diff --git a/.circleci/config.yml b/.circleci/config.yml
index 47b101f..18d67ff 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -272,6 +272,7 @@ python-versions: &python-versions
   - "3.9"
   - "3.10"
   - "3.11"
+  - "3.12"
 
 r-versions: &r-versions
   - "4.0.4"
diff --git a/python/base/Dockerfile.base b/python/base/Dockerfile.base
index 3153f9c..22f481b 100644
--- a/python/base/Dockerfile.base
+++ b/python/base/Dockerfile.base
@@ -21,6 +21,12 @@ RUN apt-get update \
   ssh \
   gnupg2 \
   ca-certificates \
+  # Required for Python packages that need to connect to MS SQL Server (like pymssql)
+  freetds-dev \
+  # Enables Python to connect to various databases through ODBC drivers
+  unixodbc-dev \
+  # Required for secure network communications (HTTPS, secure database connections)
+  libssl-dev \
   && apt-get clean \
   && rm -rf /var/lib/apt/lists/*
 ENV SHELL=/bin/bash \
diff --git a/python/datascience/Dockerfile.datascience b/python/datascience/Dockerfile.datascience
index ac08427..be2e44c 100644
--- a/python/datascience/Dockerfile.datascience
+++ b/python/datascience/Dockerfile.datascience
@@ -3,19 +3,21 @@ ARG CIRCLE_PULL_REQUEST
 FROM deepnote/python:${PYTHON_VERSION}${CIRCLE_PULL_REQUEST:+-ra-${CIRCLE_PULL_REQUEST##*/}}
 
 # Add the requirements files
-ADD requirements-3.11+.txt /requirements-3.11+.txt
+ADD requirements-3.11.txt /requirements-3.11.txt
+ADD requirements-3.12.txt /requirements-3.12.txt
 ADD requirements-below-3.11.txt /requirements-below-3.11.txt
 
 #Determine the Python version and set the version-specifications file
 ARG PYTHON_VERSION
 
-RUN if [ "$(printf '%s\n' "$PYTHON_VERSION" "3.11" | sort -V | head -n1)" = "3.11" ]; then \
-  mv "requirements-3.11+.txt" "requirements.txt" \
+RUN if [ "$(printf '%s\n' "$PYTHON_VERSION" "3.12" | sort -V | head -n1)" = "3.12" ]; then \
+  mv /requirements-3.12.txt /requirements.txt \
+  ; elif [ "$(printf '%s\n' "$PYTHON_VERSION" "3.11" | sort -V | head -n1)" = "3.11" ]; then \
+  mv /requirements-3.11.txt /requirements.txt \
   ; else \
-  mv "requirements-below-3.11.txt" "requirements.txt" \
+  mv /requirements-below-3.11.txt /requirements.txt \
   ; fi
 
-
 RUN python -m venv --system-site-packages ~/venv
 RUN . ~/venv/bin/activate \ 
   && pip install --no-cache-dir -r requirements.txt -c https://tk.deepnote.com/constraints${PYTHON_VERSION}.txt
\ No newline at end of file
diff --git a/python/datascience/requirements-3.11+.txt b/python/datascience/requirements-3.11.txt
similarity index 100%
rename from python/datascience/requirements-3.11+.txt
rename to python/datascience/requirements-3.11.txt
diff --git a/python/datascience/requirements-3.12.txt b/python/datascience/requirements-3.12.txt
new file mode 100644
index 0000000..1cee169
--- /dev/null
+++ b/python/datascience/requirements-3.12.txt
@@ -0,0 +1,24 @@
+# Requirements for Python 3.12
+# Package versions use '<=' to specify maximum compatible versions
+# This prevents unexpected breaking changes while allowing installation
+# of the latest compatible version within the specified constraints
+scipy<=1.15.2
+matplotlib<=3.10.0
+scikit-learn<=1.6.0
+agate<=1.13.0
+keras<=3.9.0
+nltk<=3.9.0
+spacy<=3.8.0
+seaborn<=0.13.1
+scrapy<=2.11.0
+jsonify==0.5
+datascience>=0.17,<1 
+textblob<=0.19.0
+tabulate<=0.9.0
+sympy<=1.14.0
+squarify<=0.4.3
+tensorflow>=2.15,<3
+torch<=2.7.0
+torchvision<=0.17.0
+snowflake-snowpark-python<=1.31.0
+geopandas<=1.0.0
\ No newline at end of file
diff --git a/python/python/Dockerfile.python3.12 b/python/python/Dockerfile.python3.12
new file mode 100644
index 0000000..a13fa8a
--- /dev/null
+++ b/python/python/Dockerfile.python3.12
@@ -0,0 +1,105 @@
+## WARNING: This image is plane copy of: 
+## https://github.com/docker-library/python/blob/7c8595e8e2b1c8bca0b6d9d146675b94c2a37ec7/3.11/bullseye/Dockerfile
+## This is temporary solution and we come with proper solution in the future.
+## Ticket: https://linear.app/deepnote/issue/PLA-3219/cleanup-build-pipeline-for-deepnote-python-images
+
+ARG CIRCLE_PULL_REQUEST
+FROM deepnote/python:base${CIRCLE_PULL_REQUEST:+-ra-${CIRCLE_PULL_REQUEST##*/}}
+
+# ensure local python is preferred over distribution python
+ENV PATH /usr/local/bin:$PATH
+
+# cannot remove LANG even though https://bugs.python.org/issue19846 is fixed
+# last attempted removal of LANG broke many users:
+# https://github.com/docker-library/python/pull/570
+ENV LANG C.UTF-8
+
+# runtime dependencies
+RUN set -eux; \
+	apt-get update; \
+	apt-get install -y --no-install-recommends \
+	libbluetooth-dev \
+	tk-dev \
+	uuid-dev \
+	; \
+	rm -rf /var/lib/apt/lists/*
+
+ENV GPG_KEY 7169605F62C751356D054A26A821E680E5FA6305
+ENV PYTHON_VERSION 3.12.7
+
+RUN set -eux; \
+	\
+	wget -O python.tar.xz "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz"; \
+	wget -O python.tar.xz.asc "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz.asc"; \
+	GNUPGHOME="$(mktemp -d)"; export GNUPGHOME; \
+	gpg --batch --keyserver hkps://keys.openpgp.org --recv-keys "$GPG_KEY"; \
+	gpg --batch --verify python.tar.xz.asc python.tar.xz; \
+	gpgconf --kill all; \
+	rm -rf "$GNUPGHOME" python.tar.xz.asc; \
+	mkdir -p /usr/src/python; \
+	tar --extract --directory /usr/src/python --strip-components=1 --file python.tar.xz; \
+	rm python.tar.xz; \
+	\
+	cd /usr/src/python; \
+	gnuArch="$(dpkg-architecture --query DEB_BUILD_GNU_TYPE)"; \
+	./configure \
+	--build="$gnuArch" \
+	--enable-loadable-sqlite-extensions \
+	--enable-optimizations \
+	--enable-option-checking=fatal \
+	--enable-shared \
+	--with-lto \
+	--with-system-expat \
+	--with-ensurepip \
+	; \
+	nproc="$(nproc)"; \
+	EXTRA_CFLAGS="$(dpkg-buildflags --get CFLAGS)"; \
+	LDFLAGS="$(dpkg-buildflags --get LDFLAGS)"; \
+	make -j "$nproc" \
+	"EXTRA_CFLAGS=${EXTRA_CFLAGS:-}" \
+	"LDFLAGS=${LDFLAGS:-}" \
+	"PROFILE_TASK=${PROFILE_TASK:-}" \
+	; \
+	# https://github.com/docker-library/python/issues/784
+	# prevent accidental usage of a system installed libpython of the same version
+	rm python; \
+	make -j "$nproc" \
+	"EXTRA_CFLAGS=${EXTRA_CFLAGS:-}" \
+	"LDFLAGS=${LDFLAGS:--Wl},-rpath='\$\$ORIGIN/../lib'" \
+	"PROFILE_TASK=${PROFILE_TASK:-}" \
+	python \
+	; \
+	make install; \
+	\
+	# enable GDB to load debugging data: https://github.com/docker-library/python/pull/701
+	bin="$(readlink -ve /usr/local/bin/python3)"; \
+	dir="$(dirname "$bin")"; \
+	mkdir -p "/usr/share/gdb/auto-load/$dir"; \
+	cp -vL Tools/gdb/libpython.py "/usr/share/gdb/auto-load/$bin-gdb.py"; \
+	\
+	cd /; \
+	rm -rf /usr/src/python; \
+	\
+	find /usr/local -depth \
+	\( \
+	\( -type d -a \( -name test -o -name tests -o -name idle_test \) \) \
+	-o \( -type f -a \( -name '*.pyc' -o -name '*.pyo' -o -name 'libpython*.a' \) \) \
+	\) -exec rm -rf '{}' + \
+	; \
+	\
+	ldconfig; \
+	\
+	export PYTHONDONTWRITEBYTECODE=1; \
+	python3 --version; \
+	pip3 --version
+
+# make some useful symlinks that are expected to exist ("/usr/local/bin/python" and friends)
+RUN set -eux; \
+	for src in idle3 pip3 pydoc3 python3 python3-config; do \
+	dst="$(echo "$src" | tr -d 3)"; \
+	[ -s "/usr/local/bin/$src" ]; \
+	[ ! -e "/usr/local/bin/$dst" ]; \
+	ln -svT "$src" "/usr/local/bin/$dst"; \
+	done
+
+CMD ["python3"]
\ No newline at end of file