diff --git a/pdm.lock b/pdm.lock
index f7dc5da5..d7c7857a 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -4,8 +4,8 @@
 [metadata]
 groups = ["default", "docs", "lint", "test"]
 strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.1"
-content_hash = "sha256:ff00b175f59493d345e935a66293f2e7297bf4f99fc03f3e0faa57c358dee092"
+lock_version = "4.4.2"
+content_hash = "sha256:68912926d0675ccf13de8f59a6aaeb7c2c0df80fcf9d7c5249ea1f7325a44171"
 
 [[package]]
 name = "aiobotocore"
@@ -26,77 +26,78 @@ files = [
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.3"
+version = "2.4.4"
 requires_python = ">=3.8"
 summary = "Happy Eyeballs for asyncio"
 groups = ["default", "test"]
 files = [
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-    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+    {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
+    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
 ]
 
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 name = "aiohttp"
-version = "3.10.10"
-requires_python = ">=3.8"
+version = "3.11.10"
+requires_python = ">=3.9"
 summary = "Async http client/server framework (asyncio)"
 groups = ["default", "test"]
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 [[package]]
@@ -115,16 +116,16 @@ files = [
 
 [[package]]
 name = "aiosignal"
-version = "1.3.1"
-requires_python = ">=3.7"
+version = "1.3.2"
+requires_python = ">=3.9"
 summary = "aiosignal: a list of registered asynchronous callbacks"
 groups = ["default", "test"]
 dependencies = [
     "frozenlist>=1.1.0",
 ]
 files = [
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 [[package]]
@@ -161,7 +162,7 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.6.2.post1"
+version = "4.7.0"
 requires_python = ">=3.9"
 summary = "High level compatibility layer for multiple asynchronous event loop implementations"
 groups = ["default"]
@@ -169,23 +170,23 @@ dependencies = [
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     "idna>=2.8",
     "sniffio>=1.1",
-    "typing-extensions>=4.1; python_version < \"3.11\"",
+    "typing-extensions>=4.5; python_version < \"3.13\"",
 ]
 files = [
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 ]
 
 [[package]]
 name = "async-timeout"
-version = "4.0.3"
-requires_python = ">=3.7"
+version = "5.0.1"
+requires_python = ">=3.8"
 summary = "Timeout context manager for asyncio programs"
 groups = ["default", "test"]
 marker = "python_version < \"3.12.0\""
 files = [
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 ]
 
 [[package]]
@@ -227,13 +228,13 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
-requires_python = ">=3.7"
+version = "24.3.0"
+requires_python = ">=3.8"
 summary = "Classes Without Boilerplate"
 groups = ["default", "test"]
 files = [
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 ]
 
 [[package]]
@@ -267,7 +268,7 @@ files = [
 
 [[package]]
 name = "azure-core"
-version = "1.31.0"
+version = "1.32.0"
 requires_python = ">=3.8"
 summary = "Microsoft Azure Core Library for Python"
 groups = ["default"]
@@ -277,8 +278,8 @@ dependencies = [
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 ]
 files = [
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 ]
 
 [[package]]
@@ -394,13 +395,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.8.30"
+version = "2024.12.14"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
 groups = ["default", "test"]
 files = [
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 [[package]]
@@ -613,16 +614,16 @@ files = [
 
 [[package]]
 name = "deprecated"
-version = "1.2.14"
-requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "1.2.15"
+requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 summary = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 groups = ["default"]
 dependencies = [
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 ]
 files = [
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 [[package]]
@@ -861,7 +862,7 @@ files = [
 
 [[package]]
 name = "google-api-core"
-version = "2.21.0"
+version = "2.24.0"
 requires_python = ">=3.7"
 summary = "Google API client core library"
 groups = ["default", "test"]
@@ -873,32 +874,32 @@ dependencies = [
     "requests<3.0.0.dev0,>=2.18.0",
 ]
 files = [
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 ]
 
 [[package]]
 name = "google-api-core"
-version = "2.21.0"
+version = "2.24.0"
 extras = ["grpc"]
 requires_python = ">=3.7"
 summary = "Google API client core library"
 groups = ["default"]
 dependencies = [
-    "google-api-core==2.21.0",
+    "google-api-core==2.24.0",
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     "grpcio-status<2.0.dev0,>=1.49.1; python_version >= \"3.11\"",
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 ]
 
 [[package]]
 name = "google-auth"
-version = "2.35.0"
+version = "2.37.0"
 requires_python = ">=3.7"
 summary = "Google Authentication Library"
 groups = ["default", "test"]
@@ -908,8 +909,8 @@ dependencies = [
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 ]
 files = [
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 ]
 
 [[package]]
@@ -929,7 +930,7 @@ files = [
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.70.0"
+version = "1.74.0"
 requires_python = ">=3.8"
 summary = "Vertex AI API client library"
 groups = ["default"]
@@ -947,13 +948,13 @@ dependencies = [
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 ]
 files = [
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 ]
 
 [[package]]
 name = "google-cloud-bigquery"
-version = "3.26.0"
+version = "3.27.0"
 requires_python = ">=3.7"
 summary = "Google BigQuery API client library"
 groups = ["default"]
@@ -967,8 +968,8 @@ dependencies = [
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 ]
 files = [
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 ]
 
 [[package]]
@@ -988,7 +989,7 @@ files = [
 
 [[package]]
 name = "google-cloud-resource-manager"
-version = "1.13.0"
+version = "1.14.0"
 requires_python = ">=3.7"
 summary = "Google Cloud Resource Manager API client library"
 groups = ["default"]
@@ -1000,13 +1001,13 @@ dependencies = [
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 files = [
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 ]
 
 [[package]]
 name = "google-cloud-storage"
-version = "2.18.2"
+version = "2.19.0"
 requires_python = ">=3.7"
 summary = "Google Cloud Storage API client library"
 groups = ["default", "test"]
@@ -1019,8 +1020,8 @@ dependencies = [
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 ]
 files = [
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 ]
 
 [[package]]
@@ -1089,7 +1090,7 @@ files = [
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.65.0"
+version = "1.66.0"
 requires_python = ">=3.7"
 summary = "Common protobufs used in Google APIs"
 groups = ["default", "test"]
@@ -1097,24 +1098,24 @@ dependencies = [
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 files = [
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 ]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.65.0"
+version = "1.66.0"
 extras = ["grpc"]
 requires_python = ">=3.7"
 summary = "Common protobufs used in Google APIs"
 groups = ["default"]
 dependencies = [
-    "googleapis-common-protos==1.65.0",
+    "googleapis-common-protos==1.66.0",
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 files = [
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 ]
 
 [[package]]
@@ -1173,39 +1174,39 @@ files = [
 
 [[package]]
 name = "grpcio"
-version = "1.67.0"
-requires_python = ">=3.8"
+version = "1.62.3"
+requires_python = ">=3.7"
 summary = "HTTP/2-based RPC framework"
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 [[package]]
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 [[package]]
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 requires_python = ">=3.9"
 summary = "Yet another URL library"
 groups = ["default", "test"]
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+    {file = "yarl-1.18.3-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:9d41beda9dc97ca9ab0b9888cb71f7539124bc05df02c0cff6e5acc5a19dcc6e"},
+    {file = "yarl-1.18.3-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:ba23302c0c61a9999784e73809427c9dbedd79f66a13d84ad1b1943802eaaf59"},
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+    {file = "yarl-1.18.3-cp311-cp311-win_amd64.whl", hash = "sha256:b9d60031cf568c627d028239693fd718025719c02c9f55df0a53e587aab951b5"},
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+    {file = "yarl-1.18.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a440a2a624683108a1b454705ecd7afc1c3438a08e890a1513d468671d90a04e"},
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+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b4f6450109834af88cb4cc5ecddfc5380ebb9c228695afc11915a0bf82116789"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a9ca04806f3be0ac6d558fffc2fdf8fcef767e0489d2684a21912cc4ed0cd1b8"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77a6e85b90a7641d2e07184df5557132a337f136250caafc9ccaa4a2a998ca2c"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6333c5a377c8e2f5fae35e7b8f145c617b02c939d04110c76f29ee3676b5f9a5"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:0b3c92fa08759dbf12b3a59579a4096ba9af8dd344d9a813fc7f5070d86bbab1"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:4ac515b860c36becb81bb84b667466885096b5fc85596948548b667da3bf9f24"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:045b8482ce9483ada4f3f23b3774f4e1bf4f23a2d5c912ed5170f68efb053318"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:a4bb030cf46a434ec0225bddbebd4b89e6471814ca851abb8696170adb163985"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:54d6921f07555713b9300bee9c50fb46e57e2e639027089b1d795ecd9f7fa910"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:1d407181cfa6e70077df3377938c08012d18893f9f20e92f7d2f314a437c30b1"},
+    {file = "yarl-1.18.3-cp39-cp39-win32.whl", hash = "sha256:ac36703a585e0929b032fbaab0707b75dc12703766d0b53486eabd5139ebadd5"},
+    {file = "yarl-1.18.3-cp39-cp39-win_amd64.whl", hash = "sha256:ba87babd629f8af77f557b61e49e7c7cac36f22f871156b91e10a6e9d4f829e9"},
+    {file = "yarl-1.18.3-py3-none-any.whl", hash = "sha256:b57f4f58099328dfb26c6a771d09fb20dbbae81d20cfb66141251ea063bd101b"},
+    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index b04a4cff..8b37c2ef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -41,7 +41,6 @@ dependencies = [
     #Unable to import llm adapters : No module named 'mistralai.models.chat_completion'
     #Looks like mistralai>0.4.2 is not backward compatible
     "mistralai==0.4.2",
-
     "llama-index-llms-anyscale==0.1.4",
     "llama-index-llms-anthropic==0.1.16",
     "llama-index-llms-azure-openai==0.1.10",
@@ -58,6 +57,7 @@ dependencies = [
     "singleton-decorator~=1.0.0",
     "httpx>=0.25.2",
     "pdfplumber>=0.11.2",
+    "redis>=5.2.1",
 ]
 readme = "README.md"
 urls = { Homepage = "https://unstract.com", "Release notes" = "https://github.com/Zipstack/unstract-sdk/releases", Source = "https://github.com/Zipstack/unstract-sdk" }
@@ -120,4 +120,6 @@ path = "src/unstract/sdk/__init__.py"
 # Adding the following override to resolve dependency version
 # for environs. Otherwise, it stays stuck while resolving pins
 [tool.pdm.resolution.overrides]
-grpcio = ">=1.62.1"
+grpcio = "1.62.3"
+grpcio-tools = "1.62.3"
+grpcio-health-checking = "1.62.3"
diff --git a/src/unstract/sdk/__init__.py b/src/unstract/sdk/__init__.py
index 331d19e9..cdad6627 100644
--- a/src/unstract/sdk/__init__.py
+++ b/src/unstract/sdk/__init__.py
@@ -1,4 +1,4 @@
-__version__ = "0.54.0rc7"
+__version__ = "0.54.0rc8"
 
 
 def get_sdk_version():
diff --git a/src/unstract/sdk/index.py b/src/unstract/sdk/index.py
index 6f761692..79c56b32 100644
--- a/src/unstract/sdk/index.py
+++ b/src/unstract/sdk/index.py
@@ -27,7 +27,7 @@
 from unstract.sdk.file_storage import FileStorage, FileStorageProvider
 from unstract.sdk.tool.base import BaseTool
 from unstract.sdk.utils import ToolUtils
-from unstract.sdk.utils.common_utils import log_elapsed
+from unstract.sdk.utils.common_utils import capture_metrics, log_elapsed
 from unstract.sdk.vector_db import VectorDB
 from unstract.sdk.x2txt import X2Text
 
@@ -39,10 +39,19 @@ class Constants:
 
 
 class Index:
-    def __init__(self, tool: BaseTool):
+    def __init__(
+        self,
+        tool: BaseTool,
+        run_id: Optional[str] = None,
+        capture_metrics: bool = False,
+    ):
         # TODO: Inherit from StreamMixin and avoid using BaseTool
         self.tool = tool
+        self._run_id = run_id
+        self._capture_metrics = capture_metrics
+        self._metrics = {}
 
+    @capture_metrics
     def query_index(
         self,
         embedding_instance_id: str,
@@ -180,6 +189,7 @@ def extract_text(
         return extracted_text
 
     @log_elapsed(operation="CHECK_AND_INDEX(overall)")
+    @capture_metrics
     def index(
         self,
         tool_id: str,
@@ -449,6 +459,12 @@ def generate_index_key(
         hashed_index_key = ToolUtils.hash_str(json.dumps(index_key, sort_keys=True))
         return hashed_index_key
 
+    def get_metrics(self):
+        return self._metrics
+
+    def clear_metrics(self):
+        self._metrics = {}
+
     @deprecated(version="0.45.0", reason="Use generate_index_key() instead")
     def generate_file_id(
         self,
diff --git a/src/unstract/sdk/llm.py b/src/unstract/sdk/llm.py
index 7acdb803..f7c18c5b 100644
--- a/src/unstract/sdk/llm.py
+++ b/src/unstract/sdk/llm.py
@@ -19,6 +19,7 @@
 from unstract.sdk.helper import SdkHelper
 from unstract.sdk.tool.base import BaseTool
 from unstract.sdk.utils.callback_manager import CallbackManager
+from unstract.sdk.utils.common_utils import capture_metrics
 
 logger = logging.getLogger(__name__)
 
@@ -36,6 +37,7 @@ def __init__(
         tool: BaseTool,
         adapter_instance_id: Optional[str] = None,
         usage_kwargs: dict[Any, Any] = {},
+        capture_metrics: bool = False,
     ):
         """Creates an instance of this LLM class.
 
@@ -50,6 +52,10 @@ def __init__(
         self._adapter_instance_id = adapter_instance_id
         self._llm_instance: LlamaIndexLLM = None
         self._usage_kwargs = usage_kwargs
+        self._capture_metrics = capture_metrics
+        self._run_id = usage_kwargs.get("run_id")
+        self._usage_reason = usage_kwargs.get("llm_usage_reason")
+        self._metrics = {}
         self._initialise()
 
     def _initialise(self):
@@ -65,6 +71,7 @@ def _initialise(self):
                     kwargs=self._usage_kwargs,
                 )
 
+    @capture_metrics
     def complete(
         self,
         prompt: str,
@@ -72,7 +79,8 @@ def complete(
         process_text: Optional[Callable[[str], str]] = None,
         **kwargs: Any,
     ) -> dict[str, Any]:
-        """Generates a completion response for the given prompt.
+        """Generates a completion response for the given prompt and captures
+        metrics if run_id is provided.
 
         Args:
             prompt (str): The input text prompt for generating the completion.
@@ -85,12 +93,8 @@ def complete(
             **kwargs (Any): Additional arguments passed to the completion function.
 
         Returns:
-            dict[str, Any]: A dictionary containing the result of the completion
-                and any processed output.
-
-        Raises:
-            LLMError: If an error occurs during the completion process, it will be
-                raised after being processed by `parse_llm_err`.
+            dict[str, Any]: A dictionary containing the result of the completion,
+                any processed output, and the captured metrics (if applicable).
         """
         try:
             response: CompletionResponse = self._llm_instance.complete(prompt, **kwargs)
@@ -105,12 +109,19 @@ def complete(
                     if not isinstance(process_text_output, dict):
                         process_text_output = {}
                 except Exception as e:
-                    logger.error(f"Error occured inside function 'process_text': {e}")
+                    logger.error(f"Error occurred inside function 'process_text': {e}")
                     process_text_output = {}
-            return {LLM.RESPONSE: response, **process_text_output}
+            response_data = {LLM.RESPONSE: response, **process_text_output}
+            return response_data
         except Exception as e:
             raise parse_llm_err(e, self._llm_adapter_class) from e
 
+    def get_metrics(self):
+        return self._metrics
+
+    def get_usage_reason(self):
+        return self._usage_reason
+
     def stream_complete(
         self,
         prompt: str,
diff --git a/src/unstract/sdk/metrics_mixin.py b/src/unstract/sdk/metrics_mixin.py
new file mode 100644
index 00000000..3adedd42
--- /dev/null
+++ b/src/unstract/sdk/metrics_mixin.py
@@ -0,0 +1,73 @@
+import logging
+import os
+import time
+import uuid
+from typing import Any
+
+from redis import StrictRedis
+
+logger = logging.getLogger(__name__)
+
+
+class MetricsMixin:
+    TIME_TAKEN_KEY = "time_taken(s)"
+
+    def __init__(self, run_id):
+        """Initialize the MetricsMixin class.
+
+        Args:
+            run_id (str): Unique identifier for the run.
+        """
+        self.run_id = run_id
+        self.op_id = str(uuid.uuid4())  # Unique identifier for this instance
+        self.redis_client = None
+        try:
+            # Initialize Redis client
+            self.redis_client = StrictRedis(
+                host=os.getenv("REDIS_HOST", "unstract-redis"),
+                port=int(os.getenv("REDIS_PORT", 6379)),
+                username=os.getenv("REDIS_USER", "default"),
+                password=os.getenv("REDIS_PASSWORD", ""),
+                db=1,
+                decode_responses=True,
+            )
+        except Exception as e:
+            logger.error(
+                "Failed to initialize Redis client" f" for run_id={run_id}: {e}"
+            )
+
+        self.redis_key = f"metrics:{self.run_id}:{self.op_id}"
+
+        # Set the start time immediately upon initialization
+        self.set_start_time()
+
+    def set_start_time(self, ttl=86400):
+        """Store the current timestamp in Redis when the instance is
+        created."""
+        if self.redis_client is None:
+            logger.error("Redis client is not initialized. Cannot set start time.")
+            return
+        self.redis_client.set(self.redis_key, time.time(), ex=ttl)
+
+    def collect_metrics(self) -> dict[str, Any]:
+        """Calculate the time taken since the timestamp was set and delete the
+        Redis key.
+
+        Returns:
+            dict: The calculated time taken and the associated run_id and op_id.
+        """
+
+        if self.redis_client is None:
+            logger.error("Redis client is not initialized. Cannot collect metrics.")
+            return {self.TIME_TAKEN_KEY: None}
+
+        if not self.redis_client.exists(self.redis_key):
+            return {self.TIME_TAKEN_KEY: None}
+
+        start_time = float(self.redis_client.get(self.redis_key))
+        time_taken = round(time.time() - start_time, 3)
+
+        # Delete the Redis key after use
+        self.redis_client.delete(self.redis_key)
+
+        return {self.TIME_TAKEN_KEY: time_taken}
diff --git a/src/unstract/sdk/utils/common_utils.py b/src/unstract/sdk/utils/common_utils.py
index f2866c00..c964f275 100644
--- a/src/unstract/sdk/utils/common_utils.py
+++ b/src/unstract/sdk/utils/common_utils.py
@@ -4,6 +4,7 @@
 import uuid
 
 from unstract.sdk.constants import LogLevel
+from unstract.sdk.metrics_mixin import MetricsMixin
 
 logger = logging.getLogger(__name__)
 
@@ -54,3 +55,53 @@ def wrapper(*args, **kwargs):
         return wrapper
 
     return decorator
+
+
+def capture_metrics(func):
+    """Decorator to capture metrics at the start and end of a function."""
+
+    @functools.wraps(func)
+    def wrapper(self, *args, **kwargs):
+        # Ensure the required attributes exist; if not,
+        # execute the function and return its result
+        if not all(
+            hasattr(self, attr) for attr in ["_run_id", "_capture_metrics", "_metrics"]
+        ):
+            return func(self, *args, **kwargs)
+
+        # Check if run_id exists and if metrics should be captured
+        metrics_mixin = None
+        time_taken_key = MetricsMixin.TIME_TAKEN_KEY
+        if self._run_id and self._capture_metrics:
+            metrics_mixin = MetricsMixin(run_id=self._run_id)
+
+        try:
+            result = func(self, *args, **kwargs)
+        finally:
+            # If metrics are being captured, collect and assign them at the end
+            if metrics_mixin:
+                new_metrics = metrics_mixin.collect_metrics()
+
+                # If time_taken(s) exists in both self._metrics and new_metrics, sum it
+                if (
+                    self._metrics
+                    and time_taken_key in self._metrics
+                    and time_taken_key in new_metrics
+                ):
+                    previously_measured_time = self._metrics.get(time_taken_key)
+                    newly_measured_time = new_metrics.get(time_taken_key)
+
+                    # Only sum if both are valid
+                    if previously_measured_time and newly_measured_time:
+                        self._metrics[time_taken_key] = (
+                            previously_measured_time + newly_measured_time
+                        )
+                    else:
+                        self._metrics[time_taken_key] = None
+                else:
+                    # If the key isn't in self._metrics, set it to new_metrics
+                    self._metrics = new_metrics
+
+        return result
+
+    return wrapper