diff --git a/aws_lambda_powertools/tracing/base.py b/aws_lambda_powertools/tracing/base.py
index 6ea58da6b5a..770789f57f0 100644
--- a/aws_lambda_powertools/tracing/base.py
+++ b/aws_lambda_powertools/tracing/base.py
@@ -5,6 +5,7 @@
 from typing import Any, Generator, List, Optional, Sequence, Union
 
 
+## MAINTENANCE: deprecated, kept for backwards compatibility until v3 is released
 class BaseSegment(abc.ABC):
     """Holds common properties and methods on segment and subsegment."""
 
diff --git a/aws_lambda_powertools/tracing/provider/__init__.py b/aws_lambda_powertools/tracing/provider/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/aws_lambda_powertools/tracing/provider/base.py b/aws_lambda_powertools/tracing/provider/base.py
new file mode 100644
index 00000000000..977c9b85cf7
--- /dev/null
+++ b/aws_lambda_powertools/tracing/provider/base.py
@@ -0,0 +1,112 @@
+import abc
+from contextlib import asynccontextmanager, contextmanager
+from typing import Any, AsyncGenerator, Generator, Sequence
+
+
+class BaseSpan(abc.ABC):
+    """A span represents a unit of work or operation within a trace.
+    Spans are the building blocks of Traces."""
+
+    @abc.abstractmethod
+    def set_attribute(self, key: str, value: Any, **kwargs) -> None:
+        """Set an attribute for a span with a key-value pair.
+
+        Parameters
+        ----------
+        key: str
+            Attribute key
+        value: Any
+            Attribute value
+        kwargs: Optional[dict]
+            Optional parameters
+        """
+
+    @abc.abstractmethod
+    def record_exception(self, exception: BaseException, **kwargs):
+        """Records an exception to this Span.
+
+        Parameters
+        ----------
+        exception: Exception
+            Caught exception during the exectution of this Span
+        kwargs: Optional[dict]
+            Optional parameters
+        """
+
+
+class BaseProvider(abc.ABC):
+    """BaseProvider is an abstract base class that defines the expected behavior for tracing providers
+    used by Tracer. Inheriting classes must implement this interface to be compatible with Tracer.
+    """
+
+    @abc.abstractmethod
+    @contextmanager
+    def trace(self, name: str, **kwargs) -> Generator[BaseSpan, None, None]:
+        """Context manager for creating a new span and set it
+        as the current span in this tracer's context.
+
+        Exiting the context manager will call the span's end method,
+        as well as return the current span to its previous value by
+        returning to the previous context.
+
+        Parameters
+        ----------
+        name: str
+            Span name
+        kwargs: Optional[dict]
+            Optional parameters to be propagated to the span
+        """
+
+    @abc.abstractmethod
+    @asynccontextmanager
+    def trace_async(self, name: str, **kwargs) -> AsyncGenerator[BaseSpan, None]:
+        """Async Context manager for creating a new span and set it
+        as the current span in this tracer's context.
+
+        Exiting the context manager will call the span's end method,
+        as well as return the current span to its previous value by
+        returning to the previous context.
+
+        Parameters
+        ----------
+        name: str
+            Span name
+        kwargs: Optional[dict]
+            Optional parameters to be propagated to the span
+        """
+
+    @abc.abstractmethod
+    def set_attribute(self, key: str, value: Any, **kwargs) -> None:
+        """set attribute on current active span with a key-value pair.
+
+        Parameters
+        ----------
+        key: str
+            attribute key
+        value: Any
+            attribute value
+        kwargs: Optional[dict]
+            Optional parameters to be propagated to the span
+        """
+
+    @abc.abstractmethod
+    def patch(self, modules: Sequence[str]) -> None:
+        """Instrument a set of given libraries if supported by provider
+        See specific provider for more detail
+
+        Exmaple
+        -------
+        tracer = Tracer(service="payment")
+        libraries = (['aioboto3',mysql])
+        # provider.patch will be called by tracer.patch
+        tracer.patch(libraries)
+
+        Parameters
+        ----------
+        modules: Set[str]
+            Set of modules to be patched
+        """
+
+    @abc.abstractmethod
+    def patch_all(self) -> None:
+        """Instrument all supported libraries"""
diff --git a/aws_lambda_powertools/tracing/provider/xray/xray_tracer.py b/aws_lambda_powertools/tracing/provider/xray/xray_tracer.py
new file mode 100644
index 00000000000..791ee3b9703
--- /dev/null
+++ b/aws_lambda_powertools/tracing/provider/xray/xray_tracer.py
@@ -0,0 +1,142 @@
+from __future__ import annotations
+
+from contextlib import asynccontextmanager, contextmanager
+from numbers import Number
+from typing import Any, AsyncGenerator, Generator, Literal, Sequence, Union
+
+from aws_lambda_powertools.shared import constants
+from aws_lambda_powertools.shared.lazy_import import LazyLoader
+from aws_lambda_powertools.tracing.provider.base import BaseProvider, BaseSpan
+
+aws_xray_sdk = LazyLoader(constants.XRAY_SDK_MODULE, globals(), constants.XRAY_SDK_MODULE)
+
+
+class XraySpan(BaseSpan):
+    def __init__(self, subsegment):
+        self.subsegment = subsegment
+        self.add_subsegment = self.subsegment.add_subsegment
+        self.remove_subsegment = self.subsegment.remove_subsegment
+        self.put_annotation = self.subsegment.put_annotation
+        self.put_metadata = self.subsegment.put_metadata
+        self.add_exception = self.subsegment.add_exception
+        self.close = self.subsegment.close
+
+    def set_attribute(
+        self,
+        key: str,
+        value: Any,
+        category: Literal["Annotation", "Metadata", "Auto"] = "Auto",
+        **kwargs,
+    ) -> None:
+        """
+        Set an attribute on this span with a key-value pair.
+
+        Parameters
+        ----------
+        key: str
+            attribute key
+        value: Any
+            Value for attribute
+        category: Literal["Annotation","Metadata","Auto"] = "Auto"
+            This parameter specifies the category of attribute to set.
+            - **"Annotation"**: Sets the attribute as an Annotation.
+            - **"Metadata"**: Sets the attribute as Metadata.
+            - **"Auto" (default)**: Automatically determines the attribute
+            type based on its value.
+
+        kwargs: Optional[dict]
+            Optional parameters to be passed to provider.set_attributes
+        """
+        if category == "Annotation":
+            self.put_annotation(key=key, value=value)
+            return
+
+        if category == "Metadata":
+            self.put_metadata(key=key, value=value, namespace=kwargs.get("namespace", "dafault"))
+            return
+
+        # Auto
+        if isinstance(value, (str, Number, bool)):
+            self.put_annotation(key=key, value=value)
+            return
+
+        # Auto & not in (str, Number, bool)
+        self.put_metadata(key=key, value=value, namespace=kwargs.get("namespace", "dafault"))
+
+    def record_exception(self, exception: BaseException, **kwargs):
+        stack = aws_xray_sdk.core.utils.stacktrace.get_stacktrace()
+        self.add_exception(exception=exception, stack=stack)
+
+
+class XrayProvider(BaseProvider):
+    def __init__(self, xray_recorder=None):
+        if not xray_recorder:
+            from aws_xray_sdk.core import xray_recorder
+
+        self.recorder = xray_recorder
+        self.in_subsegment = self.recorder.in_subsegment
+        self.in_subsegment_async = self.recorder.in_subsegment_async
+
+    @contextmanager
+    def trace(self, name: str, **kwargs) -> Generator[XraySpan, None, None]:
+        with self.in_subsegment(name=name, **kwargs) as sub_segment:
+            yield XraySpan(subsegment=sub_segment)
+
+    @asynccontextmanager
+    async def trace_async(self, name: str, **kwargs) -> AsyncGenerator[XraySpan, None]:
+        async with self.in_subsegment_async(name=name, **kwargs) as subsegment:
+            yield XraySpan(subsegment=subsegment)
+
+    def set_attribute(
+        self,
+        key: str,
+        value: Any,
+        category: Literal["Annotation", "Metadata", "Auto"] = "Auto",
+        **kwargs,
+    ) -> None:
+        """
+        Set an attribute on the current active span with a key-value pair.
+
+        Parameters
+        ----------
+        key: str
+            attribute key
+        value: Any
+            Value for attribute
+        category: Literal["Annotation","Metadata","Auto"] = "Auto"
+            This parameter specifies the type of attribute to set.
+            - **"Annotation"**: Sets the attribute as an Annotation.
+            - **"Metadata"**: Sets the attribute as Metadata.
+            - **"Auto" (default)**: Automatically determines the attribute
+            type based on its value.
+
+        kwargs: Optional[dict]
+            Optional parameters to be passed to provider.set_attributes
+        """
+        if category == "Annotation":
+            self.put_annotation(key=key, value=value)
+            return
+
+        if category == "Metadata":
+            self.put_metadata(key=key, value=value, namespace=kwargs.get("namespace", "dafault"))
+            return
+
+        # Auto
+        if isinstance(value, (str, Number, bool)):
+            self.put_annotation(key=key, value=value)
+            return
+
+        # Auto & not in (str, Number, bool)
+        self.put_metadata(key=key, value=value, namespace=kwargs.get("namespace", "dafault"))
+
+    def put_annotation(self, key: str, value: Union[str, Number, bool]) -> None:
+        return self.recorder.put_annotation(key=key, value=value)
+
+    def put_metadata(self, key: str, value: Any, namespace: str = "default") -> None:
+        return self.recorder.put_metadata(key=key, value=value, namespace=namespace)
+
+    def patch(self, modules: Sequence[str]) -> None:
+        return aws_xray_sdk.core.patch(modules)
+
+    def patch_all(self) -> None:
+        return aws_xray_sdk.core.patch_all()
diff --git a/aws_lambda_powertools/tracing/tracer.py b/aws_lambda_powertools/tracing/tracer.py
index a79ac4ec738..f90789b201c 100644
--- a/aws_lambda_powertools/tracing/tracer.py
+++ b/aws_lambda_powertools/tracing/tracer.py
@@ -15,7 +15,8 @@
 )
 from aws_lambda_powertools.shared.lazy_import import LazyLoader
 from aws_lambda_powertools.shared.types import AnyCallableT
-from aws_lambda_powertools.tracing.base import BaseProvider, BaseSegment
+from aws_lambda_powertools.tracing.provider.base import BaseProvider, BaseSpan
+from aws_lambda_powertools.tracing.provider.xray.xray_tracer import XrayProvider
 
 is_cold_start = True
 logger = logging.getLogger(__name__)
@@ -177,6 +178,36 @@ def __init__(
         if self._is_xray_provider():
             self._disable_xray_trace_batching()
 
+    def set_attribute(self, key: str, value: Any, **kwargs):
+        """Set an attribute on current active span with a key-value pair.
+
+        Parameters
+        ----------
+        key: str
+            attribute key
+        value: Any
+            Value for attribute
+        kwargs: Optional[dict]
+            Optional parameters to be passed to provider.set_attributes
+
+        Example
+        -------
+        Set an attribute for a pseudo service named payment
+
+            tracer = Tracer(service="payment")
+            tracer.set_attribute("PaymentStatus", "CONFIRMED")
+        """
+        if self.disabled:
+            logger.debug("Tracing has been disabled, aborting set_attribute")
+            return
+
+        logger.debug(f"setting attribute on key '{key}' with '{value}'")
+
+        namespace = kwargs.get("namespace") or self.service
+        kwargs.update({"namespace": namespace})
+
+        self.provider.set_attribute(key=key, value=value, **kwargs)
+
     def put_annotation(self, key: str, value: Union[str, numbers.Number, bool]):
         """Adds annotation to existing segment or subsegment
 
@@ -199,7 +230,8 @@ def put_annotation(self, key: str, value: Union[str, numbers.Number, bool]):
             return
 
         logger.debug(f"Annotating on key '{key}' with '{value}'")
-        self.provider.put_annotation(key=key, value=value)
+
+        self.provider.set_attribute(key=key, value=value, category="Annotation")
 
     def put_metadata(self, key: str, value: Any, namespace: Optional[str] = None):
         """Adds metadata to existing segment or subsegment
@@ -227,7 +259,8 @@ def put_metadata(self, key: str, value: Any, namespace: Optional[str] = None):
 
         namespace = namespace or self.service
         logger.debug(f"Adding metadata on key '{key}' with '{value}' at namespace '{namespace}'")
-        self.provider.put_metadata(key=key, value=value, namespace=namespace)
+
+        self.provider.set_attribute(key=key, value=value, namespace=namespace, category="Metadata")
 
     def patch(self, modules: Optional[Sequence[str]] = None):
         """Patch modules for instrumentation.
@@ -311,7 +344,7 @@ def handler(event, context):
 
         @functools.wraps(lambda_handler)
         def decorate(event, context, **kwargs):
-            with self.provider.in_subsegment(name=f"## {lambda_handler_name}") as subsegment:
+            with self.provider.trace(name=f"## {lambda_handler_name}") as subsegment:
                 try:
                     logger.debug("Calling lambda handler")
                     response = lambda_handler(event, context, **kwargs)
@@ -335,13 +368,13 @@ def decorate(event, context, **kwargs):
                 finally:
                     global is_cold_start
                     logger.debug("Annotating cold start")
-                    subsegment.put_annotation(key="ColdStart", value=is_cold_start)
+                    subsegment.set_attribute(key="ColdStart", value=is_cold_start)
 
                     if is_cold_start:
                         is_cold_start = False
 
                     if self.service:
-                        subsegment.put_annotation(key="Service", value=self.service)
+                        subsegment.set_attribute(key="Service", value=self.service)
 
                 return response
 
@@ -575,7 +608,7 @@ def _decorate_async_function(
     ):
         @functools.wraps(method)
         async def decorate(*args, **kwargs):
-            async with self.provider.in_subsegment_async(name=f"## {method_name}") as subsegment:
+            async with self.provider.trace_async(name=f"## {method_name}") as subsegment:
                 try:
                     logger.debug(f"Calling method: {method_name}")
                     response = await method(*args, **kwargs)
@@ -608,7 +641,7 @@ def _decorate_generator_function(
     ):
         @functools.wraps(method)
         def decorate(*args, **kwargs):
-            with self.provider.in_subsegment(name=f"## {method_name}") as subsegment:
+            with self.provider.trace(name=f"## {method_name}") as subsegment:
                 try:
                     logger.debug(f"Calling method: {method_name}")
                     result = yield from method(*args, **kwargs)
@@ -642,7 +675,7 @@ def _decorate_generator_function_with_context_manager(
         @functools.wraps(method)
         @contextlib.contextmanager
         def decorate(*args, **kwargs):
-            with self.provider.in_subsegment(name=f"## {method_name}") as subsegment:
+            with self.provider.trace(name=f"## {method_name}") as subsegment:
                 try:
                     logger.debug(f"Calling method: {method_name}")
                     with method(*args, **kwargs) as return_val:
@@ -675,7 +708,7 @@ def _decorate_sync_function(
     ) -> AnyCallableT:
         @functools.wraps(method)
         def decorate(*args, **kwargs):
-            with self.provider.in_subsegment(name=f"## {method_name}") as subsegment:
+            with self.provider.trace(name=f"## {method_name}") as subsegment:
                 try:
                     logger.debug(f"Calling method: {method_name}")
                     response = method(*args, **kwargs)
@@ -703,7 +736,7 @@ def _add_response_as_metadata(
         self,
         method_name: Optional[str] = None,
         data: Optional[Any] = None,
-        subsegment: Optional[BaseSegment] = None,
+        subsegment: Optional[BaseSpan] = None,
         capture_response: Optional[Union[bool, str]] = None,
     ):
         """Add response as metadata for given subsegment
@@ -714,21 +747,20 @@ def _add_response_as_metadata(
             method name to add as metadata key, by default None
         data : Any, optional
             data to add as subsegment metadata, by default None
-        subsegment : BaseSegment, optional
+        subsegment : BaseSpan, optional
             existing subsegment to add metadata on, by default None
         capture_response : bool, optional
             Do not include response as metadata
         """
         if data is None or not capture_response or subsegment is None:
             return
-
-        subsegment.put_metadata(key=f"{method_name} response", value=data, namespace=self.service)
+        subsegment.set_attribute(key=f"{method_name} response", value=data, namespace=self.service, category="Metadata")
 
     def _add_full_exception_as_metadata(
         self,
         method_name: str,
         error: Exception,
-        subsegment: BaseSegment,
+        subsegment: BaseSpan,
         capture_error: Optional[bool] = None,
     ):
         """Add full exception object as metadata for given subsegment
@@ -739,7 +771,7 @@ def _add_full_exception_as_metadata(
             method name to add as metadata key, by default None
         error : Exception
             error to add as subsegment metadata, by default None
-        subsegment : BaseSegment
+        subsegment : BaseSpan
             existing subsegment to add metadata on, by default None
         capture_error : bool, optional
             Do not include error as metadata, by default True
@@ -747,7 +779,12 @@ def _add_full_exception_as_metadata(
         if not capture_error:
             return
 
-        subsegment.put_metadata(key=f"{method_name} error", value=error, namespace=self.service)
+        subsegment.set_attribute(
+            key=f"{method_name} error",
+            value=error,
+            namespace=self.service,
+            category="Metadata",
+        )
 
     @staticmethod
     def _disable_tracer_provider():
@@ -809,16 +846,7 @@ def _reset_config(cls):
         cls._config = copy.copy(cls._default_config)
 
     def _patch_xray_provider(self):
-        # Due to Lazy Import, we need to activate `core` attrib via import
-        # we also need to include `patch`, `patch_all` methods
-        # to ensure patch calls are done via the provider
-        from aws_xray_sdk.core import xray_recorder  # type: ignore
-
-        provider = xray_recorder
-        provider.patch = aws_xray_sdk.core.patch
-        provider.patch_all = aws_xray_sdk.core.patch_all
-
-        return provider
+        return XrayProvider()
 
     def _disable_xray_trace_batching(self):
         """Configure X-Ray SDK to send subsegment individually over batching
@@ -831,7 +859,7 @@ def _disable_xray_trace_batching(self):
         aws_xray_sdk.core.xray_recorder.configure(streaming_threshold=0)
 
     def _is_xray_provider(self):
-        return "aws_xray_sdk" in self.provider.__module__
+        return isinstance(self.provider, XrayProvider)
 
     def ignore_endpoint(self, hostname: Optional[str] = None, urls: Optional[List[str]] = None):
         """If you want to ignore certain httplib requests you can do so based on the hostname or URL that is being
diff --git a/examples/tracer/src/sdk_escape_hatch.py b/examples/tracer/src/sdk_escape_hatch.py
index e7024016697..825c3797029 100644
--- a/examples/tracer/src/sdk_escape_hatch.py
+++ b/examples/tracer/src/sdk_escape_hatch.py
@@ -11,7 +11,7 @@ def collect_payment(charge_id: str) -> str:
 @tracer.capture_lambda_handler
 def lambda_handler(event: dict, context: LambdaContext) -> str:
     charge_id = event.get("charge_id", "")
-    with tracer.provider.in_subsegment("## collect_payment") as subsegment:
+    with tracer.provider.in_subsegment("## collect_payment") as subsegment:  # type: ignore
         subsegment.put_annotation(key="PaymentId", value=charge_id)
         ret = collect_payment(charge_id=charge_id)
         subsegment.put_metadata(key="payment_response", value=ret)
diff --git a/examples/tracer/src/xray_provider_escape_hatch.py b/examples/tracer/src/xray_provider_escape_hatch.py
new file mode 100644
index 00000000000..57af1ee72ab
--- /dev/null
+++ b/examples/tracer/src/xray_provider_escape_hatch.py
@@ -0,0 +1,19 @@
+from aws_lambda_powertools import Tracer
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+tracer = Tracer()
+
+
+def collect_payment(charge_id: str) -> str:
+    return f"dummy payment collected for charge: {charge_id}"
+
+
+@tracer.capture_lambda_handler
+def lambda_handler(event: dict, context: LambdaContext) -> str:
+    charge_id = event.get("charge_id", "")
+    with tracer.provider.trace("## collect_payment") as span:
+        span.set_attribute(key="PaymentId", value=charge_id)
+        ret = collect_payment(charge_id=charge_id)
+        span.set_attribute(key="payment_response", value=ret)
+
+    return ret
diff --git a/poetry.lock b/poetry.lock
index c9114530822..a6fcdbdaaa0 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -86,17 +86,17 @@ typeguard = ">=2.13.3,<2.14.0"
 
 [[package]]
 name = "aws-cdk-asset-node-proxy-agent-v6"
-version = "2.0.1"
+version = "2.0.3"
 description = "@aws-cdk/asset-node-proxy-agent-v6"
 optional = false
-python-versions = "~=3.7"
+python-versions = "~=3.8"
 files = [
-    {file = "aws-cdk.asset-node-proxy-agent-v6-2.0.1.tar.gz", hash = "sha256:42cdbc1de2ed3f845e3eb883a72f58fc7e5554c2e0b6fcdb366c159778dce74d"},
-    {file = "aws_cdk.asset_node_proxy_agent_v6-2.0.1-py3-none-any.whl", hash = "sha256:e442673d4f93137ab165b75386761b1d46eea25fc5015e5145ae3afa9da06b6e"},
+    {file = "aws-cdk.asset-node-proxy-agent-v6-2.0.3.tar.gz", hash = "sha256:b62cb10c69a42cab135e6bc670e3d2d3121fd4f53a0f61e53449da4b12738a6f"},
+    {file = "aws_cdk.asset_node_proxy_agent_v6-2.0.3-py3-none-any.whl", hash = "sha256:ef2ff0634ab037e2ebddbe69d7c92515a847c6c8bb2abdfc85b089f5e87761cb"},
 ]
 
 [package.dependencies]
-jsii = ">=1.86.1,<2.0.0"
+jsii = ">=1.96.0,<2.0.0"
 publication = ">=0.0.3"
 typeguard = ">=2.13.3,<2.14.0"
 
@@ -349,17 +349,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.55"
+version = "1.34.85"
 description = "The AWS SDK for Python"
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.55-py3-none-any.whl", hash = "sha256:ee2c96e8a4a741ecb3380e0a406baa67bfea6186be99b75bdeca3e1b5044c088"},
-    {file = "boto3-1.34.55.tar.gz", hash = "sha256:9a6d59e035fac4366dbdaf909c4f66fc817dfbec044fa71564dcf036ad46bb19"},
+    {file = "boto3-1.34.85-py3-none-any.whl", hash = "sha256:135f1358fbc7d7dc89ad1a4346cb8da621fdc2aea69deb7b20c71ffec7cde111"},
+    {file = "boto3-1.34.85.tar.gz", hash = "sha256:de73d0f2dec1819074caf3f0888e18f6e13a9fb75ef5f17b1bdd9d1acc127b33"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.55,<1.35.0"
+botocore = ">=1.34.85,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -368,13 +368,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.55"
+version = "1.34.85"
 description = "Low-level, data-driven core of boto 3."
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.55-py3-none-any.whl", hash = "sha256:07044c3cbfb86d0ecb9c56d887b8ad63a72eff0e4f6ab329cf335f1fd867ea0b"},
-    {file = "botocore-1.34.55.tar.gz", hash = "sha256:bb333e3845bfe65600f36bf92d09668306e224fa9f4e4f87b77f6957192ae59f"},
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 ]
 
 [package.dependencies]
@@ -382,11 +382,11 @@ jmespath = ">=0.7.1,<2.0.0"
 python-dateutil = ">=2.1,<3.0.0"
 urllib3 = [
     {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
-    {version = ">=1.25.4,<2.1", markers = "python_version >= \"3.10\""},
+    {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
 ]
 
 [package.extras]
-crt = ["awscrt (==0.19.19)"]
+crt = ["awscrt (==0.20.9)"]
 
 [[package]]
 name = "bytecode"
@@ -429,13 +429,13 @@ ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "cdk-nag"
-version = "2.28.90"
+version = "2.28.91"
 description = "Check CDK v2 applications for best practices using a combination on available rule packs."
 optional = false
 python-versions = "~=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -836,13 +836,13 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "datadog"
-version = "0.48.0"
+version = "0.49.1"
 description = "The Datadog Python library"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -873,94 +873,100 @@ dev = ["boto3 (>=1.28.0,<2.0.0)", "flake8 (>=5.0.4,<6.0.0)", "pytest (>=8.0.0,<9
 
 [[package]]
 name = "ddsketch"
-version = "2.0.4"
+version = "3.0.1"
 description = "Distributed quantile sketches"
 optional = false
-python-versions = ">=2.7"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
-protobuf = {version = ">=3.0.0", markers = "python_version >= \"3.7\""}
 six = "*"
 
+[package.extras]
+serialization = ["protobuf (>=3.0.0)"]
+
 [[package]]
 name = "ddtrace"
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+version = "2.8.1"
 description = "Datadog APM client library"
 optional = false
 python-versions = ">=3.7"
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+    {file = "ddtrace-2.8.1.tar.gz", hash = "sha256:6e136fd16872e43e964a8a52b3f9d1ab6f4ef9a6b066f20f64fe3316b04cc438"},
 ]
 
 [package.dependencies]
 attrs = ">=20"
-bytecode = {version = "*", markers = "python_version >= \"3.8\""}
+bytecode = [
+    {version = ">=0.13.0", markers = "python_version < \"3.11.0\""},
+    {version = ">=0.15.0", markers = "python_version >= \"3.12.0\""},
+    {version = ">=0.14.0", markers = "python_version ~= \"3.11.0\""},
+]
 cattrs = "*"
-ddsketch = ">=2.0.1"
-envier = "*"
+ddsketch = ">=3.0.0"
+envier = ">=0.5,<1.0"
 opentelemetry-api = ">=1"
 protobuf = ">=3"
 setuptools = {version = "*", markers = "python_version >= \"3.12\""}
@@ -970,6 +976,7 @@ typing-extensions = "*"
 xmltodict = ">=0.12"
 
 [package.extras]
+openai = ["tiktoken"]
 opentracing = ["opentracing (>=2.0.0)"]
 
 [[package]]
@@ -1080,13 +1087,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "execnet"
-version = "2.0.2"
+version = "2.1.1"
 description = "execnet: rapid multi-Python deployment"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "execnet-2.0.2-py3-none-any.whl", hash = "sha256:88256416ae766bc9e8895c76a87928c0012183da3cc4fc18016e6f050e025f41"},
-    {file = "execnet-2.0.2.tar.gz", hash = "sha256:cc59bc4423742fd71ad227122eb0dd44db51efb3dc4095b45ac9a08c770096af"},
+    {file = "execnet-2.1.1-py3-none-any.whl", hash = "sha256:26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc"},
+    {file = "execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3"},
 ]
 
 [package.extras]
@@ -1155,20 +1162,21 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.42"
+version = "3.1.43"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "GitPython-3.1.42-py3-none-any.whl", hash = "sha256:1bf9cd7c9e7255f77778ea54359e54ac22a72a5b51288c457c881057b7bb9ecd"},
-    {file = "GitPython-3.1.42.tar.gz", hash = "sha256:2d99869e0fef71a73cbd242528105af1d6c1b108c60dfabd994bf292f76c3ceb"},
+    {file = "GitPython-3.1.43-py3-none-any.whl", hash = "sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff"},
+    {file = "GitPython-3.1.43.tar.gz", hash = "sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c"},
 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
 [package.extras]
-test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar"]
+doc = ["sphinx (==4.3.2)", "sphinx-autodoc-typehints", "sphinx-rtd-theme", "sphinxcontrib-applehelp (>=1.0.2,<=1.0.4)", "sphinxcontrib-devhelp (==1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.0,<=2.0.1)", "sphinxcontrib-qthelp (==1.0.3)", "sphinxcontrib-serializinghtml (==1.1.5)"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
 
 [[package]]
 name = "h11"
@@ -1183,13 +1191,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.4"
+version = "1.0.5"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpcore-1.0.4-py3-none-any.whl", hash = "sha256:ac418c1db41bade2ad53ae2f3834a3a0f5ae76b56cf5aa497d2d033384fc7d73"},
-    {file = "httpcore-1.0.4.tar.gz", hash = "sha256:cb2839ccfcba0d2d3c1131d3c3e26dfc327326fbe7a5dc0dbfe9f6c9151bb022"},
+    {file = "httpcore-1.0.5-py3-none-any.whl", hash = "sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5"},
+    {file = "httpcore-1.0.5.tar.gz", hash = "sha256:34a38e2f9291467ee3b44e89dd52615370e152954ba21721378a87b2960f7a61"},
 ]
 
 [package.dependencies]
@@ -1200,7 +1208,7 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.25.0)"]
+trio = ["trio (>=0.22.0,<0.26.0)"]
 
 [[package]]
 name = "httpx"
@@ -1354,13 +1362,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.11.0"
+version = "7.0.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.11.0-py3-none-any.whl", hash = "sha256:f0afba6205ad8f8947c7d338b5342d5db2afbfd82f9cbef7879a9539cc12eb9b"},
-    {file = "importlib_metadata-6.11.0.tar.gz", hash = "sha256:1231cf92d825c9e03cfc4da076a16de6422c863558229ea0b22b675657463443"},
+    {file = "importlib_metadata-7.0.0-py3-none-any.whl", hash = "sha256:d97503976bb81f40a193d41ee6570868479c69d5068651eb039c40d850c59d67"},
+    {file = "importlib_metadata-7.0.0.tar.gz", hash = "sha256:7fc841f8b8332803464e5dc1c63a2e59121f46ca186c0e2e182e80bf8c1319f7"},
 ]
 
 [package.dependencies]
@@ -1373,13 +1381,13 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.2"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.1.2-py3-none-any.whl", hash = "sha256:9a0a862501dc38b68adebc82970140c9e4209fc99601782925178f8386339938"},
-    {file = "importlib_resources-6.1.2.tar.gz", hash = "sha256:308abf8474e2dba5f867d279237cd4076482c3de7104a40b41426370e891549b"},
+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
 [package.dependencies]
@@ -1387,7 +1395,7 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -1508,18 +1516,19 @@ ply = "*"
 
 [[package]]
 name = "jsonpickle"
-version = "3.0.3"
-description = "Python library for serializing any arbitrary object graph into JSON"
+version = "3.0.4"
+description = "Serialize any Python object to JSON"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jsonpickle-3.0.3-py3-none-any.whl", hash = "sha256:e8d6dcc58f6722bea0321cd328fbda81c582461185688a535df02be0f699afb4"},
-    {file = "jsonpickle-3.0.3.tar.gz", hash = "sha256:5691f44495327858ab3a95b9c440a79b41e35421be1a6e09a47b6c9b9421fd06"},
+    {file = "jsonpickle-3.0.4-py3-none-any.whl", hash = "sha256:04ae7567a14269579e3af66b76bda284587458d7e8a204951ca8f71a3309952e"},
+    {file = "jsonpickle-3.0.4.tar.gz", hash = "sha256:a1b14c8d6221cd8f394f2a97e735ea1d7edc927fbd135b26f2f8700657c8c62b"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
-testing = ["ecdsa", "feedparser", "gmpy2", "numpy", "pandas", "pymongo", "pytest (>=3.5,!=3.7.3)", "pytest-checkdocs (>=1.2.3)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-ruff", "scikit-learn", "simplejson", "sqlalchemy", "ujson"]
+docs = ["furo", "rst.linker (>=1.9)", "sphinx"]
+packaging = ["build", "twine"]
+testing = ["bson", "ecdsa", "feedparser", "gmpy2", "numpy", "pandas", "pymongo", "pytest (>=3.5,!=3.7.3)", "pytest-benchmark", "pytest-benchmark[histogram]", "pytest-checkdocs (>=1.2.3)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-ruff (>=0.2.1)", "scikit-learn", "scipy", "scipy (>=1.9.3)", "simplejson", "sqlalchemy", "ujson"]
 
 [[package]]
 name = "jsonpointer"
@@ -1586,13 +1595,13 @@ six = "*"
 
 [[package]]
 name = "mako"
-version = "1.3.2"
+version = "1.3.3"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Mako-1.3.2-py3-none-any.whl", hash = "sha256:32a99d70754dfce237019d17ffe4a282d2d3351b9c476e90d8a60e63f133b80c"},
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 ]
 
 [package.dependencies]
@@ -1622,13 +1631,13 @@ restructuredtext = ["rst2ansi"]
 
 [[package]]
 name = "markdown"
-version = "3.5.2"
+version = "3.6"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2133,28 +2142,28 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.23.0"
+version = "1.24.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<7.0"
+importlib-metadata = ">=6.0,<=7.0"
 
 [[package]]
 name = "packaging"
-version = "23.2"
+version = "24.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [[package]]
@@ -2258,22 +2267,22 @@ files = [
 
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 name = "protobuf"
-version = "4.25.3"
+version = "5.26.1"
 description = ""
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 python-versions = ">=3.8"
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 [[package]]
@@ -2300,13 +2309,13 @@ files = [
 
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 name = "pycparser"
-version = "2.21"
+version = "2.22"
 description = "C parser in Python"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 [[package]]
@@ -2683,13 +2692,13 @@ ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"
 
 [[package]]
 name = "referencing"
-version = "0.33.0"
+version = "0.34.0"
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 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2698,104 +2707,104 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "regex"
-version = "2023.12.25"
+version = "2024.4.16"
 description = "Alternative regular expression module, to replace re."
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 ]
 
 [[package]]
@@ -2987,13 +2996,13 @@ files = [
 
 [[package]]
 name = "s3transfer"
-version = "0.10.0"
+version = "0.10.1"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">= 3.8"
 files = [
-    {file = "s3transfer-0.10.0-py3-none-any.whl", hash = "sha256:3cdb40f5cfa6966e812209d0994f2a4709b561c88e90cf00c2696d2df4e56b2e"},
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 ]
 
 [package.dependencies]
@@ -3066,18 +3075,18 @@ tornado = ["tornado (>=5)"]
 
 [[package]]
 name = "setuptools"
-version = "69.1.1"
+version = "69.5.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "setuptools-69.5.1.tar.gz", hash = "sha256:6c1fccdac05a97e598fb0ae3bbed5904ccb317337a51139dcd51453611bbb987"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
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+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
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 [[package]]
@@ -3216,19 +3225,45 @@ files = [
 doc = ["sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
 test = ["mypy", "pytest", "typing-extensions"]
 
+[[package]]
+name = "types-aws-xray-sdk"
+version = "2.13.0.20240308"
+description = "Typing stubs for aws-xray-sdk"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[[package]]
+name = "types-cffi"
+version = "1.16.0.20240331"
+description = "Typing stubs for cffi"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+types-setuptools = "*"
+
 [[package]]
 name = "types-pyopenssl"
-version = "24.0.0.20240228"
+version = "24.0.0.20240417"
 description = "Typing stubs for pyOpenSSL"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 cryptography = ">=35.0.0"
+types-cffi = "*"
 
 [[package]]
 name = "types-python-dateutil"
@@ -3243,13 +3278,13 @@ files = [
 
 [[package]]
 name = "types-redis"
-version = "4.6.0.20240409"
+version = "4.6.0.20240417"
 description = "Typing stubs for redis"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "types-redis-4.6.0.20240417.tar.gz", hash = "sha256:8be4b3e5945120acdef0a2348c04be42894e84c6d616288b908a3d8ed5e89a8d"},
+    {file = "types_redis-4.6.0.20240417-py3-none-any.whl", hash = "sha256:4c35cbd90ff18c8da6f97a05d2fe97eb3abfe09acf3a4357b6c5e2d4a59385a1"},
 ]
 
 [package.dependencies]
@@ -3270,6 +3305,31 @@ files = [
 [package.dependencies]
 types-urllib3 = "*"
 
+[[package]]
+name = "types-requests"
+version = "2.31.0.20240406"
+description = "Typing stubs for requests"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "types-requests-2.31.0.20240406.tar.gz", hash = "sha256:4428df33c5503945c74b3f42e82b181e86ec7b724620419a2966e2de604ce1a1"},
+    {file = "types_requests-2.31.0.20240406-py3-none-any.whl", hash = "sha256:6216cdac377c6b9a040ac1c0404f7284bd13199c0e1bb235f4324627e8898cf5"},
+]
+
+[package.dependencies]
+urllib3 = ">=2"
+
+[[package]]
+name = "types-setuptools"
+version = "69.5.0.20240415"
+description = "Typing stubs for setuptools"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "types-setuptools-69.5.0.20240415.tar.gz", hash = "sha256:ea64af0a96a674f8c40ba34c09c254f3c70bc3f218c6bffa1d0912bd91584a2f"},
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+]
+
 [[package]]
 name = "types-urllib3"
 version = "1.26.25.14"
@@ -3488,18 +3548,18 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [extras]
 all = ["aws-xray-sdk", "fastjsonschema", "pydantic"]
@@ -3514,4 +3574,4 @@ validation = ["fastjsonschema"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<4.0.0"
-content-hash = "98dafa452ddc72aaf8c8d9966bfe49a18151b39314eb305e8350bda91cf3fd71"
+content-hash = "2c2097396485608e91108bf0d17995f0ceab2a995d82a07e86a0d9e5a42dbe5d"
diff --git a/poetry.toml b/poetry.toml
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/pyproject.toml b/pyproject.toml
index 728cee81986..d6775976acf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -73,6 +73,7 @@ aws-cdk-lib = "^2.137.0"
 "cdklabs.generative-ai-cdk-constructs" = "^0.1.115"
 pytest-benchmark = "^4.0.0"
 mypy-boto3-appconfig = "^1.34.58"
+types-aws-xray-sdk = "^2.13.0.20240308"
 mypy-boto3-cloudformation = "^1.34.84"
 mypy-boto3-cloudwatch = "^1.34.83"
 mypy-boto3-dynamodb = "^1.34.67"
diff --git a/tests/unit/test_tracing.py b/tests/unit/test_tracing.py
index 0d12afa629b..a65033c5849 100644
--- a/tests/unit/test_tracing.py
+++ b/tests/unit/test_tracing.py
@@ -1,4 +1,5 @@
 import contextlib
+from numbers import Number
 from typing import NamedTuple
 from unittest import mock
 from unittest.mock import MagicMock
@@ -32,9 +33,23 @@ def __init__(
             self.put_metadata_mock = put_metadata_mock or mocker.MagicMock()
             self.put_annotation_mock = put_annotation_mock or mocker.MagicMock()
             self.in_subsegment = in_subsegment or mocker.MagicMock()
+            self.trace = self.in_subsegment
             self.patch_mock = patch_mock or mocker.MagicMock()
             self.disable_tracing_provider_mock = disable_tracing_provider_mock or mocker.MagicMock()
             self.in_subsegment_async = in_subsegment_async or mocker.MagicMock(spec=True)
+            self.trace_async = self.in_subsegment_async
+
+        def set_attribute(self, *args, **kwargs):
+            if kwargs.get("category") == "Metadata":
+                return self.put_metadata(*args, **kwargs)
+
+            if kwargs.get("category") == "Annotation":
+                return self.put_annotation(*args, **kwargs)
+
+            if isinstance(kwargs.get("value"), (str, Number, bool)):
+                return self.put_annotation(*args, **kwargs)
+
+            return self.put_metadata(*args, **kwargs)
 
         def put_metadata(self, *args, **kwargs):
             return self.put_metadata_mock(*args, **kwargs)
@@ -65,8 +80,8 @@ def reset_tracing_config(mocker):
 
 
 @pytest.fixture
-def in_subsegment_mock():
-    class AsyncContextManager(mock.MagicMock):
+def in_subsegment_mock(mocker):
+    class AsyncContextManager(mocker.MagicMock):
         async def __aenter__(self, *args, **kwargs):
             return self.__enter__()
 
@@ -78,10 +93,26 @@ class InSubsegment(NamedTuple):
         put_annotation: mock.MagicMock = mock.MagicMock()
         put_metadata: mock.MagicMock = mock.MagicMock()
 
+        def set_attribute(self, *args, **kwargs):
+            if kwargs.get("category") == "Metadata":
+                kwargs.pop("category")
+                return self.put_metadata(*args, **kwargs)
+
+            if kwargs.get("category") == "Annotation":
+                kwargs.pop("category")
+                return self.put_annotation(*args, **kwargs)
+
+            if isinstance(kwargs.get("value"), (str, Number, bool)):
+                return self.put_annotation(*args, **kwargs)
+
+            return self.put_metadata(*args, **kwargs)
+
     in_subsegment = InSubsegment()
     in_subsegment.in_subsegment.return_value.__enter__.return_value.put_annotation = in_subsegment.put_annotation
     in_subsegment.in_subsegment.return_value.__enter__.return_value.put_metadata = in_subsegment.put_metadata
     in_subsegment.in_subsegment.return_value.__aenter__.return_value.put_metadata = in_subsegment.put_metadata
+    in_subsegment.in_subsegment.return_value.__enter__.return_value.set_attribute = in_subsegment.set_attribute
+    in_subsegment.in_subsegment.return_value.__aenter__.return_value.set_attribute = in_subsegment.set_attribute
 
     yield in_subsegment
 
@@ -155,6 +186,7 @@ def test_tracer_custom_metadata(monkeypatch, mocker, dummy_response, provider_st
         key=annotation_key,
         value=annotation_value,
         namespace="booking",
+        category="Metadata",
     )
 
 
@@ -172,7 +204,11 @@ def test_tracer_custom_annotation(monkeypatch, mocker, dummy_response, provider_
 
     # THEN we should have an annotation as expected
     assert put_annotation_mock.call_count == 1
-    assert put_annotation_mock.call_args == mocker.call(key=annotation_key, value=annotation_value)
+    assert put_annotation_mock.call_args == mocker.call(
+        key=annotation_key,
+        value=annotation_value,
+        category="Annotation",
+    )
 
 
 @mock.patch("aws_lambda_powertools.tracing.Tracer.patch")