diff --git a/.github/workflows/alibidetect_tests.yml b/.github/workflows/alibidetect_tests.yml
new file mode 100644
index 0000000000..e01667538f
--- /dev/null
+++ b/.github/workflows/alibidetect_tests.yml
@@ -0,0 +1,37 @@
+name: AlibDetect Tests
+
+on:
+  push:
+    branches: [ master ]
+  pull_request:
+    branches: [ master ]
+
+jobs:
+  lint:
+    runs-on: ubuntu-18.04
+    container: seldonio/python-builder:0.6
+
+    steps:
+      - uses: actions/checkout@v2
+      - name: Install dependencies
+        run: |
+          pip install --upgrade pip setuptools
+          make -C components/alibi-detect-server dev_install
+      - name: Lint
+        run: |
+          make -C components/alibi-detect-server lint
+
+  python-tests:
+    runs-on: ubuntu-18.04
+    container: seldonio/python-builder:0.6
+
+    steps:
+      - uses: actions/checkout@v2
+      - name: Install dependencies
+        run: |
+          pip install --upgrade pip setuptools
+          apt-get -y install ffmpeg libsm6 libxext6
+          make -C components/alibi-detect-server dev_install
+      - name: Test
+        run: |
+          make -C components/alibi-detect-server test
diff --git a/components/alibi-detect-server/.gitignore b/components/alibi-detect-server/.gitignore
index 365622a1ab..859ab19c06 100644
--- a/components/alibi-detect-server/.gitignore
+++ b/components/alibi-detect-server/.gitignore
@@ -3,3 +3,5 @@ adserver.egg-info
 .mypy_cache
 .pytest_cache
 .coverage
+_seldon_core
+version.txt
diff --git a/components/alibi-detect-server/Dockerfile b/components/alibi-detect-server/Dockerfile
index ea3c01ff0c..89461406da 100644
--- a/components/alibi-detect-server/Dockerfile
+++ b/components/alibi-detect-server/Dockerfile
@@ -1,5 +1,8 @@
-# TODO: Add to release script
-FROM docker.io/seldonio/seldon-core-s2i-python37-ubi8:1.12.0-dev
+ARG VERSION
+ARG BASE_IMAGE
+FROM ${BASE_IMAGE}:${VERSION} as base
+
+ARG VERSION
 LABEL name="Seldon Alibi Detect Server" \
       vendor="Seldon Technologies" \
       version="1.12.0-dev" \
@@ -7,6 +10,10 @@ LABEL name="Seldon Alibi Detect Server" \
       summary="Alibi Detect Server for Seldon Core" \
       description="The Alibi Detect Server provides outlier, drift and adversarial detection services for Seldon Core"
 
+FROM base as builder
+ARG PYTHON_VERSION
+ARG CONDA_VERSION
+
 # Install Rclone Binary to be present in the image
 RUN yum install -y unzip
 RUN wget https://downloads.rclone.org/v1.55.1/rclone-v1.55.1-linux-amd64.zip && \
@@ -14,30 +21,52 @@ RUN wget https://downloads.rclone.org/v1.55.1/rclone-v1.55.1-linux-amd64.zip &&
     mv rclone-v1.55.1-linux-amd64/rclone /usr/bin/rclone && \
     rm -rf rclone-v1.55.1-linux-amd64.zip rclone-v1.55.1-linux-amd64
 
-ADD requirements_server.txt .
 
-RUN pip install pip -U
+# Install Python / Conda
+RUN conda install --yes python=${PYTHON_VERSION} conda=${CONDA_VERSION}
+RUN pip install pip==21.2.4 setuptools==58.1.0
+RUN dnf install -y make automake gcc gcc-c++
 
-RUN pip install -r requirements_server.txt
+# Make home dir
+RUN mkdir microservice
+WORKDIR /microservice
 
-# Fix cloudevents bug: https://github.com/cloudevents/sdk-python/issues/24
-RUN git clone --branch 24-extensions https://github.com/ryandawsonuk/sdk-python.git && \
-    cd sdk-python && \
-    pip install -e .
+# Install Poetry
+ENV POETRY_HOME /microservice/.poetry
+RUN curl -sSL \
+    https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py \
+    | python3
 
-COPY adserver adserver
-COPY setup.py .
+ENV PATH "$POETRY_HOME/bin:$PATH"
+ENV POETRY_VIRTUALENVS_CREATE false
 
-RUN pip install -e .
+# Install the server
+COPY poetry.lock pyproject.toml ./
+COPY _seldon_core ./_seldon_core
+RUN poetry install && rm ~/.cache/pip -rf
 
 # Add licences
-RUN pip install pip-licenses
+RUN mkdir /licenses
 RUN mkdir ./licenses && pip-licenses --from=mixed --format=csv --output-file=./licenses/license_info.csv && \
     pip-licenses --from=mixed --format=plain-vertical --with-license-file --no-license-path --output-file=./licenses/license.txt
+RUN cp ./licenses/* /licenses
 
+# Copy rest of the package
+COPY adserver adserver
+COPY README.md README.md
+COPY version.txt version.txt
+
+FROM base as final
+WORKDIR /microservice
 
+# this is to avoid "ImportError: libGL.so.1" from opencv
 RUN yum install -y mesa-libGL
-RUN mv ./licenses /licenses
 RUN yum -y update-minimal --security --sec-severity=Important --sec-severity=Critical
+# CVE https://github.com/SeldonIO/seldon-core/issues/2960
+RUN yum remove -y nodejs httpd
+
+COPY --from=builder /microservice /microservice
+COPY --from=builder /opt/conda /opt/conda
+COPY --from=builder /licenses /licenses
 
 ENTRYPOINT ["python", "-m", "adserver"]
diff --git a/components/alibi-detect-server/Makefile b/components/alibi-detect-server/Makefile
index 5b2e9429c3..6d39eea261 100644
--- a/components/alibi-detect-server/Makefile
+++ b/components/alibi-detect-server/Makefile
@@ -3,9 +3,25 @@ VERSION := $(shell cat ../../version.txt)
 REPO=seldonio
 IMAGE=alibi-detect-server
 
-.PHONY: install_dev
-install_dev:
-	pip install -e . -r requirements-dev.txt
+SELDON_CORE_DIR=../..
+
+BASE_IMAGE ?= seldonio/conda-ubi8
+PYTHON_VERSION ?= 3.7.10
+CONDA_VERSION ?= 4.7.12
+
+
+
+get_local_repo: clean
+	cp $(SELDON_CORE_DIR)/version.txt version.txt
+	cp -rT $(SELDON_CORE_DIR)/python/ _seldon_core/
+
+clean:
+	rm version.txt || true
+	rm -rf _seldon_core || true
+
+dev_install: get_local_repo
+	poetry install
+
 
 .PHONY: type_check
 type_check:
@@ -13,7 +29,7 @@ type_check:
 
 .PHONY: test
 test: type_check
-	pytest -W ignore
+	pytest -W ignore adserver
 
 .PHONY: lint
 lint:
@@ -79,17 +95,21 @@ curl-metrics-server-elasticsearch:
 curl-metrics-server-metrics:
 	curl http://localhost:8080/v1/metrics
 
-docker-build: 
-	docker build -f Dockerfile -t ${REPO}/${IMAGE}:${VERSION} .
 
-docker-build-gpu: 
+
+# image building logic
+
+docker-build: get_local_repo
+	docker build -f Dockerfile --build-arg BASE_IMAGE=${BASE_IMAGE} --build-arg PYTHON_VERSION=${PYTHON_VERSION} --build-arg CONDA_VERSION=${CONDA_VERSION} --build-arg VERSION=${VERSION} -t ${REPO}/${IMAGE}:${VERSION} .
+
+docker-build-gpu:
 	docker build -f Dockerfile.gpu -t ${REPO}/${IMAGE}-gpu:${VERSION} .
 
 docker-push:
-	docker push ${REPO}/${IMAGE}:${VERSION} 
+	docker push ${REPO}/${IMAGE}:${VERSION}
 
 docker-push-gpu:
-	docker push ${REPO}/${IMAGE}-gpu:${VERSION} 
+	docker push ${REPO}/${IMAGE}-gpu:${VERSION}
 
 kind_load: docker-build
 	kind load docker-image ${REPO}/${IMAGE}:${VERSION}
@@ -105,4 +125,3 @@ redhat-image-scan:
 		echo $${rh_password_alibi_detect} | docker login -u unused scan.connect.redhat.com --password-stdin
 	docker tag ${REPO}/${IMAGE}:${VERSION} scan.connect.redhat.com/ospid-32ed6498-bce5-4c3b-9486-fe1c6e2582d3/${IMAGE}:${VERSION}
 	docker push scan.connect.redhat.com/ospid-32ed6498-bce5-4c3b-9486-fe1c6e2582d3/${IMAGE}:${VERSION}
-
diff --git a/components/alibi-detect-server/adserver/tests/test_server.py b/components/alibi-detect-server/adserver/tests/test_server.py
index 864924d7a6..4410293f3c 100644
--- a/components/alibi-detect-server/adserver/tests/test_server.py
+++ b/components/alibi-detect-server/adserver/tests/test_server.py
@@ -1,7 +1,7 @@
 from adserver.server import Protocol, CEServer, CEModel
 from tornado.testing import AsyncHTTPTestCase
 from adserver.base import ModelResponse
-from typing import List, Dict, Optional
+from typing import List, Dict, Optional, Union
 import json
 import requests_mock
 
@@ -33,7 +33,7 @@ def getResponse() -> ModelResponse:
     def load(self):
         pass
 
-    def process_event(self, inputs: List, headers: Dict) -> Optional[ModelResponse]:
+    def process_event(self, inputs: Union[List, Dict], headers: Dict):
         assert headers[customHeaderKey] == customHeaderVal
         if self.create_response:
             return DummyModel.getResponse()
diff --git a/components/alibi-detect-server/poetry.lock b/components/alibi-detect-server/poetry.lock
new file mode 100644
index 0000000000..06b0b2b47e
--- /dev/null
+++ b/components/alibi-detect-server/poetry.lock
@@ -0,0 +1,3785 @@
+[[package]]
+name = "absl-py"
+version = "0.15.0"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "adal"
+version = "1.2.7"
+description = "Note: This library is already replaced by MSAL Python, available here: https://pypi.org/project/msal/ .ADAL Python remains available here as a legacy. The ADAL for Python library makes it easy for python application to authenticate to Azure Active Directory (AAD) in order to access AAD protected web resources."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+cryptography = ">=1.1.0"
+PyJWT = ">=1.0.0,<3"
+python-dateutil = ">=2.1.0,<3"
+requests = ">=2.0.0,<3"
+
+[[package]]
+name = "alibi-detect"
+version = "0.6.2"
+description = "Algorithms for outlier detection, concept drift and metrics."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+matplotlib = ">=3.0.0,<4.0.0"
+numpy = ">=1.16.2,<2.0.0"
+opencv-python = ">=3.2.0,<5.0.0"
+pandas = ">=0.23.3,<2.0.0"
+Pillow = ">=5.4.1,<9.0.0"
+scikit-image = ">=0.14.2,<0.17.1 || >0.17.1,<0.19"
+scikit-learn = ">=0.20.2,<0.25.0"
+scipy = ">=1.3.0,<2.0.0"
+tensorflow = ">=2.0.0,<2.5.0"
+tensorflow-probability = ">=0.8.0,<0.13.0"
+transformers = ">=4.0.0,<5.0.0"
+
+[package.extras]
+examples = ["seaborn (>=0.9.0)", "tqdm (>=4.28.1)", "nlp (>=0.3.0)"]
+prophet = ["fbprophet (>=0.5,<0.7)", "holidays (==0.9.11)", "pystan (<3.0)"]
+torch = ["torch (>=1.0)"]
+
+[[package]]
+name = "appdirs"
+version = "1.4.4"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "argcomplete"
+version = "1.12.3"
+description = "Bash tab completion for argparse"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+importlib-metadata = {version = ">=0.23,<5", markers = "python_version == \"3.7\""}
+
+[package.extras]
+test = ["coverage", "flake8", "pexpect", "wheel"]
+
+[[package]]
+name = "argparse"
+version = "1.4.0"
+description = "Python command-line parsing library"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+
+[[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 = "21.2.0"
+description = "Classes Without Boilerplate"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[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"]
+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"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+
+[[package]]
+name = "azure-common"
+version = "1.1.27"
+description = "Microsoft Azure Client Library for Python (Common)"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "azure-storage-blob"
+version = "2.1.0"
+description = "Microsoft Azure Storage Blob Client Library for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+azure-common = ">=1.1.5"
+azure-storage-common = ">=2.1,<3.0"
+
+[[package]]
+name = "azure-storage-common"
+version = "2.1.0"
+description = "Microsoft Azure Storage Common Client Library for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+azure-common = ">=1.1.5"
+cryptography = "*"
+python-dateutil = "*"
+requests = "*"
+
+[[package]]
+name = "black"
+version = "21.7b0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+appdirs = "*"
+click = ">=7.1.2"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.8.1,<1"
+regex = ">=2020.1.8"
+tomli = ">=0.2.6,<2.0.0"
+typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\""}
+typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.6.0)", "aiohttp-cors (>=0.4.0)"]
+python2 = ["typed-ast (>=1.4.2)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "boto"
+version = "2.49.0"
+description = "Amazon Web Services Library"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cachetools"
+version = "4.2.4"
+description = "Extensible memoizing collections and decorators"
+category = "main"
+optional = false
+python-versions = "~=3.5"
+
+[[package]]
+name = "certifi"
+version = "2021.10.8"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.9"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
+name = "click"
+version = "8.0.3"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+
+[[package]]
+name = "cloudevents"
+version = "1.2.0"
+description = ""
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+deprecation = ">=2.0,<3.0"
+
+[[package]]
+name = "cloudpickle"
+version = "2.0.0"
+description = "Extended pickling support for Python objects"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "cmdstanpy"
+version = "0.4.0"
+description = "Python interface to CmdStan"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+numpy = "*"
+pandas = "*"
+
+[package.extras]
+docs = ["sphinx", "sphinx-gallery", "sphinx-rtd-theme", "numpydoc", "matplotlib"]
+tests = ["pytest", "pytest-cov"]
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "convertdate"
+version = "2.3.2"
+description = "Converts between Gregorian dates and other calendar systems.Calendars included: Baha'i, French Republican, Hebrew, Indian Civil, Islamic, ISO, Julian, Mayan and Persian."
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+pymeeus = ">=0.3.13,<=1"
+pytz = ">=2014.10"
+
+[package.extras]
+docs = ["sphinx", "sphinx-rtd-theme"]
+test = ["coverage"]
+
+[[package]]
+name = "crcmod"
+version = "1.7"
+description = "CRC Generator"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cryptography"
+version = "3.4"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.12"
+setuptools-rust = ">=0.11.4"
+
+[package.extras]
+docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
+docstest = ["doc8", "pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
+pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["pytest (>=6.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+
+[[package]]
+name = "cycler"
+version = "0.11.0"
+description = "Composable style cycles"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "cython"
+version = "0.29.24"
+description = "The Cython compiler for writing C extensions for the Python language."
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "decorator"
+version = "5.1.0"
+description = "Decorators for Humans"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "deprecation"
+version = "2.1.0"
+description = "A library to handle automated deprecations"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+packaging = "*"
+
+[[package]]
+name = "dill"
+version = "0.3.2"
+description = "serialize all of python"
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*"
+
+[package.extras]
+graph = ["objgraph (>=1.7.2)"]
+
+[[package]]
+name = "dm-tree"
+version = "0.1.6"
+description = "Tree is a library for working with nested data structures."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.12.0"
+
+[[package]]
+name = "elasticsearch"
+version = "7.9.1"
+description = "Python client for Elasticsearch"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, <4"
+
+[package.dependencies]
+certifi = "*"
+urllib3 = ">=1.21.1"
+
+[package.extras]
+async = ["aiohttp (>=3,<4)", "yarl"]
+develop = ["requests (>=2.0.0,<3.0.0)", "coverage", "mock", "pyyaml", "pytest", "pytest-cov", "sphinx (<1.7)", "sphinx-rtd-theme", "black", "jinja2"]
+docs = ["sphinx (<1.7)", "sphinx-rtd-theme"]
+requests = ["requests (>=2.4.0,<3.0.0)"]
+
+[[package]]
+name = "ephem"
+version = "4.1.1"
+description = "Compute positions of the planets and stars"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "fasteners"
+version = "0.16.3"
+description = "A python package that provides useful locks."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "fbprophet"
+version = "0.6"
+description = "Automatic Forecasting Procedure"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+cmdstanpy = "0.4"
+convertdate = ">=2.1.2"
+Cython = ">=0.22"
+holidays = ">=0.9.5"
+LunarCalendar = ">=0.0.9"
+matplotlib = ">=2.0.0"
+numpy = ">=1.10.0"
+pandas = ">=0.23.4"
+pystan = ">=2.14"
+python-dateutil = ">=2.8.0"
+setuptools-git = ">=1.2"
+
+[[package]]
+name = "filelock"
+version = "3.4.0"
+description = "A platform independent file lock."
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diff --git a/components/alibi-detect-server/pyproject.toml b/components/alibi-detect-server/pyproject.toml
new file mode 100644
index 0000000000..85e4b80dfb
--- /dev/null
+++ b/components/alibi-detect-server/pyproject.toml
@@ -0,0 +1,48 @@
+[tool.poetry]
+name = "adserver"
+version = "1.12.0-dev"
+description = "Model Explanation Server"
+authors = ["Seldon Technologies Ltd. <hello@seldon.io>"]
+license = "Apache-2.0"
+
+[tool.poetry.dependencies]
+python = "^3.7"
+seldon-core = { path = "_seldon_core", develop = false }
+alibi-detect = "0.6.2"
+numpy = "1.19.5"
+cloudevents = "1.2.0"
+tensorflow = "2.4.2"
+scikit-learn = "0.24.2"
+
+elasticsearch = "7.9.1"
+
+sh = "^1.14.2"
+tornado = "^6.1"
+kfserving = "^0.3"
+protobuf = "^3.19.1"
+
+google-cloud-core = "1.4.1"
+google-cloud-storage = "1.31.2"
+transformers = "^4.0"
+dill = "0.3.2"
+
+pystan = "2.19.1.1"
+fbprophet = "0.6"
+
+[tool.poetry.dev-dependencies]
+pytest = "^6.2.4"
+pytest-tornasync = "^0.6.0"
+mypy = "^0.910"
+grpcio-tools = "1.31.0"
+mypy-protobuf = "1.22"
+pip-licenses = "^3.5.2"
+black = "21.7b0"
+isort = "5.9.0"
+types-requests = "2.26.0"
+gsutil = "5.5"
+requests-mock = "^1.9.3"
+tenacity = "^8.0.1"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/components/alibi-detect-server/requirements-dev.txt b/components/alibi-detect-server/requirements-dev.txt
deleted file mode 100644
index 614c189183..0000000000
--- a/components/alibi-detect-server/requirements-dev.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-pytest==5.4.1
-requests-mock==1.7.0
-mypy==0.770
-black==19.3b0
diff --git a/components/alibi-detect-server/requirements_server.txt b/components/alibi-detect-server/requirements_server.txt
deleted file mode 100644
index a1a8485e80..0000000000
--- a/components/alibi-detect-server/requirements_server.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-seldon-core
-kfserving==0.3.0.1
-alibi-detect==0.6.1
-tensorflow==2.4.2
-tensorflow-estimator==2.4.0
-tensorflow-probability==0.12.2
-pystan==2.19.1.1
-fbprophet==0.6
-holidays==0.9.11
diff --git a/components/alibi-detect-server/setup.py b/components/alibi-detect-server/setup.py
deleted file mode 100644
index 24192b5851..0000000000
--- a/components/alibi-detect-server/setup.py
+++ /dev/null
@@ -1,30 +0,0 @@
-from setuptools import setup, find_packages
-
-tests_require = ["pytest", "pytest-tornasync", "mypy", "requests-mock"]
-setup(
-    name="adserver",
-    version="0.1.0",
-    author_email="cc@seldon.io",
-    license="https://github.com/seldonio/seldon-core/LICENSE",
-    url="https://github.com/seldonio/seldon-core/components/alibi-detect-server",
-    description="Alibi Detect Server for use with cloud events",
-    python_requires=">3.4",
-    packages=find_packages(),
-    install_requires=[
-        "alibi-detect==0.6.2",
-        "kfserving>=0.2.0",
-        "argparse >= 1.4.0",
-        "numpy >= 1.8.2",
-        "cloudevents == 1.2.0",
-        "elasticsearch==7.9.1",
-        "sh<2.0.0",
-        # Fixes #2533
-        "google-cloud-core==1.4.1",
-        "google-cloud-storage==1.31.2",
-        "seldon_core",
-        "transformers>=4.0.0",
-        "dill==0.3.2",
-    ],
-    tests_require=tests_require,
-    extras_require={"test": tests_require},
-)
diff --git a/components/alibi-explain-server/Dockerfile b/components/alibi-explain-server/Dockerfile
index 800c1298be..2fc282edbd 100644
--- a/components/alibi-explain-server/Dockerfile
+++ b/components/alibi-explain-server/Dockerfile
@@ -60,6 +60,7 @@ RUN yum -y update-minimal --security --sec-severity=Important --sec-severity=Cri
 RUN yum remove -y nodejs httpd
 
 COPY --from=builder /microservice /microservice
+COPY --from=builder /licenses /licenses
 COPY --from=builder /opt/conda /opt/conda
 
 ENTRYPOINT ["python", "-m", "alibiexplainer"]
diff --git a/examples/feedback/metrics-server/README.ipynb b/examples/feedback/metrics-server/README.ipynb
index 671b26f8fe..c2c45345d6 100644
--- a/examples/feedback/metrics-server/README.ipynb
+++ b/examples/feedback/metrics-server/README.ipynb
@@ -95,7 +95,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "seldondeployment.machinelearning.seldon.io/multiclass-model unchanged\n"
+      "seldondeployment.machinelearning.seldon.io/multiclass-model created\n"
      ]
     }
    ],
@@ -130,6 +130,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Waiting for deployment \"multiclass-model-default-0-classifier\" rollout to finish: 0 of 1 updated replicas are available...\n",
       "deployment \"multiclass-model-default-0-classifier\" successfully rolled out\n"
      ]
     }
@@ -147,14 +148,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current', '                                 Dload  Upload   Total   Spent    Left  Speed', '', '  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0', '100   267  100   203  100    64   9227   2909 --:--:-- --:--:-- --:--:-- 12136', '{\"data\":{\"names\":[\"t:0\",\"t:1\",\"t:2\"],\"ndarray\":[[0.0006985194531162841,0.003668039039435755,0.9956334415074478]]},\"meta\":{\"puid\":\"hello\",\"requestPath\":{\"classifier\":\"seldonio/sklearnserver:1.7.0-dev\"}}}']\n"
+      "['  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current', '                                 Dload  Upload   Total   Spent    Left  Speed', '', '  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0', '100   266  100   202  100    64  15538   4923 --:--:-- --:--:-- --:--:-- 20461', '{\"data\":{\"names\":[\"t:0\",\"t:1\",\"t:2\"],\"ndarray\":[[0.0006985194531162835,0.00366803903943666,0.995633441507447]]},\"meta\":{\"puid\":\"hello\",\"requestPath\":{\"classifier\":\"seldonio/sklearnserver:1.12.0-dev\"}}}']\n"
      ]
     }
    ],
@@ -177,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -211,7 +212,7 @@
     "          runAsUser: 8888\n",
     "      containers:\n",
     "      - name: user-container\n",
-    "        image: seldonio/alibi-detect-server:1.7.0-dev\n",
+    "        image: seldonio/alibi-detect-server:1.12.0-dev\n",
     "        imagePullPolicy: IfNotPresent\n",
     "        args:\n",
     "        - --model_name\n",
@@ -235,7 +236,7 @@
     "        - name: \"PREDICTIVE_UNIT_ID\"\n",
     "          value: \"classifier\"\n",
     "        - name: \"PREDICTIVE_UNIT_IMAGE\"\n",
-    "          value: \"alibi-detect-server:1.7.0-dev\"\n",
+    "          value: \"seldonio/alibi-detect-server:1.12.0-dev\"\n",
     "        - name: \"PREDICTOR_ID\"\n",
     "          value: \"default\"\n",
     "---\n",
@@ -257,15 +258,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "deployment.apps/seldon-multiclass-model-metrics unchanged\n",
-      "service/seldon-multiclass-model-metrics unchanged\n"
+      "deployment.apps/seldon-multiclass-model-metrics created\n",
+      "service/seldon-multiclass-model-metrics created\n"
      ]
     }
    ],
@@ -275,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -292,7 +293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -310,14 +311,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current', '                                 Dload  Upload   Total   Spent    Left  Speed', '', '  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0', '100   251  100   107  100   144    136    183 --:--:-- --:--:-- --:--:--   320', '100   251  100   107  100   144    136    183 --:--:-- --:--:-- --:--:--   319', '{\"data\":{\"tensor\":{\"shape\":[0]}},\"meta\":{\"requestPath\":{\"classifier\":\"seldonio/sklearnserver:1.7.0-dev\"}}}']\n"
+      "['  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current', '                                 Dload  Upload   Total   Spent    Left  Speed', '', '  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0', '100   252  100   108  100   144   9000  12000 --:--:-- --:--:-- --:--:-- 21000', '{\"data\":{\"tensor\":{\"shape\":[0]}},\"meta\":{\"requestPath\":{\"classifier\":\"seldonio/sklearnserver:1.12.0-dev\"}}}']\n"
      ]
     }
    ],
@@ -333,7 +334,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -351,14 +352,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['[I 210304 12:16:36 cm_model:103] PROCESSING Feedback Event.']\n"
+      "['[I 211208 11:08:09 cm_model:99] PROCESSING Feedback Event.']\n"
      ]
     }
    ],
@@ -378,7 +379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -396,7 +397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -414,7 +415,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -428,7 +429,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.8.12"
   }
  },
  "nbformat": 4,
diff --git a/examples/feedback/metrics-server/README.md b/examples/feedback/metrics-server/README.md
index 2cc1a6b1bf..1bf9d6bfb0 100644
--- a/examples/feedback/metrics-server/README.md
+++ b/examples/feedback/metrics-server/README.md
@@ -132,7 +132,7 @@ spec:
           runAsUser: 8888
       containers:
       - name: user-container
-        image: seldonio/alibi-detect-server:1.7.0-dev
+        image: seldonio/alibi-detect-server:1.12.0-dev
         imagePullPolicy: Never
         args:
         - --model_name
@@ -156,7 +156,7 @@ spec:
         - name: "PREDICTIVE_UNIT_ID"
           value: "classifier"
         - name: "PREDICTIVE_UNIT_IMAGE"
-          value: "alibi-detect-server:1.7.0-dev"
+          value: "seldonio/alibi-detect-server:1.12.0-dev"
         - name: "PREDICTOR_ID"
           value: "default"
         ports:
diff --git a/examples/feedback/metrics-server/config/multiclass-deployment.yaml b/examples/feedback/metrics-server/config/multiclass-deployment.yaml
index f32994af0e..6740634234 100644
--- a/examples/feedback/metrics-server/config/multiclass-deployment.yaml
+++ b/examples/feedback/metrics-server/config/multiclass-deployment.yaml
@@ -19,7 +19,7 @@ spec:
           runAsUser: 8888
       containers:
       - name: user-container
-        image: seldonio/alibi-detect-server:1.7.0-dev
+        image: seldonio/alibi-detect-server:1.12.0-dev
         imagePullPolicy: IfNotPresent
         args:
         - --model_name
@@ -43,7 +43,7 @@ spec:
         - name: "PREDICTIVE_UNIT_ID"
           value: "classifier"
         - name: "PREDICTIVE_UNIT_IMAGE"
-          value: "alibi-detect-server:1.7.0-dev"
+          value: "seldonio/alibi-detect-server:1.12.0-dev"
         - name: "PREDICTOR_ID"
           value: "default"
 ---
diff --git a/examples/models/mean_classifier/Makefile b/examples/models/mean_classifier/Makefile
index 12fed91afd..5d620a1546 100644
--- a/examples/models/mean_classifier/Makefile
+++ b/examples/models/mean_classifier/Makefile
@@ -5,7 +5,7 @@ IMAGE_BASE=seldonio/${IMAGE_NAME_BASE}
 
 
 build:
-	s2i build -E environment . seldonio/seldon-core-s2i-python37-ubi8:${VERSION} ${IMAGE_BASE}:${VERSION}
+	s2i build -E environment . seldonio/seldon-core-s2i-python38-ubi8:${VERSION} ${IMAGE_BASE}:${VERSION}
 
 push:
 	docker push ${IMAGE_BASE}:${VERSION}
diff --git a/release.py b/release.py
index 83ab68b95c..955554d1b6 100644
--- a/release.py
+++ b/release.py
@@ -267,7 +267,7 @@ def update_operator_kustomize_prepackaged_images(
 
 
 def update_alibi_detect_image(
-    fpath, seldon_core_version, debug=False
+    fpath, current_seldon_core_version, seldon_core_version, debug=False
 ):
     fpath = os.path.realpath(fpath)
     if debug:
@@ -275,7 +275,7 @@ def update_alibi_detect_image(
     args = [
         "sed",
         "-i",
-        f"s|seldonio/alibi-detect-server:\(.*\)|seldonio/alibi-detect-server:{seldon_core_version}|",
+        f"s|seldonio/alibi-detect-server:{current_seldon_core_version}|seldonio/alibi-detect-server:{seldon_core_version}|",
         fpath,
     ]
     err, out = run_command(args, debug)
@@ -567,7 +567,7 @@ def set_version(
 
     # update alibi detect image references
     for fpath in alibi_detect_image_files:
-        update_alibi_detect_image(fpath, seldon_core_version)
+        update_alibi_detect_image(fpath, current_seldon_core_version, seldon_core_version)
 
     # Update image version labels
     update_image_metadata_json(seldon_core_version, debug)
@@ -636,6 +636,8 @@ def main(argv):
     ALIBI_DETECT_FILES = [
         "testing/resources/adserver-cifar10-od-rclone.yaml",
         "testing/resources/adserver-cifar10-od.yaml",
+        "examples/feedback/metrics-server/README.ipynb",
+        "examples/feedback/feedback-metrics-server/README.md",
     ]
 
     opts = getOpts(argv[1:])