diff --git a/src/responsibleai/docker_env/Dockerfile b/src/responsibleai/docker_env/Dockerfile
index db26d1db..cd3453e6 100644
--- a/src/responsibleai/docker_env/Dockerfile
+++ b/src/responsibleai/docker_env/Dockerfile
@@ -1,37 +1,28 @@
-FROM mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:20231011.v1
-
-RUN apt-get -y update && apt-get -y install wkhtmltopdf
+FROM mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:latest
 
 ENV AZUREML_CONDA_ENVIRONMENT_PATH /azureml-envs/responsibleai
 
-# Create conda environment
-# Note libffi is pinned as it causes scorecard component to fail
-# when using the wkhtmltopdf package with libgobject error
-RUN conda create -p $AZUREML_CONDA_ENVIRONMENT_PATH \
-    python=3.8 pip=21.3.1 libffi=3.3 -c anaconda -c conda-forge
+# Install wkhtmltopdf for pdf rendering from html
+RUN apt-get -y update && apt-get -y install wkhtmltopdf
 
 # Prepend path to AzureML conda environment
 ENV PATH $AZUREML_CONDA_ENVIRONMENT_PATH/bin:$PATH
 
-# Install pip dependencies
-RUN pip install 'responsibleai~=0.31.0' \
-                'pyarrow' \
-                'markupsafe<=2.0.1' \
-                'itsdangerous==2.0.1' \
-                'mlflow' \
-                'scikit-learn~=1.2' \
-                'pdfkit==1.0.0' \
-                'plotly==5.6.0' \
-                'kaleido==0.2.1' \
-                'protobuf<4' \
-                'mltable==1.4.1' \
-                'responsibleai-tabular-automl==0.8.0' \
-                'raiwidgets~=0.31.0' \
-                'https://publictestdatasets.blob.core.windows.net/packages/pypi/raiwidgets_big_data/raiwidgets_big_data-0.7.0-py3-none-any.whl'
-
-RUN pip install --pre 'azure-ai-ml~=1.14.0' 'azure-storage-blob<=12.13.0' 'numpy<1.24.0'
-
-# no-deps install for domonic due to unresolable dependencies requirment on urllib3 and requests. 
+# Create conda environment
+COPY conda_dependencies.yaml .
+RUN conda env create -p $AZUREML_CONDA_ENVIRONMENT_PATH -f conda_dependencies.yaml -q && \
+    rm conda_dependencies.yaml && \
+    conda run -p $AZUREML_CONDA_ENVIRONMENT_PATH pip cache purge && \
+    conda clean -a -y
+
+RUN conda list
+# Conda install and pip install could happen side by side. Remove crypytography with vulnerability from conda
+RUN conda remove cryptography
+
+RUN pip install --pre 'azure-ai-ml' 'azure-storage-blob<=12.13.0' 'numpy<1.24.0'
+
+# no-deps install for domonic due to unresolvable dependencies requirment on urllib3 and requests.
+# score card rendering is using domonic only for the html elements composer which does not involve requests or urllib3
 RUN pip install --no-deps 'charset-normalizer==2.0.12' \
                           'cssselect==1.1.0' \
                           'elementpath==2.5.0' \
@@ -40,15 +31,28 @@ RUN pip install --no-deps 'charset-normalizer==2.0.12' \
                           'domonic==0.9.10'
 
 # Install azureml packages
-RUN pip install 'azureml-dataset-runtime==1.53.0' \
-                'azureml-core==1.53.0' \
-                'azureml-mlflow==1.53.0' \
-                'azureml-telemetry==1.53.0' \
+RUN pip install 'azureml-dataset-runtime==1.56.0' \
+                'azureml-core==1.56.0' \
+                'azureml-mlflow==1.56.0' \
+                'azureml-telemetry==1.56.0' \
                 'azureml-rai-utils==0.0.6'
 
+# azureml-dataset-runtime[fuse] upper bound for pyarrow is 11.0.0
+# so we install pyarrow in extra step to avoid conflict
+RUN pip install 'pyarrow>=14.0.1'
+
 # To resolve vulnerability issue
 RUN pip install 'Werkzeug==2.2.3'
 
+# To resolve vulnerability issue regarding crytography
+RUN pip install 'cryptography>=42.0.4'
+
+# TODO: remove rai-core-flask pin with next raiwidgets release
+RUN pip install 'rai-core-flask==0.7.4'
+
+# To resolve vulnerability issue
+RUN pip install 'gunicorn>=22.0.0'
+
 RUN pip freeze
 
 # This is needed for mpi to locate libpython
diff --git a/src/responsibleai/docker_env/conda_dependencies.yaml b/src/responsibleai/docker_env/conda_dependencies.yaml
new file mode 100644
index 00000000..cdf1bed6
--- /dev/null
+++ b/src/responsibleai/docker_env/conda_dependencies.yaml
@@ -0,0 +1,21 @@
+name: responsibleai
+channels:
+  - conda-forge
+  - defaults
+  - anaconda
+dependencies:
+  - python=3.8
+  - pip
+  - pip:
+    - responsibleai~=0.34.1
+    - raiwidgets~=0.34.1
+    - markupsafe<=2.0.1
+    - itsdangerous==2.0.1
+    - mlflow
+    - scikit-learn~=1.2
+    - pdfkit==1.0.0
+    - plotly==5.6.0
+    - kaleido==0.2.1
+    - mltable==1.5.0
+    - responsibleai-tabular-automl==0.12.0
+    - https://publictestdatasets.blob.core.windows.net/packages/pypi/raiwidgets_big_data/raiwidgets_big_data-0.10.0-py3-none-any.whl