diff --git a/.codecov.yml b/.codecov.yml
index 79c0b20b..9f40c590 100644
--- a/.codecov.yml
+++ b/.codecov.yml
@@ -11,3 +11,6 @@ coverage:
 
 ignore:
 - "examples/"
+- "pynumaflow/function/generated/udfunction_pb2.py"
+- "pynumaflow/function/_udfunction_pb2.pyi"
+- "pynumaflow/function/generated/udfunction_pb2_grpc.py"
diff --git a/.gitignore b/.gitignore
index de5c0215..a2b45d27 100644
--- a/.gitignore
+++ b/.gitignore
@@ -159,3 +159,6 @@ cython_debug/
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 
 .idea/
+
+# Proto files are coming from numaflow-go https://github.com/numaproj/numaflow-go
+protos/
diff --git a/Makefile b/Makefile
index 8a616066..65044d32 100644
--- a/Makefile
+++ b/Makefile
@@ -3,3 +3,5 @@ format:
 
 test:
 	poetry run pytest pynumaflow/tests/
+
+# TODO: proto file generate
\ No newline at end of file
diff --git a/README.md b/README.md
index e4e6a653..d6fc18c8 100644
--- a/README.md
+++ b/README.md
@@ -6,29 +6,26 @@ and [UDSinks](https://numaproj.github.io/numaflow/sinks/user-defined-sinks/) in
 ## Implement a User Defined Function (UDF)
 
 ```python
-from pynumaflow.function import Message, Messages, HTTPHandler
-import random
 
+from pynumaflow.function import Messages, Message, Datum
+from pynumaflow.function.server import UserDefinedFunctionServicer
 
-def my_handler(key: bytes, value: bytes, _) -> Messages:
+
+def map_handler(key: str, datum: Datum) -> Messages:
+    val = datum.value
+    _ = datum.event_time
+    _ = datum.watermark
     messages = Messages()
-    if random.randint(0, 10) % 2 == 0:
-        messages.append(Message.to_all(value))
-    else:
-        messages.append(Message.to_drop())
+    messages.append(Message.to_vtx(key, val))
     return messages
 
 
 if __name__ == "__main__":
-    handler = HTTPHandler(my_handler)
-    handler.start()
+    grpc_server = UserDefinedFunctionServicer(map_handler)
+    grpc_server.start()
 ```
 
-### Sample Image
-
-A sample UDF [Dockerfile](examples/function/udfproj/Dockerfile) is provided 
-under [examples](examples/function/udfproj).
-
+### Sample Image (TODO)
 
 ## Implement a User Defined Sink (UDSink)
 
diff --git a/examples/function/forward_message/example.py b/examples/function/forward_message/example.py
new file mode 100644
index 00000000..5d03d0c3
--- /dev/null
+++ b/examples/function/forward_message/example.py
@@ -0,0 +1,16 @@
+from pynumaflow.function import Messages, Message, Datum
+from pynumaflow.function.server import UserDefinedFunctionServicer
+
+
+def map_handler(key: str, datum: Datum) -> Messages:
+    val = datum.value
+    _ = datum.event_time
+    _ = datum.watermark
+    messages = Messages()
+    messages.append(Message.to_vtx(key, val))
+    return messages
+
+
+if __name__ == "__main__":
+    grpc_server = UserDefinedFunctionServicer(map_handler)
+    grpc_server.start()
diff --git a/examples/function/udfproj/.python-version b/examples/function/udfproj/.python-version
deleted file mode 100644
index 78c9a28e..00000000
--- a/examples/function/udfproj/.python-version
+++ /dev/null
@@ -1 +0,0 @@
-3.9.12
diff --git a/examples/function/udfproj/Dockerfile b/examples/function/udfproj/Dockerfile
deleted file mode 100644
index c55040db..00000000
--- a/examples/function/udfproj/Dockerfile
+++ /dev/null
@@ -1,43 +0,0 @@
-FROM python:3.9.10-slim
-
-ENV PYTHONFAULTHANDLER=1 \
-  PYTHONUNBUFFERED=1 \
-  PYTHONHASHSEED=random \
-  PIP_NO_CACHE_DIR=off \
-  PIP_DISABLE_PIP_VERSION_CHECK=on \
-  PIP_DEFAULT_TIMEOUT=100 \
-  POETRY_VERSION=1.1.13 \
-  POETRY_HOME="/opt/poetry" \
-  POETRY_VIRTUALENVS_IN_PROJECT=true \
-  POETRY_NO_INTERACTION=1 \
-  PYSETUP_PATH="/opt/pysetup" \
-  VENV_PATH="/opt/pysetup/.venv"
-
-ENV PATH="$POETRY_HOME/bin:$VENV_PATH/bin:$PATH"
-
-RUN apt-get update \
-    && apt-get install --no-install-recommends -y \
-        curl \
-        wget \
-        # deps for building python deps
-        build-essential
-
-# install poetry - respects $POETRY_VERSION & $POETRY_HOME
-RUN curl -sSL https://raw.githubusercontent.com/sdispater/poetry/master/get-poetry.py | python
-
-WORKDIR $PYSETUP_PATH
-ADD . $PYSETUP_PATH
-WORKDIR $PYSETUP_PATH
-RUN poetry install --no-dev
-
-ADD . /app
-
-# install dumb-init
-RUN wget -O /dumb-init https://github.com/Yelp/dumb-init/releases/download/v1.2.5/dumb-init_1.2.5_x86_64
-RUN chmod +x /dumb-init
-
-WORKDIR /app
-RUN chmod +x entry.sh
-
-ENTRYPOINT ["/dumb-init", "--"]
-CMD ["/app/entry.sh"]
diff --git a/examples/function/udfproj/README.md b/examples/function/udfproj/README.md
deleted file mode 100644
index ba831eb2..00000000
--- a/examples/function/udfproj/README.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Example Python User Defined Function using Kafka sink
-
-1. Install Kafka in the Kubernetes cluster
-   ```shell
-    kubectl apply -f https://raw.githubusercontent.com/numaproj/numaflow/main/config/apps/kafka/kafka-minimal.yaml
-   ```
-
-2. Build the docker image and import into k3d
-   ```shell
-   docker build -t test-python-udf:v1 . && k3d image import docker.io/library/test-python-udf:v1
-   ```
-
-3. Apply the pipeline
-   ```shell
-    kubectl apply -f pipeline-numaflow.yaml
-   ```
diff --git a/examples/function/udfproj/entry.sh b/examples/function/udfproj/entry.sh
deleted file mode 100644
index 5bdc5bb8..00000000
--- a/examples/function/udfproj/entry.sh
+++ /dev/null
@@ -1,4 +0,0 @@
-#!/bin/sh
-set -eux
-
-python3 example.py
diff --git a/examples/function/udfproj/example.py b/examples/function/udfproj/example.py
deleted file mode 100644
index 910e9abb..00000000
--- a/examples/function/udfproj/example.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import os
-
-from pynumaflow.function import HTTPHandler
-from pynumaflow.function import Messages, Message
-import json
-
-
-os.environ["NUMAFLOW_UDF_CONTENT_TYPE"] = "application/json"
-
-
-def my_handler(_, msg: bytes, __):
-    messages = Messages()
-    r = json.loads(msg.decode("utf-8"))
-    if r.get("number") is not None:
-        try:
-            print("number found", r)
-            r["number"] *= 2
-            messages.append(Message.to_all(json.dumps(r).encode()))
-        except Exception as ex:
-            print(f"dropped {r}, err: {repr(ex)}")
-            messages.append(Message.to_drop())
-    else:
-        print("number missing", r)
-        messages.append(Message.to_drop())
-    return messages
-
-
-if __name__ == "__main__":
-    handler = HTTPHandler(my_handler)
-    handler.start()
diff --git a/examples/function/udfproj/pipeline-numaflow.yaml b/examples/function/udfproj/pipeline-numaflow.yaml
deleted file mode 100644
index 58c3fd9b..00000000
--- a/examples/function/udfproj/pipeline-numaflow.yaml
+++ /dev/null
@@ -1,34 +0,0 @@
-apiVersion: numaflow.numaproj.io/v1alpha1
-kind: Pipeline
-metadata:
-  name: local-kafka
-spec:
-  vertices:
-  - name: input
-    source:
-      kafka:
-        brokers:
-        - kafka-broker:9092
-        topic: input-topic
-        consumergroup: test
-  - name: json-multiplier
-    udf:
-      container:
-        args:
-        - python
-        - example.py
-        image: docker.io/library/test-python-udf:v1
-  - name: log-output
-    sink:
-      log: {}
-  - name: log-kafka-output
-    sink:
-      log: {}
-  edges:
-  - from: input
-    to: json-multiplier
-  - from: input
-    to: log-kafka-output
-  - from: json-multiplier
-    to: log-output
-
diff --git a/examples/function/udfproj/pyproject.toml b/examples/function/udfproj/pyproject.toml
deleted file mode 100644
index 61709435..00000000
--- a/examples/function/udfproj/pyproject.toml
+++ /dev/null
@@ -1,15 +0,0 @@
-[tool.poetry]
-name = "test-python-udf"
-version = "0.1.0"
-description = ""
-authors = ["Numaflow developers"]
-
-[tool.poetry.dependencies]
-python = "~3.9"
-pynumaflow = "0.1.0"
-
-[tool.poetry.dev-dependencies]
-
-[build-system]
-requires = ["poetry-core>=1.0.0"]
-build-backend = "poetry.core.masonry.api"
diff --git a/poetry.lock b/poetry.lock
index ffb19b5d..5138ec4a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -16,7 +16,7 @@ multidict = ">=4.5,<7.0"
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["aiodns", "brotli", "cchardet"]
+speedups = ["Brotli", "aiodns", "cchardet"]
 
 [[package]]
 name = "aiosignal"
@@ -37,31 +37,23 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
-[[package]]
-name = "atomicwrites"
-version = "1.4.0"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
 [[package]]
 name = "attrs"
-version = "21.4.0"
+version = "22.1.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "black"
-version = "22.3.0"
+version = "22.8.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -72,7 +64,7 @@ click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
 typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
@@ -83,11 +75,11 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.12"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
-python-versions = ">=3.5.0"
+python-versions = ">=3.6.0"
 
 [package.extras]
 unicode_backport = ["unicodedata2"]
@@ -105,7 +97,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "colorama"
-version = "0.4.4"
+version = "0.4.5"
 description = "Cross-platform colored terminal text."
 category = "dev"
 optional = false
@@ -113,7 +105,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "coverage"
-version = "6.4.2"
+version = "6.4.4"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
@@ -127,15 +119,54 @@ toml = ["tomli"]
 
 [[package]]
 name = "frozenlist"
-version = "1.3.0"
+version = "1.3.1"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "grpcio"
+version = "1.48.1"
+description = "HTTP/2-based RPC framework"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+six = ">=1.5.2"
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.48.1)"]
+
+[[package]]
+name = "grpcio-testing"
+version = "1.48.1"
+description = "Testing utilities for gRPC Python"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+grpcio = ">=1.48.1"
+protobuf = ">=3.12.0"
+
+[[package]]
+name = "grpcio-tools"
+version = "1.48.1"
+description = "Protobuf code generator for gRPC"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+grpcio = ">=1.48.1"
+protobuf = ">=3.12.0,<4.0dev"
+setuptools = "*"
+
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
@@ -151,8 +182,8 @@ python-versions = "*"
 
 [[package]]
 name = "msgpack"
-version = "1.0.3"
-description = "MessagePack (de)serializer."
+version = "1.0.4"
+description = "MessagePack serializer"
 category = "main"
 optional = false
 python-versions = "*"
@@ -186,11 +217,11 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pathspec"
-version = "0.9.0"
+version = "0.10.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [[package]]
 name = "platformdirs"
@@ -201,8 +232,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
 [[package]]
 name = "pluggy"
@@ -216,6 +247,14 @@ python-versions = ">=3.6"
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "protobuf"
+version = "3.20.2"
+description = "Protocol Buffers"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "py"
 version = "1.11.0"
@@ -226,25 +265,24 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "pyparsing"
-version = "3.0.8"
+version = "3.0.9"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 category = "dev"
 optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "7.1.2"
+version = "7.1.3"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
 attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 iniconfig = "*"
@@ -274,7 +312,7 @@ testing = ["coverage (==6.2)", "mypy (==0.931)"]
 
 [[package]]
 name = "pytest-asyncio"
-version = "0.18.3"
+version = "0.19.0"
 description = "Pytest support for asyncio"
 category = "dev"
 optional = false
@@ -284,7 +322,7 @@ python-versions = ">=3.7"
 pytest = ">=6.1.0"
 
 [package.extras]
-testing = ["coverage (==6.2)", "hypothesis (>=5.7.1)", "flaky (>=3.5.0)", "mypy (==0.931)", "pytest-trio (>=0.7.0)"]
+testing = ["coverage (>=6.2)", "flaky (>=3.5.0)", "hypothesis (>=5.7.1)", "mypy (>=0.931)", "pytest-trio (>=0.7.0)"]
 
 [[package]]
 name = "pytest-cov"
@@ -299,7 +337,28 @@ coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
+
+[[package]]
+name = "setuptools"
+version = "65.3.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
@@ -311,7 +370,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "typing-extensions"
-version = "4.2.0"
+version = "4.3.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "dev"
 optional = false
@@ -319,11 +378,11 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "yarl"
-version = "1.7.2"
+version = "1.8.1"
 description = "Yet another URL library"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 idna = ">=2.0"
@@ -332,7 +391,7 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.8, <3.11"
-content-hash = "ad613a965df99b2614bf75cc498bba274efe253028e554103528e270252ba1bc"
+content-hash = "458a68c912acd07cd3933761fffef360964e026d2b8e965af5f5e55a5100f3fa"
 
 [metadata.files]
 aiohttp = [
@@ -417,156 +476,321 @@ async-timeout = [
     {file = "async-timeout-4.0.2.tar.gz", hash = "sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15"},
     {file = "async_timeout-4.0.2-py3-none-any.whl", hash = "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"},
 ]
-atomicwrites = [
-    {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
-    {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
-]
 attrs = [
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+    {file = "yarl-1.8.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ea513a25976d21733bff523e0ca836ef1679630ef4ad22d46987d04b372d57fc"},
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+    {file = "yarl-1.8.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:d2b8f245dad9e331540c350285910b20dd913dc86d4ee410c11d48523c4fd546"},
+    {file = "yarl-1.8.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:ab2a60d57ca88e1d4ca34a10e9fb4ab2ac5ad315543351de3a612bbb0560bead"},
+    {file = "yarl-1.8.1-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:449c957ffc6bc2309e1fbe67ab7d2c1efca89d3f4912baeb8ead207bb3cc1cd4"},
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+    {file = "yarl-1.8.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:b3ded839a5c5608eec8b6f9ae9a62cb22cd037ea97c627f38ae0841a48f09eae"},
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+    {file = "yarl-1.8.1-cp38-cp38-win_amd64.whl", hash = "sha256:56c11efb0a89700987d05597b08a1efcd78d74c52febe530126785e1b1a285f4"},
+    {file = "yarl-1.8.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:e80ed5a9939ceb6fda42811542f31c8602be336b1fb977bccb012e83da7e4936"},
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+    {file = "yarl-1.8.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:4c322cbaa4ed78a8aac89b2174a6df398faf50e5fc12c4c191c40c59d5e28357"},
+    {file = "yarl-1.8.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fae37373155f5ef9b403ab48af5136ae9851151f7aacd9926251ab26b953118b"},
+    {file = "yarl-1.8.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5395da939ffa959974577eff2cbfc24b004a2fb6c346918f39966a5786874e54"},
+    {file = "yarl-1.8.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:076eede537ab978b605f41db79a56cad2e7efeea2aa6e0fa8f05a26c24a034fb"},
+    {file = "yarl-1.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3d1a50e461615747dd93c099f297c1994d472b0f4d2db8a64e55b1edf704ec1c"},
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+    {file = "yarl-1.8.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:4a88510731cd8d4befaba5fbd734a7dd914de5ab8132a5b3dde0bbd6c9476c64"},
+    {file = "yarl-1.8.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:2d93a049d29df172f48bcb09acf9226318e712ce67374f893b460b42cc1380ae"},
+    {file = "yarl-1.8.1-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:21ac44b763e0eec15746a3d440f5e09ad2ecc8b5f6dcd3ea8cb4773d6d4703e3"},
+    {file = "yarl-1.8.1-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:d0272228fabe78ce00a3365ffffd6f643f57a91043e119c289aaba202f4095b0"},
+    {file = "yarl-1.8.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:99449cd5366fe4608e7226c6cae80873296dfa0cde45d9b498fefa1de315a09e"},
+    {file = "yarl-1.8.1-cp39-cp39-win32.whl", hash = "sha256:8b0af1cf36b93cee99a31a545fe91d08223e64390c5ecc5e94c39511832a4bb6"},
+    {file = "yarl-1.8.1-cp39-cp39-win_amd64.whl", hash = "sha256:de49d77e968de6626ba7ef4472323f9d2e5a56c1d85b7c0e2a190b2173d3b9be"},
+    {file = "yarl-1.8.1.tar.gz", hash = "sha256:af887845b8c2e060eb5605ff72b6f2dd2aab7a761379373fd89d314f4752abbf"},
 ]
diff --git a/pynumaflow/_constants.py b/pynumaflow/_constants.py
index 5c7fbb85..af787078 100644
--- a/pynumaflow/_constants.py
+++ b/pynumaflow/_constants.py
@@ -4,3 +4,6 @@
 NUMAFLOW_MESSAGE_KEY = "x-numa-message-key"
 FUNCTION_SOCK_PATH = "/var/run/numaflow/udf.sock"
 SINK_SOCK_PATH = "/var/run/numaflow/udsink.sock"
+# TODO: need to make sure the DATUM_KEY value is the same as
+# https://github.com/numaproj/numaflow-go/blob/main/pkg/function/configs.go#L6
+DATUM_KEY = "x-numaflow-datum-key"
diff --git a/pynumaflow/function/__init__.py b/pynumaflow/function/__init__.py
index 9277e3af..b02ae7f0 100644
--- a/pynumaflow/function/__init__.py
+++ b/pynumaflow/function/__init__.py
@@ -1,4 +1,4 @@
-from pynumaflow.function._dtypes import Message, Messages
-from pynumaflow.function.handler import HTTPHandler
+from pynumaflow.function._dtypes import Message, Messages, Datum
+from pynumaflow.function.server import UserDefinedFunctionServicer
 
-__all__ = ["Message", "Messages", "HTTPHandler"]
+__all__ = ["Message", "Messages", "Datum", "UserDefinedFunctionServicer"]
diff --git a/pynumaflow/function/_dtypes.py b/pynumaflow/function/_dtypes.py
index 1afd50ce..525bb6e7 100644
--- a/pynumaflow/function/_dtypes.py
+++ b/pynumaflow/function/_dtypes.py
@@ -1,12 +1,6 @@
-import json
+from datetime import datetime
 from typing import TypeVar, Type, List
 
-import msgpack
-
-from pynumaflow._constants import APPLICATION_JSON, APPLICATION_MSG_PACK
-from pynumaflow.exceptions import MarshalError
-from pynumaflow.encoder import msgpack_encoding, NumaflowJSONEncoder
-
 DROP = b"U+005C__DROP__"
 ALL = b"U+005C__ALL__"
 
@@ -16,8 +10,8 @@
 
 
 class Message:
-    def __init__(self, key: bytes, value: bytes):
-        self._key = key or b""
+    def __init__(self, key: str, value: bytes):
+        self._key = key or ""
         self._value = value or b""
 
     def __str__(self):
@@ -27,7 +21,7 @@ def __repr__(self):
         return str(self)
 
     @property
-    def key(self) -> bytes:
+    def key(self) -> str:
         return self._key
 
     @property
@@ -35,7 +29,7 @@ def value(self) -> bytes:
         return self._value
 
     @classmethod
-    def to_vtx(cls: Type[M], key: bytes, value: bytes) -> M:
+    def to_vtx(cls: Type[M], key: str, value: bytes) -> M:
         return cls(key, value)
 
     @classmethod
@@ -64,20 +58,106 @@ def items(self) -> List[Message]:
         return self._messages
 
     @classmethod
-    def as_forward_all(cls: Type[Ms], json_data: str) -> Ms:
+    def as_forward_all(cls: Type[Ms], value: bytes) -> Ms:
         msgs = cls()
-        if json_data:
-            msgs.append(Message.to_all(value=json_data.encode()))
+        if value:
+            msgs.append(Message.to_all(value=value))
         else:
             msgs.append(Message.to_drop())
         return msgs
 
-    def dumps(self, udf_content_type: str) -> str:
-        if udf_content_type == APPLICATION_JSON:
-            return json.dumps(self._messages, cls=NumaflowJSONEncoder, separators=(",", ":"))
-        elif udf_content_type == APPLICATION_MSG_PACK:
-            return msgpack.dumps(self._messages, default=msgpack_encoding)
-        raise MarshalError(udf_content_type)
+    def dumps(self) -> str:
+        return str(self)
 
     def loads(self) -> Ms:
         pass
+
+
+class Datum:
+    """
+    Class to define the important information for the event.
+    Args:
+        value: the payload of the event.
+        event_time: the event time of the event.
+        watermark: the watermark of the event.
+    >>> # Example usage
+    >>> from pynumaflow.function import Datum
+    >>> from datetime import datetime, timezone
+    >>> payload = bytes("test_mock_message", encoding="utf-8")
+    >>> t1 = datetime.fromtimestamp(1662998400, timezone.utc)
+    >>> t2 = datetime.fromtimestamp(1662998460, timezone.utc)
+    >>> d = Datum(value=payload, event_time=t1, watermark=t2)
+    """
+
+    def __init__(self, value: bytes, event_time: datetime, watermark: datetime):
+        self._value = value or b""
+        if not isinstance(event_time, datetime):
+            raise TypeError(f"Wrong data type: {type(event_time)} for Datum.event_time")
+        self._event_time = event_time
+        if not isinstance(watermark, datetime):
+            raise TypeError(f"Wrong data type: {type(watermark)} for Datum.watermark")
+        self._watermark = watermark
+
+    def __str__(self):
+        value_string = self._value.decode("utf-8")
+        return f"value: {value_string}, event_time: {str(self._event_time)}, watermark: {str(self._watermark)}"
+
+    def __repr__(self):
+        return str(self)
+
+    @property
+    def value(self):
+        """Returns the value of the event."""
+        return self._value
+
+    @property
+    def event_time(self):
+        """Returns the event time of the event."""
+        return self._event_time
+
+    @property
+    def watermark(self):
+        """Returns the watermark of the event."""
+        return self._watermark
+
+
+class IntervalWindow:
+    """Defines the start and end of the interval window for the event."""
+
+    def __init__(self, start: datetime, end: datetime):
+        self._start = start
+        self._end = end
+
+    def __str__(self):
+        return f"start: {self._start}, end: {self._end}"
+
+    def __repr__(self):
+        return str(self)
+
+    @property
+    def start(self):
+        """Returns the start point of the interval window."""
+        return self._start
+
+    @property
+    def end(self):
+        """Returns the end point of the interval window."""
+        return self._end
+
+
+class Metadata:
+    """Defines the metadata for the event."""
+
+    def __init__(self, interval_window: IntervalWindow):
+        self._interval_window = interval_window
+
+    def __str__(self):
+        return f"interval_window: {self._interval_window}"
+
+    def __repr__(self):
+        return str(self)
+
+    @property
+    def interval_window(self):
+        """Returns the interval window for the event."""
+        return self._interval_window
diff --git a/pynumaflow/function/_udfunction_pb2.pyi b/pynumaflow/function/_udfunction_pb2.pyi
new file mode 100644
index 00000000..88b5c4e7
--- /dev/null
+++ b/pynumaflow/function/_udfunction_pb2.pyi
@@ -0,0 +1,55 @@
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import message as _message
+from google.protobuf import timestamp_pb2 as _timestamp_pb2
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+from typing import (
+    ClassVar as _ClassVar,
+    Mapping as _Mapping,
+    Optional as _Optional,
+    Union as _Union,
+    List,
+)
+
+DESCRIPTOR: _descriptor.FileDescriptor
+
+class ReadyResponse(_message.Message):
+    __slots__ = ["ready"]
+    READY_FIELD_NUMBER: _ClassVar[int]
+    ready: bool
+    def __init__(self, ready: _Optional[bool] = ...) -> None: ...
+
+class EventTime(_message.Message):
+    __slots__ = ["event_time"]
+    EVENT_TIME_FIELD_NUMBER: _ClassVar[int]
+    event_time: _timestamp_pb2.Timestamp
+    def __init__(self, event_time: _Optional[_timestamp_pb2.Timestamp] = ...) -> None: ...
+
+class Watermark(_message.Message):
+    __slots__ = ["watermark"]
+    WATERMARK_FIELD_NUMBER: _ClassVar[int]
+    watermark: _timestamp_pb2.Timestamp
+    def __init__(self, watermark: _Optional[_timestamp_pb2.Timestamp] = ...) -> None: ...
+
+class Datum(_message.Message):
+    __slots__ = ["key", "value", "event_time", "watermark"]
+    KEY_FIELD_NUMBER: _ClassVar[int]
+    VALUE_FIELD_NUMBER: _ClassVar[int]
+    EVENT_TIME_FIELD_NUMBER: _ClassVar[int]
+    WATERMARK_FIELD_NUMBER: _ClassVar[int]
+    key: str
+    value: bytes
+    event_time: _timestamp_pb2.Timestamp
+    watermark: _timestamp_pb2.Timestamp
+    def __init__(
+        self,
+        key: _Optional[str],
+        value: _Optional[bytes],
+        event_time: _Optional[_timestamp_pb2.Timestamp] = ...,
+        watermark: _Optional[_timestamp_pb2.Timestamp] = ...,
+    ) -> None: ...
+
+class DatumList(_message.Message):
+    __slots__ = ["elements"]
+    ELEMENTS_FIELD_NUMBER: _ClassVar[int]
+    elements: List[Datum]
+    def __init__(self, elements: _Optional[List[Datum]]) -> None: ...
diff --git a/pynumaflow/function/generated/__init__.py b/pynumaflow/function/generated/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/pynumaflow/function/generated/udfunction_pb2.py b/pynumaflow/function/generated/udfunction_pb2.py
new file mode 100644
index 00000000..a06e8014
--- /dev/null
+++ b/pynumaflow/function/generated/udfunction_pb2.py
@@ -0,0 +1,102 @@
+# -*- coding: utf-8 -*-
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# source: udfunction.proto
+"""Generated protocol buffer code."""
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import message as _message
+from google.protobuf import reflection as _reflection
+from google.protobuf import symbol_database as _symbol_database
+
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
+    b'\n\x10udfunction.proto\x12\x0b\x66unction.v1\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1bgoogle/protobuf/empty.proto";\n\tEventTime\x12.\n\nevent_time\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp":\n\tWatermark\x12-\n\twatermark\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp"z\n\x05\x44\x61tum\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\x0c\x12*\n\nevent_time\x18\x03 \x01(\x0b\x32\x16.function.v1.EventTime\x12)\n\twatermark\x18\x04 \x01(\x0b\x32\x16.function.v1.Watermark"1\n\tDatumList\x12$\n\x08\x65lements\x18\x01 \x03(\x0b\x32\x12.function.v1.Datum"\x1e\n\rReadyResponse\x12\r\n\x05ready\x18\x01 \x01(\x08\x32\xc3\x01\n\x13UserDefinedFunction\x12\x33\n\x05MapFn\x12\x12.function.v1.Datum\x1a\x16.function.v1.DatumList\x12\x38\n\x08ReduceFn\x12\x12.function.v1.Datum\x1a\x16.function.v1.DatumList(\x01\x12=\n\x07IsReady\x12\x16.google.protobuf.Empty\x1a\x1a.function.v1.ReadyResponseB<Z:github.com/numaproj/numaflow-go/pkg/apis/proto/function/v1b\x06proto3'
+)
+
+
+_EVENTTIME = DESCRIPTOR.message_types_by_name["EventTime"]
+_WATERMARK = DESCRIPTOR.message_types_by_name["Watermark"]
+_DATUM = DESCRIPTOR.message_types_by_name["Datum"]
+_DATUMLIST = DESCRIPTOR.message_types_by_name["DatumList"]
+_READYRESPONSE = DESCRIPTOR.message_types_by_name["ReadyResponse"]
+EventTime = _reflection.GeneratedProtocolMessageType(
+    "EventTime",
+    (_message.Message,),
+    {
+        "DESCRIPTOR": _EVENTTIME,
+        "__module__": "udfunction_pb2"
+        # @@protoc_insertion_point(class_scope:function.v1.EventTime)
+    },
+)
+_sym_db.RegisterMessage(EventTime)
+
+Watermark = _reflection.GeneratedProtocolMessageType(
+    "Watermark",
+    (_message.Message,),
+    {
+        "DESCRIPTOR": _WATERMARK,
+        "__module__": "udfunction_pb2"
+        # @@protoc_insertion_point(class_scope:function.v1.Watermark)
+    },
+)
+_sym_db.RegisterMessage(Watermark)
+
+Datum = _reflection.GeneratedProtocolMessageType(
+    "Datum",
+    (_message.Message,),
+    {
+        "DESCRIPTOR": _DATUM,
+        "__module__": "udfunction_pb2"
+        # @@protoc_insertion_point(class_scope:function.v1.Datum)
+    },
+)
+_sym_db.RegisterMessage(Datum)
+
+DatumList = _reflection.GeneratedProtocolMessageType(
+    "DatumList",
+    (_message.Message,),
+    {
+        "DESCRIPTOR": _DATUMLIST,
+        "__module__": "udfunction_pb2"
+        # @@protoc_insertion_point(class_scope:function.v1.DatumList)
+    },
+)
+_sym_db.RegisterMessage(DatumList)
+
+ReadyResponse = _reflection.GeneratedProtocolMessageType(
+    "ReadyResponse",
+    (_message.Message,),
+    {
+        "DESCRIPTOR": _READYRESPONSE,
+        "__module__": "udfunction_pb2"
+        # @@protoc_insertion_point(class_scope:function.v1.ReadyResponse)
+    },
+)
+_sym_db.RegisterMessage(ReadyResponse)
+
+_USERDEFINEDFUNCTION = DESCRIPTOR.services_by_name["UserDefinedFunction"]
+if _descriptor._USE_C_DESCRIPTORS == False:
+
+    DESCRIPTOR._options = None
+    DESCRIPTOR._serialized_options = b"Z:github.com/numaproj/numaflow-go/pkg/apis/proto/function/v1"
+    _EVENTTIME._serialized_start = 95
+    _EVENTTIME._serialized_end = 154
+    _WATERMARK._serialized_start = 156
+    _WATERMARK._serialized_end = 214
+    _DATUM._serialized_start = 216
+    _DATUM._serialized_end = 338
+    _DATUMLIST._serialized_start = 340
+    _DATUMLIST._serialized_end = 389
+    _READYRESPONSE._serialized_start = 391
+    _READYRESPONSE._serialized_end = 421
+    _USERDEFINEDFUNCTION._serialized_start = 424
+    _USERDEFINEDFUNCTION._serialized_end = 619
+# @@protoc_insertion_point(module_scope)
diff --git a/pynumaflow/function/generated/udfunction_pb2_grpc.py b/pynumaflow/function/generated/udfunction_pb2_grpc.py
new file mode 100644
index 00000000..9bfac5d8
--- /dev/null
+++ b/pynumaflow/function/generated/udfunction_pb2_grpc.py
@@ -0,0 +1,170 @@
+# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
+"""Client and server classes corresponding to protobuf-defined services."""
+import grpc
+
+from google.protobuf import empty_pb2 as google_dot_protobuf_dot_empty__pb2
+from pynumaflow.function.generated import udfunction_pb2 as udfunction__pb2
+
+
+class UserDefinedFunctionStub(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def __init__(self, channel):
+        """Constructor.
+
+        Args:
+            channel: A grpc.Channel.
+        """
+        self.MapFn = channel.unary_unary(
+            "/function.v1.UserDefinedFunction/MapFn",
+            request_serializer=udfunction__pb2.Datum.SerializeToString,
+            response_deserializer=udfunction__pb2.DatumList.FromString,
+        )
+        self.ReduceFn = channel.stream_unary(
+            "/function.v1.UserDefinedFunction/ReduceFn",
+            request_serializer=udfunction__pb2.Datum.SerializeToString,
+            response_deserializer=udfunction__pb2.DatumList.FromString,
+        )
+        self.IsReady = channel.unary_unary(
+            "/function.v1.UserDefinedFunction/IsReady",
+            request_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            response_deserializer=udfunction__pb2.ReadyResponse.FromString,
+        )
+
+
+class UserDefinedFunctionServicer(object):
+    """Missing associated documentation comment in .proto file."""
+
+    def MapFn(self, request, context):
+        """Applies a function to each datum element."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def ReduceFn(self, request_iterator, context):
+        """Applies a reduce function to a datum stream."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def IsReady(self, request, context):
+        """IsReady is the heartbeat endpoint for gRPC."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+
+def add_UserDefinedFunctionServicer_to_server(servicer, server):
+    rpc_method_handlers = {
+        "MapFn": grpc.unary_unary_rpc_method_handler(
+            servicer.MapFn,
+            request_deserializer=udfunction__pb2.Datum.FromString,
+            response_serializer=udfunction__pb2.DatumList.SerializeToString,
+        ),
+        "ReduceFn": grpc.stream_unary_rpc_method_handler(
+            servicer.ReduceFn,
+            request_deserializer=udfunction__pb2.Datum.FromString,
+            response_serializer=udfunction__pb2.DatumList.SerializeToString,
+        ),
+        "IsReady": grpc.unary_unary_rpc_method_handler(
+            servicer.IsReady,
+            request_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
+            response_serializer=udfunction__pb2.ReadyResponse.SerializeToString,
+        ),
+    }
+    generic_handler = grpc.method_handlers_generic_handler(
+        "function.v1.UserDefinedFunction", rpc_method_handlers
+    )
+    server.add_generic_rpc_handlers((generic_handler,))
+
+
+# This class is part of an EXPERIMENTAL API.
+class UserDefinedFunction(object):
+    """Missing associated documentation comment in .proto file."""
+
+    @staticmethod
+    def MapFn(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/function.v1.UserDefinedFunction/MapFn",
+            udfunction__pb2.Datum.SerializeToString,
+            udfunction__pb2.DatumList.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+        )
+
+    @staticmethod
+    def ReduceFn(
+        request_iterator,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.stream_unary(
+            request_iterator,
+            target,
+            "/function.v1.UserDefinedFunction/ReduceFn",
+            udfunction__pb2.Datum.SerializeToString,
+            udfunction__pb2.DatumList.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+        )
+
+    @staticmethod
+    def IsReady(
+        request,
+        target,
+        options=(),
+        channel_credentials=None,
+        call_credentials=None,
+        insecure=False,
+        compression=None,
+        wait_for_ready=None,
+        timeout=None,
+        metadata=None,
+    ):
+        return grpc.experimental.unary_unary(
+            request,
+            target,
+            "/function.v1.UserDefinedFunction/IsReady",
+            google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
+            udfunction__pb2.ReadyResponse.FromString,
+            options,
+            channel_credentials,
+            insecure,
+            call_credentials,
+            compression,
+            wait_for_ready,
+            timeout,
+            metadata,
+        )
diff --git a/pynumaflow/function/handler.py b/pynumaflow/function/handler.py
deleted file mode 100644
index 0d536667..00000000
--- a/pynumaflow/function/handler.py
+++ /dev/null
@@ -1,119 +0,0 @@
-import asyncio
-import logging
-from concurrent.futures import ThreadPoolExecutor
-from os import getpid, environ
-from typing import Tuple, Callable, Any
-
-from aiohttp import web
-
-from pynumaflow._constants import (
-    NUMAFLOW_UDF_CONTENT_TYPE,
-    NUMAFLOW_MESSAGE_KEY,
-    FUNCTION_SOCK_PATH,
-)
-from pynumaflow.exceptions import MissingHeaderError
-from pynumaflow.function._dtypes import Messages
-from pynumaflow._tools import Singleton
-
-if environ.get("PYTHONDEBUG"):
-    logging.basicConfig(level=logging.DEBUG)
-
-_LOGGER = logging.getLogger(__name__)
-
-
-UDFCallable = Callable[[bytes, bytes, Any], Messages]
-
-
-class HTTPHandler(metaclass=Singleton):
-    """
-    Provides an interface to write User Defined Function (UDF)
-    in Python which will be exposed over HTTP.
-
-    Example invocation:
-    >>> # myhandlerfunc is a callable following the UDFCallable signature
-    >>> def myhandlerfunc(key, val, _):
-    ...     msgs = Messages()
-    ...     msgs.append(val)
-    ...     return msgs
-    ...
-    >>> http_handler = HTTPHandler(myhandlerfunc)
-    >>> http_handler.start()
-    Args:
-        handler: Handler Callable following the UDFCallable signature
-        sock_path: Path to the UNIX Domain Socket
-        max_workers: Maximum number of threads for ThreadPoolExecutor
-    """
-
-    def __init__(self, handler: UDFCallable, sock_path=FUNCTION_SOCK_PATH, max_workers=50):
-        self.__handler: UDFCallable = handler
-        self.sock_path = sock_path
-        self.max_workers = max_workers
-        self.udf_content_type = environ.get(NUMAFLOW_UDF_CONTENT_TYPE)
-        self.executor = ThreadPoolExecutor(max_workers=max_workers)
-
-        self.app = web.Application()
-        self.app.add_routes(
-            [
-                web.get("/ready", self.ready_handler),
-                web.post("/messages", self.messages_handler),
-            ]
-        )
-        self.app.on_shutdown.append(self.__on_shutdown)
-
-    @staticmethod
-    async def ready_handler(*_) -> web.Response:
-        _LOGGER.info("READY")
-        return web.Response(status=204)
-
-    async def messages_handler(self, request: web.Request) -> web.Response:
-        """
-        End point for passing data through the User Defined Function (UDF) callable.
-        Args:
-            request: aiohttp Request object
-
-        Returns:
-            aiohttp Response object
-        """
-        key = request.headers.get(NUMAFLOW_MESSAGE_KEY, "")
-        if key is None:
-            raise MissingHeaderError(f"Missing header {NUMAFLOW_MESSAGE_KEY}, key: {key}")
-
-        try:
-            in_msg = await request.content.read()
-
-            loop = asyncio.get_running_loop()
-            messages = await loop.run_in_executor(
-                self.executor, self.__handler, key.encode(), in_msg, {}
-            )
-
-            out_msgs = messages.dumps(self.udf_content_type)
-            return web.Response(body=out_msgs, status=200, content_type=self.udf_content_type)
-
-        except Exception as err:
-            exception_type = type(err).__name__
-            error_msg = f"Got an unexpected exception: {exception_type}, {err}"
-            _LOGGER.exception(error_msg)
-            return web.Response(body=error_msg, status=500)
-
-    async def __on_shutdown(self, *_) -> None:
-        _LOGGER.info("SDK Server shutting down.")
-        self.executor.shutdown()
-
-    async def __start_app(self) -> Tuple[web.AppRunner, web.UnixSite]:
-        runner = web.AppRunner(self.app)
-        await runner.setup()
-        site = web.UnixSite(runner, self.sock_path)
-        await site.start()
-        _LOGGER.info("Server starting at socket: %s with pid %s", site.name, getpid())
-        return runner, site
-
-    def start(self) -> None:
-        loop = asyncio.get_event_loop()
-        runner, site = loop.run_until_complete(self.__start_app())
-
-        _LOGGER.info("Running ThreadPool with max workers: %s", self.max_workers)
-
-        try:
-            loop.run_forever()
-        except KeyboardInterrupt:
-            loop.run_until_complete(runner.cleanup())
diff --git a/pynumaflow/function/server.py b/pynumaflow/function/server.py
new file mode 100644
index 00000000..552b0a8b
--- /dev/null
+++ b/pynumaflow/function/server.py
@@ -0,0 +1,131 @@
+import asyncio
+import logging
+from os import environ
+
+from pynumaflow.function.generated import udfunction_pb2
+from pynumaflow.function.generated import udfunction_pb2_grpc
+
+from google.protobuf import empty_pb2 as _empty_pb2
+
+import grpc
+from typing import Callable, Any, Iterator
+
+from pynumaflow._constants import (
+    FUNCTION_SOCK_PATH,
+    DATUM_KEY,
+)
+from pynumaflow.function import Messages
+from pynumaflow.function._dtypes import Datum
+from pynumaflow.types import NumaflowServicerContext
+
+if environ.get("PYTHONDEBUG"):
+    logging.basicConfig(level=logging.DEBUG)
+
+_LOGGER = logging.getLogger(__name__)
+
+UDFMapCallable = Callable[[str, Datum, Any], Messages]
+
+
+class UserDefinedFunctionServicer(udfunction_pb2_grpc.UserDefinedFunctionServicer):
+    """
+    Provides an interface to write a User Defined Function (UDFunction)
+    which will be exposed over gRPC.
+
+    Args:
+        map_handler: Function callable following the type signature of UDFMapCallable
+        sock_path: Path to the UNIX Domain Socket
+
+    Example invocation:
+    >>> from pynumaflow.function import Messages, Message, Datum
+    >>> from pynumaflow.function.server import UserDefinedFunctionServicer
+    >>> def map_handler(key: str, datum: Datum) -> Messages:
+    ...   val = datum.value
+    ...   _ = datum.event_time
+    ...   _ = datum.watermark
+    ...   messages = Messages()
+    ...   messages.append(Message.to_vtx(key, val))
+    ...   return messages
+    >>> grpc_server = UserDefinedFunctionServicer(map_handler)
+    >>> grpc_server.start()
+    """
+
+    def __init__(self, map_handler: UDFMapCallable, sock_path=FUNCTION_SOCK_PATH):
+        self.__map_handler: UDFMapCallable = map_handler
+        self.sock_path = sock_path
+        self._cleanup_coroutines = []
+
+    def MapFn(
+        self, request: udfunction_pb2.Datum, context: NumaflowServicerContext
+    ) -> udfunction_pb2.DatumList:
+        """
+        Applies a function to each datum element.
+        The camel case function name comes from the generated udfunction_pb2_grpc.py file.
+        """
+        key = ""
+        for metadata_key, metadata_value in context.invocation_metadata():
+            if metadata_key == DATUM_KEY:
+                key = metadata_value
+
+        msgs = self.__map_handler(
+            key,
+            Datum(
+                value=request.value,
+                event_time=request.event_time.event_time.ToDatetime(),
+                watermark=request.watermark.watermark.ToDatetime(),
+            ),
+        )
+
+        datum_list = []
+        for msg in msgs.items():
+            datum_list.append(udfunction_pb2.Datum(key=msg.key, value=msg.value))
+
+        return udfunction_pb2.DatumList(elements=datum_list)
+
+    def ReduceFn(
+        self, request_iterator: Iterator[Datum], context: NumaflowServicerContext
+    ) -> udfunction_pb2.DatumList:
+        """
+        Applies a reduce function to a datum stream.
+        The camel case function name comes from the generated udfunction_pb2_grpc.py file.
+        """
+        # TODO: implement Reduce function
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details("Method not implemented!")
+        raise NotImplementedError("Method not implemented!")
+
+    def IsReady(
+        self, request: _empty_pb2.Empty, context: NumaflowServicerContext
+    ) -> udfunction_pb2.ReadyResponse:
+        """
+        IsReady is the heartbeat endpoint for gRPC.
+        The camel case function name comes from the generated udfunction_pb2_grpc.py file.
+        """
+        return udfunction_pb2.ReadyResponse(ready=True)
+
+    async def __serve(self) -> None:
+        server = grpc.aio.server()
+        udfunction_pb2_grpc.add_UserDefinedFunctionServicer_to_server(
+            UserDefinedFunctionServicer(self.__map_handler), server
+        )
+        server.add_insecure_port(self.sock_path)
+        _LOGGER.info("Server listening on: %s", self.sock_path)
+        await server.start()
+
+        async def server_graceful_shutdown():
+            logging.info("Starting graceful shutdown...")
+            # Shuts down the server with 5 seconds of grace period. During the
+            # grace period, the server won't accept new connections and allow
+            # existing RPCs to continue within the grace period.
+            await server.stop(5)
+
+        self._cleanup_coroutines.append(server_graceful_shutdown())
+        await server.wait_for_termination()
+
+    def start(self) -> None:
+        """Starts the server on the given UNIX socket."""
+        loop = asyncio.get_event_loop()
+        try:
+            loop.run_until_complete(self.__serve())
+        finally:
+            loop.run_until_complete(*self._cleanup_coroutines)
+            loop.close()
diff --git a/pynumaflow/sink/_dtypes.py b/pynumaflow/sink/_dtypes.py
index 7eeb6997..846b85bd 100644
--- a/pynumaflow/sink/_dtypes.py
+++ b/pynumaflow/sink/_dtypes.py
@@ -5,7 +5,7 @@
 import msgpack
 
 from pynumaflow._constants import APPLICATION_JSON, APPLICATION_MSG_PACK
-from pynumaflow.encoder import NumaflowJSONEncoder, msgpack_encoding
+from pynumaflow.sink.encoder import NumaflowJSONEncoder, msgpack_encoding
 from pynumaflow.exceptions import MarshalError
 
 R = TypeVar("R", bound="Response")
diff --git a/pynumaflow/decoder.py b/pynumaflow/sink/decoder.py
similarity index 100%
rename from pynumaflow/decoder.py
rename to pynumaflow/sink/decoder.py
diff --git a/pynumaflow/encoder.py b/pynumaflow/sink/encoder.py
similarity index 67%
rename from pynumaflow/encoder.py
rename to pynumaflow/sink/encoder.py
index f0e9f2a0..4e369a31 100644
--- a/pynumaflow/encoder.py
+++ b/pynumaflow/sink/encoder.py
@@ -6,21 +6,16 @@
 def msgpack_encoding(obj) -> Dict[str, Any]:
     """
     Custom callable for msgpack to deal with types
-    involving User Defined Funtions and Sinks.
+    involving User Defined Sinks.
 
     Args:
         obj: Object to encode
 
     Returns:
-        Dictionary respresentation of the object
+        Dictionary representation of the object
     """
-    from pynumaflow.function import Message as UDFMessage
     from pynumaflow.sink import Response, Message as UDSinkMessage
 
-    if isinstance(obj, (list, tuple)):
-        return [msgpack_encoding(item) for item in obj]
-    if isinstance(obj, UDFMessage):
-        obj = {"Key": obj.key, "Value": obj.value}
     if isinstance(obj, UDSinkMessage):
         obj = {"ID": obj.id, "Payload": obj.payload}
     if isinstance(obj, Response):
@@ -30,17 +25,14 @@ def msgpack_encoding(obj) -> Dict[str, Any]:
 
 class NumaflowJSONEncoder(json.JSONEncoder):
     """
-    Custom JSON encoder to deal with types involving User Defined Funtions and Sinks.
+    Custom JSON encoder to deal with types involving User Defined Sinks.
     """
 
     def default(self, obj):
-        from pynumaflow.function import Message as UDFMessage
         from pynumaflow.sink import Response, Message as UDSinkMessage
 
         if isinstance(obj, bytes):
             return base64.b64encode(obj).decode("utf-8")
-        if isinstance(obj, UDFMessage):
-            return {"key": obj.key, "value": obj.value}
         if isinstance(obj, Response):
             return {"id": obj.id, "success": obj.success, "err": obj.err}
         if isinstance(obj, UDSinkMessage):
diff --git a/pynumaflow/sink/handler.py b/pynumaflow/sink/handler.py
index 06fb6cb5..dd683ec4 100644
--- a/pynumaflow/sink/handler.py
+++ b/pynumaflow/sink/handler.py
@@ -14,7 +14,7 @@
     APPLICATION_MSG_PACK,
 )
 from pynumaflow._tools import Singleton
-from pynumaflow.decoder import NumaflowJSONDecoder, msgpack_decoder
+from pynumaflow.sink.decoder import NumaflowJSONDecoder, msgpack_decoder
 from pynumaflow.exceptions import InvalidContentTypeError
 from pynumaflow.sink._dtypes import Responses, Message
 
diff --git a/pynumaflow/tests/function/test_datatypes.py b/pynumaflow/tests/function/test_datatypes.py
new file mode 100644
index 00000000..49ad2a12
--- /dev/null
+++ b/pynumaflow/tests/function/test_datatypes.py
@@ -0,0 +1,112 @@
+import unittest
+from datetime import datetime, timezone
+from google.protobuf import timestamp_pb2 as _timestamp_pb2
+
+
+from pynumaflow.function._dtypes import (
+    IntervalWindow,
+    Metadata,
+    Datum,
+)
+
+
+def mock_message():
+    msg = bytes("test_mock_message", encoding="utf-8")
+    return msg
+
+
+def mock_event_time():
+    t = datetime.fromtimestamp(1662998400, timezone.utc)
+    return t
+
+
+def mock_watermark():
+    t = datetime.fromtimestamp(1662998460, timezone.utc)
+    return t
+
+
+def mock_start_time():
+    t = datetime.fromtimestamp(1662998400, timezone.utc)
+    return t
+
+
+def mock_end_time():
+    t = datetime.fromtimestamp(1662998520, timezone.utc)
+    return t
+
+
+class TestDatum(unittest.TestCase):
+    def test_err_event_time(self):
+        ts = _timestamp_pb2.Timestamp()
+        ts.GetCurrentTime()
+        with self.assertRaises(Exception) as context:
+            Datum(value=mock_message(), event_time=ts, watermark=ts)
+        self.assertEqual(
+            "Wrong data type: <class 'google.protobuf.timestamp_pb2.Timestamp'> for Datum.event_time",
+            str(context.exception),
+        )
+
+    def test_err_watermark(self):
+        ts = _timestamp_pb2.Timestamp()
+        ts.GetCurrentTime()
+        with self.assertRaises(Exception) as context:
+            Datum(value=mock_message(), event_time=mock_event_time(), watermark=ts)
+        self.assertEqual(
+            "Wrong data type: <class 'google.protobuf.timestamp_pb2.Timestamp'> for Datum.watermark",
+            str(context.exception),
+        )
+
+    def test_value(self):
+        d = Datum(value=mock_message(), event_time=mock_event_time(), watermark=mock_watermark())
+        self.assertEqual(mock_message(), d.value)
+        self.assertEqual(
+            "value: test_mock_message, "
+            "event_time: 2022-09-12 16:00:00+00:00, watermark: 2022-09-12 16:01:00+00:00",
+            str(d),
+        )
+        self.assertEqual(
+            "value: test_mock_message, event_time: 2022-09-12 16:00:00+00:00, watermark: 2022-09-12 16:01:00+00:00",
+            repr(d),
+        )
+
+    def test_event_time(self):
+        d = Datum(value=mock_message(), event_time=mock_event_time(), watermark=mock_watermark())
+        self.assertEqual(mock_event_time(), d.event_time)
+
+    def test_watermark(self):
+        d = Datum(value=mock_message(), event_time=mock_event_time(), watermark=mock_watermark())
+        self.assertEqual(mock_watermark(), d.watermark)
+
+
+class TestIntervalWindow(unittest.TestCase):
+    def test_start(self):
+        i = IntervalWindow(start=mock_start_time(), end=mock_end_time())
+        self.assertEqual(mock_start_time(), i.start)
+        self.assertEqual("start: 2022-09-12 16:00:00+00:00, end: 2022-09-12 16:02:00+00:00", str(i))
+        self.assertEqual(
+            "start: 2022-09-12 16:00:00+00:00, end: 2022-09-12 16:02:00+00:00", repr(i)
+        )
+
+    def test_end(self):
+        i = IntervalWindow(start=mock_start_time(), end=mock_end_time())
+        self.assertEqual(mock_end_time(), i.end)
+
+
+class TestMetadata(unittest.TestCase):
+    def test_interval_window(self):
+        i = IntervalWindow(start=mock_start_time(), end=mock_end_time())
+        m = Metadata(interval_window=i)
+        self.assertEqual(type(i), type(m.interval_window))
+        self.assertEqual(i, m.interval_window)
+        self.assertEqual(
+            "interval_window: start: 2022-09-12 16:00:00+00:00, end: 2022-09-12 16:02:00+00:00",
+            str(m),
+        )
+        self.assertEqual(
+            "interval_window: start: 2022-09-12 16:00:00+00:00, end: 2022-09-12 16:02:00+00:00",
+            repr(m),
+        )
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/pynumaflow/tests/function/test_handler.py b/pynumaflow/tests/function/test_handler.py
deleted file mode 100644
index 09b2c3f9..00000000
--- a/pynumaflow/tests/function/test_handler.py
+++ /dev/null
@@ -1,69 +0,0 @@
-import json
-import os
-import tempfile
-import unittest
-
-from aiohttp import web
-from aiohttp.test_utils import AioHTTPTestCase
-
-from pynumaflow._constants import NUMAFLOW_UDF_CONTENT_TYPE, APPLICATION_JSON
-from pynumaflow.function.handler import HTTPHandler
-from pynumaflow.function._dtypes import Message, Messages
-
-
-def mock_message():
-    msg = {"test": "handler"}
-    msg = json.dumps(msg).encode("utf-8")
-    return msg
-
-
-def mock_json():
-    msg = {"test": "handler"}
-    msg = json.dumps(msg)
-    return msg
-
-
-def mock_success_response():
-    v = mock_message()
-    msgs = Messages.as_forward_all(v)
-    v = msgs.dumps(APPLICATION_JSON)
-
-    return web.Response(body=v, status=200, content_type=APPLICATION_JSON)
-
-
-def dummy_handler(_, val, __):
-    print(val)
-    msgs = Messages()
-    msgs.append(Message.to_all(val))
-    return msgs
-
-
-class TestHTTPHandler(AioHTTPTestCase):
-    @classmethod
-    def setUpClass(cls) -> None:
-        os.environ[NUMAFLOW_UDF_CONTENT_TYPE] = APPLICATION_JSON
-
-    async def get_application(self):
-        with tempfile.TemporaryDirectory() as tmp_dir:
-            self.handler = HTTPHandler(dummy_handler, sock_path=tmp_dir)
-            return self.handler.app
-
-    async def test_handler_routes(self):
-        async with self.client.request("GET", "/ready") as resp:
-            self.assertEqual(resp.status, 204)
-
-        async with self.client.request("POST", "/messages", data='{"a": "b"}', headers={}) as resp:
-            self.assertEqual(resp.status, 200)
-            text = await resp.text()
-        self.assertTrue(text)
-
-
-class TestHTTPHandlerSingleton(unittest.TestCase):
-    def test_singleton(self):
-        handler_1 = HTTPHandler(dummy_handler)
-        handler_2 = HTTPHandler(lambda x: x + 1)
-        self.assertEqual(id(handler_1), id(handler_2))
-
-
-if __name__ == "__main__":
-    unittest.main()
diff --git a/pynumaflow/tests/function/test_messages.py b/pynumaflow/tests/function/test_messages.py
index 31ecfa2f..ecb219f9 100644
--- a/pynumaflow/tests/function/test_messages.py
+++ b/pynumaflow/tests/function/test_messages.py
@@ -1,13 +1,5 @@
-import base64
-import json
-import os
 import unittest
-from unittest import mock
 
-import msgpack
-
-from pynumaflow.encoder import msgpack_encoding, NumaflowJSONEncoder
-from pynumaflow.exceptions import MarshalError
 from pynumaflow.function._dtypes import (
     Message,
     Messages,
@@ -16,15 +8,8 @@
 )
 
 
-def mock_json():
-    msg = {"test": "handler"}
-    msg = json.dumps(msg)
-    return msg
-
-
 def mock_message():
-    msg = {"test": "handler"}
-    msg = json.dumps(msg).encode("utf-8")
+    msg = bytes("test_mock_message", encoding="utf-8")
     return msg
 
 
@@ -55,7 +40,7 @@ def test_message_to_drop(self):
         self.assertEqual(mock_obj["Value"], msgs.value)
 
     def test_message_to(self):
-        mock_obj = {"Key": b"__KEY__", "Value": mock_message()}
+        mock_obj = {"Key": "__KEY__", "Value": mock_message()}
         msgs = Message.to_vtx(key=mock_obj["Key"], value=mock_obj["Value"])
         self.assertEqual(Message, type(msgs))
         self.assertEqual(mock_obj["Key"], msgs.key)
@@ -87,77 +72,35 @@ def test_append(self):
         msgs.append(self.mock_message_object())
         self.assertEqual(2, len(msgs.items()))
 
-    def test_msgpack_encoding(self):
-        mock_obj = [
-            {"Key": b"U+005C__ALL__", "Value": mock_message()},
-            {"Key": b"U+005C__ALL__", "Value": mock_message()},
-        ]
-        true_obj = [
-            msgpack_encoding(self.mock_message_object()),
-            msgpack_encoding(self.mock_message_object()),
-        ]
-        for i in range(len(mock_obj)):
-            self.assertEqual(mock_obj[i]["Key"], true_obj[i]["Key"])
-            self.assertEqual(mock_obj[i]["Value"], true_obj[i]["Value"])
-
-    def test_nfjsonencoder_default(self):
-        mock_obj = {"Key": b"U+005C__ALL__", "Value": mock_message()}
-        numaflow_json_encoder = NumaflowJSONEncoder()
-        true_obj = numaflow_json_encoder.default(self.mock_message_object())
-        self.assertEqual(mock_obj["Value"], true_obj["value"])
-        self.assertEqual(mock_obj["Key"], true_obj["key"])
-
-    def test_nfjsonencoder_default_bytes(self):
-        mock_obj = base64.b64encode(mock_message()).decode("utf-8")
-        numaflow_json_encoder = NumaflowJSONEncoder()
-        true_obj = numaflow_json_encoder.default(mock_message())
-        self.assertEqual(mock_obj, true_obj)
-
     def test_message_forward(self):
         mock_obj = Messages()
         msg = self.mock_message_object()
         mock_obj.append(msg)
-        true_obj = Messages.as_forward_all(mock_json())
+        true_obj = Messages.as_forward_all(mock_message())
         self.assertEqual(type(mock_obj), type(true_obj))
-        for i in range(len(mock_obj.items())):
+        for i in range(len(true_obj.items())):
             self.assertEqual(type(mock_obj.items()[i]), type(true_obj.items()[i]))
             self.assertEqual(mock_obj.items()[i].key, true_obj.items()[i].key)
             self.assertEqual(mock_obj.items()[i].value, true_obj.items()[i].value)
 
-    @mock.patch.dict(os.environ, {"NUMAFLOW_UDF_CONTENT_TYPE": "application/json"}, clear=True)
-    def test_marshall_messages_json_content_type(self):
-
-        mock_msg = Messages()
-        msg = self.mock_message_object()
-        mock_msg.append(msg)
-        mock_obj = json.dumps(mock_msg.items(), cls=NumaflowJSONEncoder, separators=(",", ":"))
-        true_obj = mock_msg.dumps(os.environ.get("NUMAFLOW_UDF_CONTENT_TYPE"))
-        self.assertEqual(os.environ.get("NUMAFLOW_UDF_CONTENT_TYPE"), "application/json")
-        self.assertEqual(type(mock_obj), type(true_obj))
-        self.assertEqual(mock_obj, true_obj)
-
-    @mock.patch.dict(os.environ, {"NUMAFLOW_UDF_CONTENT_TYPE": "application/msgpack"}, clear=True)
-    def test_marshall_messages_msgpack_content_type(self):
-
-        mock_msgs = Messages()
-        msg = self.mock_message_object()
-        mock_msgs.append(msg)
-        mock_obj = msgpack.dumps(mock_msgs.items(), default=msgpack_encoding)
-        true_obj = mock_msgs.dumps(os.environ.get("NUMAFLOW_UDF_CONTENT_TYPE"))
-        self.assertEqual(os.environ.get("NUMAFLOW_UDF_CONTENT_TYPE"), "application/msgpack")
+    def test_message_forward_to_drop(self):
+        mock_obj = Messages()
+        mock_obj.append(Message(DROP, bytes()))
+        true_obj = Messages.as_forward_all(bytes())
         self.assertEqual(type(mock_obj), type(true_obj))
-        self.assertEqual(mock_obj, true_obj)
-
-    @mock.patch.dict(os.environ, {"NUMAFLOW_UDF_CONTENT_TYPE": "x"}, clear=True)
-    def test_marshall_messages_unknown_content_type(self):
+        for i in range(len(true_obj.items())):
+            self.assertEqual(type(mock_obj.items()[i]), type(true_obj.items()[i]))
+            self.assertEqual(mock_obj.items()[i].key, true_obj.items()[i].key)
+            self.assertEqual(mock_obj.items()[i].value, true_obj.items()[i].value)
 
-        mock_msgs = Messages()
-        msg = self.mock_message_object()
-        mock_msgs.append(msg)
-        self.assertEqual(os.environ.get("NUMAFLOW_UDF_CONTENT_TYPE"), "x")
-        print(mock_msgs)
-        with self.assertRaises(MarshalError):
-            mock_msgs.dumps(os.environ.get("NUMAFLOW_UDF_CONTENT_TYPE"))
+    def test_dump(self):
+        msgs = Messages()
+        msgs.append(self.mock_message_object())
+        msgs.append(self.mock_message_object())
+        self.assertEqual(
+            "[{b'U+005C__ALL__': b'test_mock_message'}, {b'U+005C__ALL__': b'test_mock_message'}]",
+            msgs.dumps(),
+        )
 
 
 if __name__ == "__main__":
diff --git a/pynumaflow/tests/function/test_server.py b/pynumaflow/tests/function/test_server.py
new file mode 100644
index 00000000..7158e3eb
--- /dev/null
+++ b/pynumaflow/tests/function/test_server.py
@@ -0,0 +1,145 @@
+import tempfile
+import unittest
+from datetime import datetime, timezone
+
+from grpc import StatusCode
+from grpc_testing import server_from_dictionary, strict_real_time
+from google.protobuf import timestamp_pb2 as _timestamp_pb2
+from google.protobuf import empty_pb2 as _empty_pb2
+
+
+from pynumaflow._constants import DATUM_KEY
+from pynumaflow.function.generated import udfunction_pb2
+from pynumaflow.function.server import UserDefinedFunctionServicer
+from pynumaflow.function._dtypes import (
+    Message,
+    Messages,
+    Datum,
+)
+
+
+def map_handler(key: str, datum: Datum) -> Messages:
+    val = datum.value
+    msg = "payload:%s event_time:%s watermark:%s" % (
+        val.decode("utf-8"),
+        datum.event_time,
+        datum.watermark,
+    )
+    val = bytes(msg, encoding="utf-8")
+    messages = Messages()
+    messages.append(Message.to_vtx(key, val))
+    return messages
+
+
+def mock_message():
+    msg = bytes("test_mock_message", encoding="utf-8")
+    return msg
+
+
+def mock_event_time():
+    t = datetime.fromtimestamp(1662998400, timezone.utc)
+    return t
+
+
+def mock_watermark():
+    t = datetime.fromtimestamp(1662998460, timezone.utc)
+    return t
+
+
+class TestServer(unittest.TestCase):
+    def __init__(self, method_name) -> None:
+        super().__init__(method_name)
+
+        my_servicer = UserDefinedFunctionServicer(map_handler)
+        services = {udfunction_pb2.DESCRIPTOR.services_by_name["UserDefinedFunction"]: my_servicer}
+        self.test_server = server_from_dictionary(services, strict_real_time())
+
+    def test_is_ready(self):
+        method = self.test_server.invoke_unary_unary(
+            method_descriptor=(
+                udfunction_pb2.DESCRIPTOR.services_by_name["UserDefinedFunction"].methods_by_name[
+                    "IsReady"
+                ]
+            ),
+            invocation_metadata={DATUM_KEY, "test"},
+            request=_empty_pb2.Empty(),
+            timeout=1,
+        )
+
+        response, metadata, code, details = method.termination()
+        expected = udfunction_pb2.ReadyResponse(ready=True)
+        self.assertEqual(expected, response)
+        self.assertEqual(code, StatusCode.OK)
+
+    def test_forward_message(self):
+        event_time_timestamp = _timestamp_pb2.Timestamp()
+        event_time_timestamp.FromDatetime(dt=mock_event_time())
+        watermark_timestamp = _timestamp_pb2.Timestamp()
+        watermark_timestamp.FromDatetime(dt=mock_watermark())
+
+        request = udfunction_pb2.Datum(
+            value=mock_message(),
+            event_time=udfunction_pb2.EventTime(event_time=event_time_timestamp),
+            watermark=udfunction_pb2.Watermark(watermark=watermark_timestamp),
+        )
+
+        method = self.test_server.invoke_unary_unary(
+            method_descriptor=(
+                udfunction_pb2.DESCRIPTOR.services_by_name["UserDefinedFunction"].methods_by_name[
+                    "MapFn"
+                ]
+            ),
+            invocation_metadata={
+                (DATUM_KEY, "test"),
+                ("this_metadata_will_be_skipped", "test_ignore"),
+            },
+            request=request,
+            timeout=1,
+        )
+
+        response, metadata, code, details = method.termination()
+        self.assertEqual(1, len(response.elements))
+        self.assertEqual("test", response.elements[0].key)
+        self.assertEqual(
+            bytes(
+                "payload:test_mock_message event_time:2022-09-12 16:00:00 watermark:2022-09-12 16:01:00",
+                encoding="utf-8",
+            ),
+            response.elements[0].value,
+        )
+        self.assertEqual(code, StatusCode.OK)
+
+    def test_reduce_fn(self):
+        # TODO: update test after reduce fn is implemented
+        event_time_timestamp = _timestamp_pb2.Timestamp()
+        event_time_timestamp.FromDatetime(dt=mock_event_time())
+        watermark_timestamp = _timestamp_pb2.Timestamp()
+        watermark_timestamp.FromDatetime(dt=mock_watermark())
+
+        request = udfunction_pb2.Datum(
+            value=mock_message(),
+            event_time=udfunction_pb2.EventTime(event_time=event_time_timestamp),
+            watermark=udfunction_pb2.Watermark(watermark=watermark_timestamp),
+        )
+
+        rpc = self.test_server.invoke_stream_unary(
+            method_descriptor=(
+                udfunction_pb2.DESCRIPTOR.services_by_name["UserDefinedFunction"].methods_by_name[
+                    "ReduceFn"
+                ]
+            ),
+            invocation_metadata={(DATUM_KEY, "test")},
+            timeout=1,
+        )
+
+        rpc.send_request(request)
+        rpc.requests_closed()
+
+        response, metadata, code, details = rpc.termination()
+        self.assertIsNone(response)
+        self.assertEqual(code, StatusCode.UNKNOWN)
+        self.assertEqual("Exception calling application: Method not implemented!", details)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/pynumaflow/tests/sink/test_handler.py b/pynumaflow/tests/sink/test_handler.py
index fd1eb6f4..e4fef200 100644
--- a/pynumaflow/tests/sink/test_handler.py
+++ b/pynumaflow/tests/sink/test_handler.py
@@ -7,8 +7,8 @@
 from aiohttp.test_utils import AioHTTPTestCase
 
 from pynumaflow._constants import APPLICATION_JSON, APPLICATION_MSG_PACK
-from pynumaflow.decoder import msgpack_decoder
-from pynumaflow.encoder import msgpack_encoding, NumaflowJSONEncoder
+from pynumaflow.sink.decoder import msgpack_decoder
+from pynumaflow.sink.encoder import msgpack_encoding, NumaflowJSONEncoder
 from pynumaflow.sink import HTTPSinkHandler, Responses, Response, Message
 
 
diff --git a/pynumaflow/types.py b/pynumaflow/types.py
new file mode 100644
index 00000000..e62e2575
--- /dev/null
+++ b/pynumaflow/types.py
@@ -0,0 +1,6 @@
+from typing import Union, NewType
+import grpc
+
+NumaflowServicerContext = NewType(
+    "NumaflowServicerContext", Union[grpc.aio.ServicerContext, grpc.ServicerContext]
+)
diff --git a/pyproject.toml b/pyproject.toml
index 8312bd75..9f585621 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "pynumaflow"
-version = "0.1.1"
+version = "0.2.0"
 description = "Provides the interfaces of writing Python User Defined Functions and Sinks for NumaFlow."
 authors = ["NumaFlow Developers"]
 readme = "README.md"
@@ -22,12 +22,15 @@ classifiers = [
 python = ">=3.8, <3.11"
 aiohttp = "^3.8.1"
 msgpack = "^1.0.3"
+grpcio = "^1.48.1"
+grpcio-tools = "^1.48.1"
 
-[tool.poetry.dev-dependencies]
+[tool.poetry.group.dev.dependencies]
 pytest = "^7.1"
 pytest-aiohttp = "^1.0"
 pytest-cov = "^3.0"
 black = "^22.1"
+grpcio-testing = "^1.48.1"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]