diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/_logging/compliant_logger.py b/sdk/ml/azure-ai-ml/azure/ai/ml/_logging/compliant_logger.py
new file mode 100644
index 000000000000..bc339d609775
--- /dev/null
+++ b/sdk/ml/azure-ai-ml/azure/ai/ml/_logging/compliant_logger.py
@@ -0,0 +1,176 @@
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
+
+""" This is logger utility which will work with allowed logged filter AML policy
+    https://github.com/Azure/azure-policy/blob/master/built-in-policies/policyDefinitions/Machine%20Learning/AllowedLogFilter_EnforceSetting.json
+    You have to define the same "logFilters" while initializing the logger using  "enable_compliant_logging" method
+    e.g. 
+        log filters: ["^SystemLog:.*$"]
+        initialize : enable_compliant_logging(format_key="prefix",
+                                format_key_value="SystemLog",
+                                format=f"%(prefix)s{logging.BASIC_FORMAT}")
+    By default log message will not compliant e.g. not modified
+"""
+
+import logging
+import sys
+from datetime import datetime
+from threading import Lock
+from typing import Optional
+
+_LOCK = Lock()
+_FORMAT_KEY = None
+_FORMAT_VALUE = None
+
+
+# pylint: disable=global-statement
+def set_format(key_name: str, value: str) -> None:
+    with _LOCK:
+        global _FORMAT_KEY
+        _FORMAT_KEY = key_name
+        global _FORMAT_VALUE
+        _FORMAT_VALUE = value
+
+
+def get_format_key() -> Optional[str]:
+    return _FORMAT_KEY
+
+
+def get_format_value() -> Optional[str]:
+    return _FORMAT_VALUE
+
+
+def get_default_logging_format() -> str:
+    return f"%({get_format_key()})s{logging.BASIC_FORMAT}"
+
+
+class CompliantLogger(logging.getLoggerClass()):  # type: ignore
+    """
+    Subclass of the default logging class with an explicit `is_compliant` parameter
+    on all logging methods. It will pass an `extra` param with `format` key
+    (value depending on whether `is_compliant` is True or False) to the
+    handlers.
+
+    The default value for data `is_compliant` is `False` for all methods.
+
+    Implementation is inspired by:
+    https://github.com/python/cpython/blob/3.8/Lib/logging/__init__.py
+    """
+
+    def __init__(self, name: str, handlers=None):
+        super().__init__(name)  # type: ignore
+
+        self.format_key = get_format_key()
+        self.format_value = get_format_value()
+
+        if handlers:
+            self.handlers = handlers
+
+        self.start_time = datetime.now()
+        self.metric_count = 1
+        # number of iterable items that are logged
+        self.max_iter_items = 10
+
+    def _log(
+        self,
+        level,
+        msg,
+        args=None,
+        exc_info=None,
+        extra=None,
+        stack_info=False,
+        stacklevel=1,
+        is_compliant=False,
+    ):
+        if is_compliant:
+            format_value = self.format_value
+        else:
+            format_value = ""
+
+        if extra:
+            extra.update({self.format_key: format_value})
+        else:
+            extra = {self.format_key: format_value}
+
+        if sys.version_info[1] <= 7:
+            super(CompliantLogger, self)._log(
+                level=level,
+                msg=msg,
+                args=args,
+                exc_info=exc_info,
+                extra=extra,
+                stack_info=stack_info,
+            )
+        else:
+            super(CompliantLogger, self)._log(
+                level=level,
+                msg=msg,
+                args=args,
+                exc_info=exc_info,
+                extra=extra,
+                stack_info=stack_info,
+                stacklevel=stacklevel,  # type: ignore
+            )
+
+
+_logging_basic_config_set_warning = """
+********************************************************************************
+The root logger already has handlers set! As a result, the behavior of this
+library is undefined. If running in Python >= 3.8, this library will attempt to
+call logging.basicConfig(force=True), which will remove all existing root
+handlers. See https://stackoverflow.com/q/20240464 and
+https://github.com/Azure/confidential-ml-utils/issues/33 for more information.
+********************************************************************************
+"""
+
+
+def enable_compliant_logging(
+    format_key: str = "prefix",
+    format_key_value: str = "SystemLog:",
+    **kwargs,
+) -> None:
+    """
+    The default format is `logging.BASIC_FORMAT` (`%(levelname)s:%(name)s:%(message)s`).
+    All other kwargs are passed to `logging.basicConfig`. Sets the default
+    logger class and root logger to be compliant. This means the format
+    string `%(xxxx)` will work.
+
+    :param format_key: key for format
+    :type format_key: str
+    :param format_key_value: value for format
+    :type format_key_value: str
+
+    Set the format using the `format` kwarg.
+
+    If running in Python >= 3.8, will attempt to add `force=True` to the kwargs
+    for logging.basicConfig.
+
+    The standard implementation of the logging API is a good reference:
+    https://github.com/python/cpython/blob/3.9/Lib/logging/__init__.py
+    """
+    set_format(format_key, format_key_value)
+
+    if "format" not in kwargs:
+        kwargs["format"] = get_default_logging_format()
+
+    # Ensure that all loggers created via `logging.getLogger` are instances of
+    # the `CompliantLogger` class.
+    logging.setLoggerClass(CompliantLogger)
+
+    if len(logging.root.handlers) > 0:
+        p = get_format_value()
+        for line in _logging_basic_config_set_warning.splitlines():
+            print(f"{p}{line}", file=sys.stderr)
+
+    if "force" not in kwargs and sys.version_info >= (3, 8):
+        kwargs["force"] = True
+
+    root = CompliantLogger(logging.root.name, handlers=logging.root.handlers)
+
+    logging.root = root
+    logging.Logger.root = root  # type: ignore
+    logging.Logger.manager = logging.Manager(root)  # type: ignore
+
+    # https://github.com/kivy/kivy/issues/6733
+    logging.basicConfig(**kwargs)