL"]
+
+[tool.mypy]
+python_version = "3.8"
+strict = true
+ignore_missing_imports = true
+disallow_untyped_decorators = false
+exclude = "codeseeder.out/|example/|tests/|.venv"
+warn_unused_ignores = false
 
 [tool.pytest.ini_options]
-addopts = "-v --cov=. --cov-report term --cov-config=coverage.ini --cov-fail-under=80"
+addopts = "-v --cov=. --cov-report term"
 pythonpath = [
   "."
-]
\ No newline at end of file
+]
+
+[tool.coverage.run]
+omit = ["tests/*"]
+
+[tool.coverage.report]
+fail_under = 80
diff --git a/modules/sagemaker/sagemaker-notebook/setup.cfg b/modules/sagemaker/sagemaker-notebook/setup.cfg
deleted file mode 100644
index 99bdc5b7..00000000
--- a/modules/sagemaker/sagemaker-notebook/setup.cfg
+++ /dev/null
@@ -1,28 +0,0 @@
-[metadata]
-license_files =
-  LICENSE
-  NOTICE
-  VERSION
-
-[flake8]
-max-line-length = 120
-extend-ignore = E203, W503
-exclude =
-    .git,
-    __pycache__,
-    docs/source/conf.py,
-    old,
-    build,
-    dist,
-    .venv,
-    codeseeder.out,
-    bundle
-
-[mypy]
-python_version = 3.7
-strict = True
-ignore_missing_imports = True
-allow_untyped_decorators = True
-exclude =
-  codeseeder.out/|example/|tests/|.venv
-warn_unused_ignores = False
\ No newline at end of file
diff --git a/modules/sagemaker/sagemaker-studio/coverage.ini b/modules/sagemaker/sagemaker-studio/coverage.ini
deleted file mode 100644
index c3878739..00000000
--- a/modules/sagemaker/sagemaker-studio/coverage.ini
+++ /dev/null
@@ -1,3 +0,0 @@
-[run]
-omit =
-    tests/*
\ No newline at end of file
diff --git a/modules/sagemaker/sagemaker-studio/pyproject.toml b/modules/sagemaker/sagemaker-studio/pyproject.toml
index 361877d5..5d866daa 100644
--- a/modules/sagemaker/sagemaker-studio/pyproject.toml
+++ b/modules/sagemaker/sagemaker-studio/pyproject.toml
@@ -1,35 +1,41 @@
-[tool.black]
+[tool.ruff]
+exclude = [
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".ruff_cache",
+    ".tox",
+    ".venv",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "codeseeder",
+]
 line-length = 120
-target-version = ["py36", "py37", "py38", "py39"]
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.hg
-  | \.mypy_cache
-  | \.tox
-  | \.venv
-  | \.env
-  | _build
-  | buck-out
-  | build
-  | dist
-  | codeseeder.out
-)/
-'''
+target-version = "py38"
 
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-line_length = 120
-py_version = 38
-skip_gitignore = false
+[tool.ruff.lint]
+select = ["F", "I", "E", "W"]
+fixable = ["ALL"]
+
+[tool.mypy]
+python_version = "3.8"
+strict = true
+ignore_missing_imports = true
+disallow_untyped_decorators = false
+exclude = "codeseeder.out/|example/|tests/|functions/sm_studio/enable_sm_projects/|scripts/"
+warn_unused_ignores = false
 
 [tool.pytest.ini_options]
-addopts = "-v --cov=. --cov-report term --cov-config=coverage.ini --cov-fail-under=80"
+addopts = "-v --cov=. --cov-report term"
 pythonpath = [
   "."
-]
\ No newline at end of file
+]
+
+[tool.coverage.run]
+omit = ["tests/*"]
+
+[tool.coverage.report]
+fail_under = 80
diff --git a/modules/sagemaker/sagemaker-studio/setup.cfg b/modules/sagemaker/sagemaker-studio/setup.cfg
deleted file mode 100644
index 8995857f..00000000
--- a/modules/sagemaker/sagemaker-studio/setup.cfg
+++ /dev/null
@@ -1,29 +0,0 @@
-[metadata]
-license_files =
-  LICENSE
-  NOTICE
-  VERSION
-
-[flake8]
-max-line-length = 120
-extend-ignore = E203, W503
-exclude =
-    .git,
-    __pycache__,
-    docs/source/conf.py,
-    old,
-    build,
-    dist,
-    .venv,
-    codeseeder.out,
-    bundle
-    tests
-
-[mypy]
-python_version = 3.7
-strict = True
-ignore_missing_imports = True
-allow_untyped_decorators = True
-exclude =
-  codeseeder.out/|example/|tests/|functions/sm_studio/enable_sm_projects/|scripts/
-warn_unused_ignores = False
diff --git a/modules/sagemaker/sagemaker-studio/stack.py b/modules/sagemaker/sagemaker-studio/stack.py
index 3ac796f1..f0be1e9e 100644
--- a/modules/sagemaker/sagemaker-studio/stack.py
+++ b/modules/sagemaker/sagemaker-studio/stack.py
@@ -174,15 +174,15 @@ def sagemaker_studio_domain(
         """
         custom_kernel_settings = {}
         if app_image_config_name is not None and image_name is not None:
-            custom_kernel_settings[
-                "kernel_gateway_app_settings"
-            ] = sagemaker.CfnDomain.KernelGatewayAppSettingsProperty(
-                custom_images=[
-                    sagemaker.CfnDomain.CustomImageProperty(
-                        app_image_config_name=app_image_config_name,
-                        image_name=image_name,
-                    ),
-                ],
+            custom_kernel_settings["kernel_gateway_app_settings"] = (
+                sagemaker.CfnDomain.KernelGatewayAppSettingsProperty(
+                    custom_images=[
+                        sagemaker.CfnDomain.CustomImageProperty(
+                            app_image_config_name=app_image_config_name,
+                            image_name=image_name,
+                        ),
+                    ],
+                )
             )
 
         return sagemaker.CfnDomain(
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/coverage.ini b/modules/sagemaker/sagemaker-templates-service-catalog/coverage.ini
deleted file mode 100644
index c3878739..00000000
--- a/modules/sagemaker/sagemaker-templates-service-catalog/coverage.ini
+++ /dev/null
@@ -1,3 +0,0 @@
-[run]
-omit =
-    tests/*
\ No newline at end of file
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/pyproject.toml b/modules/sagemaker/sagemaker-templates-service-catalog/pyproject.toml
index d03cfa02..f674942b 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/pyproject.toml
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/pyproject.toml
@@ -1,38 +1,47 @@
-[tool.black]
+[tool.ruff]
 line-length = 120
-target-version = ["py36", "py37", "py38"]
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.hg
-  | \.mypy_cache
-  | \.tox
-  | \.venv
-  | \.env
-  | _build
-  | buck-out
-  | build
-  | dist
-  | codeseeder.out
-)/
-'''
+target-version = "py38"
+extend-include = ["*.ipynb"]
 
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-ensure_newline_before_comments = true
-line_length = 120
-py_version = 36
-skip_gitignore = false
+exclude = [
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".ruff_cache",
+    ".tox",
+    ".env",
+    ".venv",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "codeseeder.out",
+]
+
+[tool.ruff.lint]
+select = ["F", "I", "E", "W"]
+fixable = ["ALL"]
+
+[tool.mypy]
+python_version = "3.8"
+strict = true
+ignore_missing_imports = true
+disallow_untyped_decorators = false
+exclude = "codeseeder.out/|example/|tests/|.venv"
+warn_unused_ignores = false
 
 [tool.pytest.ini_options]
-addopts = "-v --cov=. --cov-report term --cov-config=coverage.ini --cov-fail-under=80"
+addopts = "-v --cov=. --cov-report term"
 pythonpath = [
   "."
 ]
 testpaths = [
   "tests"
-]
\ No newline at end of file
+]
+
+[tool.coverage.run]
+omit = ["tests/*"]
+
+[tool.coverage.report]
+fail_under = 80
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/setup.cfg b/modules/sagemaker/sagemaker-templates-service-catalog/setup.cfg
deleted file mode 100644
index 6136e2bb..00000000
--- a/modules/sagemaker/sagemaker-templates-service-catalog/setup.cfg
+++ /dev/null
@@ -1,28 +0,0 @@
-[metadata]
-license_files =
-  LICENSE
-  NOTICE
-  VERSION
-
-[flake8]
-max-line-length = 120
-extend-ignore = E203, W503
-exclude =
-    .git,
-    __pycache__,
-    docs/source/conf.py,
-    old,
-    build,
-    dist,
-    .venv,
-    codeseeder.out,
-    bundle
-
-[mypy]
-python_version = 3.7
-strict = True
-ignore_missing_imports = True
-allow_untyped_decorators = True
-exclude =
-  codeseeder.out/|example/|tests/
-warn_unused_ignores = False
\ No newline at end of file
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/_utils.py b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/_utils.py
index 3c505204..77ee101b 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/_utils.py
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/_utils.py
@@ -2,6 +2,7 @@
 # SPDX-License-Identifier: Apache-2.0
 
 """Provides utilities for SageMaker Pipeline CLI."""
+
 from __future__ import absolute_import
 
 import ast
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/get_pipeline_definition.py b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/get_pipeline_definition.py
index 16fb6899..db0aac63 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/get_pipeline_definition.py
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/get_pipeline_definition.py
@@ -2,6 +2,7 @@
 # SPDX-License-Identifier: Apache-2.0
 
 """A CLI to get pipeline definitions from pipeline modules."""
+
 from __future__ import absolute_import
 
 import argparse
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/run_pipeline.py b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/run_pipeline.py
index 523a7c37..bc9fa3c7 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/run_pipeline.py
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/run_pipeline.py
@@ -2,6 +2,7 @@
 # SPDX-License-Identifier: Apache-2.0
 
 """A CLI to create or update and run pipelines."""
+
 from __future__ import absolute_import
 
 import argparse
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/training/pipeline.py b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/training/pipeline.py
index 48da0d8e..7d753439 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/training/pipeline.py
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/ml_pipelines/training/pipeline.py
@@ -11,6 +11,7 @@
 
 Implements a get_pipeline(**kwargs) method.
 """
+
 import logging
 from typing import Any, Optional
 
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/notebooks/sm_pipelines_runbook.ipynb b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/notebooks/sm_pipelines_runbook.ipynb
index bbc0902e..932365d8 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/notebooks/sm_pipelines_runbook.ipynb
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/notebooks/sm_pipelines_runbook.ipynb
@@ -223,7 +223,7 @@
     "        ProcessingOutput(output_name=\"validation\", source=\"/opt/ml/processing/validation\"),\n",
     "        ProcessingOutput(output_name=\"test\", source=\"/opt/ml/processing/test\"),\n",
     "    ],\n",
-    "    code=\"source_scripts/preprocessing/prepare_abalone_data/main.py\",  # we must figure out this path to get it from step_source directory\n",
+    "    code=\"source_scripts/preprocessing/prepare_abalone_data/main.py\",  # we must figure out this path to get it from step_source directory  # noqa: E501\n",
     "    job_arguments=[\"--input-data\", input_data],\n",
     ")"
    ]
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/source_scripts/evaluate/evaluate_xgboost/main.py b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/source_scripts/evaluate/evaluate_xgboost/main.py
index 1d3cf199..5269f891 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/source_scripts/evaluate/evaluate_xgboost/main.py
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/source_scripts/evaluate/evaluate_xgboost/main.py
@@ -16,6 +16,7 @@
 # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
 
 """Evaluation script for measuring mean squared error."""
+
 import json
 import logging
 import pathlib
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/source_scripts/preprocessing/prepare_abalone_data/main.py b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/source_scripts/preprocessing/prepare_abalone_data/main.py
index 5f60c85a..a94fc2e5 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/source_scripts/preprocessing/prepare_abalone_data/main.py
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/build_app/source_scripts/preprocessing/prepare_abalone_data/main.py
@@ -2,6 +2,7 @@
 # SPDX-License-Identifier: Apache-2.0
 
 """Feature engineers the abalone dataset."""
+
 import argparse
 import logging
 import os
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/deploy_app/config/config_mux.py b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/deploy_app/config/config_mux.py
index 53b4d8b1..92726970 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/deploy_app/config/config_mux.py
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/deploy_app/config/config_mux.py
@@ -2,12 +2,12 @@
 # SPDX-License-Identifier: Apache-2.0
 
 from abc import ABCMeta
+from dataclasses import dataclass
 from pathlib import Path
 from typing import Any
 
 import constructs
 from aws_cdk import Stack, Stage
-from dataclasses import dataclass
 from yamldataclassconfig.config import YamlDataClassConfig
 
 DEFAULT_STAGE_NAME = "dev"
diff --git a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/deploy_app/deploy_endpoint/deploy_endpoint_stack.py b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/deploy_app/deploy_endpoint/deploy_endpoint_stack.py
index 4950b2da..c5495473 100644
--- a/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/deploy_app/deploy_endpoint/deploy_endpoint_stack.py
+++ b/modules/sagemaker/sagemaker-templates-service-catalog/templates/multi_account_basic/seed_code/deploy_app/deploy_endpoint/deploy_endpoint_stack.py
@@ -1,6 +1,7 @@
 # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
 # SPDX-License-Identifier: Apache-2.0
 
+from dataclasses import dataclass
 from datetime import datetime, timezone
 from pathlib import Path
 from typing import Any
@@ -19,7 +20,6 @@
     PROJECT_ID,
     PROJECT_NAME,
 )
-from dataclasses import dataclass
 from yamldataclassconfig import create_file_path_field
 
 from .get_approved_package import get_approved_package
diff --git a/requirements-dev.txt b/requirements-dev.txt
index ba7d81ec..8234fd49 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -18,3 +18,4 @@ types-setuptools~=57.4.17
 wheel~=0.37.1
 cdk-nag==2.12.29
 click==8.0.2
+ruff~=0.3.0
diff --git a/scripts/fix.sh b/scripts/fix.sh
index 38c41fb7..64b666be 100755
--- a/scripts/fix.sh
+++ b/scripts/fix.sh
@@ -47,8 +47,8 @@ echo "Fixing: ${FIX_PATH}, Language: ${LANGUAGE}"
 
 if [[ $LANGUAGE == "python" ]]; then
     echo "Running isort, black"
-    isort .
-    black .
+    ruff format .
+    ruff check --fix .
 elif [[ $LANGUAGE == "typescript" ]]; then
     echo "Running prettier"
     npx prettier --write .
diff --git a/scripts/validate.sh b/scripts/validate.sh
index 176cdd5f..32044a6b 100755
--- a/scripts/validate.sh
+++ b/scripts/validate.sh
@@ -52,9 +52,9 @@ echo "Validating: ${VALIDATE_PATH}, Language: ${LANGUAGE}"
 
 echo "Validating Formatting"
 if [[ $LANGUAGE == "python" ]]; then
-    echo "Checking isort, black"
-    isort --check .
-    black --check .
+    echo "Checking ruff"
+    ruff format --check .
+    ruff check .
 elif [[ $LANGUAGE == "typescript" ]]; then
     echo "Checking prettier"
     npx prettier -c .
@@ -66,9 +66,8 @@ fi
 if [[ $SKIP_STATIC_CHECKS == "false" ]]; then
     echo "Validating Static Checks"
     if [[ $LANGUAGE == "python" ]]; then
-        echo "Checking flake8, mypy"
-        flake8 .
-        mypy --ignore-missing-imports .
+        echo "Checking mypy"
+        mypy .
     elif [[ $LANGUAGE == "typescript" ]]; then
         echo "Checking eslint"
         npx eslint . --ext .js,.jsx,.ts,.tsx