diff --git a/.dockerignore b/.dockerignore
index 00ab9a205f..61b99b43de 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -4,6 +4,7 @@
 .lgtm.yml
 __pycache__
 venv/
+.venv/
 **/build
 .env
 docker/env_file_*
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index c38d523a1e..1333039c99 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,7 +1,7 @@
 version: 2
 updates:
-  - package-ecosystem: "pip"
-    directory: "/requirements"
+  - package-ecosystem: "uv"
+    directory: "/"
     schedule:
       interval: "weekly"
       day: "tuesday"
diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index 0486db6351..c088af79a6 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -43,25 +43,23 @@ jobs:
         # a pull request then we can checkout the head.
         fetch-depth: 2
 
-    - name: Set up Python
-      uses: actions/setup-python@v6.2.0
+    - name: Set up uv
+      uses: astral-sh/setup-uv@v5
       with:
-        python-version: '3.11'
+        enable-cache: true
+        cache-dependency-glob: "uv.lock"
+
+    - name: Set up Python
+      run: uv python install 3.11
 
     - name: Install dependencies
       run: |
         sudo apt-get update
         sudo apt-get install -y --no-install-recommends apt-utils libsasl2-dev libssl-dev libldap2-dev python-dev-is-python3 libfuzzy-dev net-tools git libcurl4-openssl-dev
-        python -m pip install --upgrade pip
-        if [ -f requirements/project-requirements.txt ];
-        then pip install -r requirements/project-requirements.txt;
-        fi
-        if [ -f requirements/certego-requirements.txt ];
-        then pip install -r requirements/certego-requirements.txt;
-        fi
+        uv sync --frozen --group certego
         # Set the `CODEQL-PYTHON` environment variable to the Python executable
         # that includes the dependencies
-        echo "CODEQL_PYTHON=$(which python)" >> $GITHUB_ENV
+        echo "CODEQL_PYTHON=$(uv run python -c 'import sys; print(sys.executable)')" >> $GITHUB_ENV
 
     # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
diff --git a/.github/workflows/pull_request_automation.yml b/.github/workflows/pull_request_automation.yml
index d75d7f2573..30f4f09b24 100644
--- a/.github/workflows/pull_request_automation.yml
+++ b/.github/workflows/pull_request_automation.yml
@@ -36,26 +36,33 @@ jobs:
       - name: Checkout IntelOwl
         uses: actions/checkout@v6.0.2
 
-      - name: Set up Python
-        uses: actions/setup-python@v6.2.0
+      - name: Perform ShellCheck Analysis
+        run: bash <(curl -s https://raw.githubusercontent.com/CICDToolbox/shellcheck/master/pipeline.sh)
+
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v5
         with:
-          python-version: 3.11
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
 
-      - name: Install Dependencies
+      - name: Set up Python
+        run: uv python install 3.11
+
+      - name: Install system dependencies
         run: |
-          pip3 install --upgrade pip
-          pip3 install -r requirements/test-requirements.txt
+          sudo apt-get update
+          sudo apt-get install -y libfuzzy-dev libldap2-dev libsasl2-dev
+
+      - name: Install Dependencies
+        run: uv sync --only-group dev
 
       - name: Lint with Ruff
         run: |
-          ruff check . --output-format=github
+          uv run ruff check . --output-format=github
 
       - name: Check formatting with Ruff
         run: |
-          ruff format . --check --diff
-
-      - name: Perform ShellCheck Analysis
-        run: bash <(curl -s https://raw.githubusercontent.com/CICDToolbox/shellcheck/master/pipeline.sh)
+          uv run ruff format . --check --diff
 
   backend-tests:
     runs-on: ubuntu-latest
@@ -116,7 +123,7 @@ jobs:
 
       - name: Setup coverage
         run: |
-          docker exec intelowl_uwsgi pip3 install coverage
+          docker exec intelowl_uwsgi uv pip install coverage
 
       - name: Run test
         run: |
diff --git a/docker/Dockerfile b/docker/Dockerfile
index d567c4c844..43eba1bd25 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -44,16 +44,23 @@ RUN apt-get update \
     vim libldap2-dev libfuzzy-dev net-tools python3-psycopg2 git apache2-utils tshark  \
     libemail-outlook-message-perl libemail-address-perl \
     && apt-get clean && apt-get autoclean && apt-get autoremove -y \
-    && rm -rf /var/lib/apt/lists/* \
-    && pip3 install --no-cache-dir --upgrade pip
+    && rm -rf /var/lib/apt/lists/*
+
+# install uv
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
+
+# use uv to manage dependencies
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+ENV UV_PROJECT_ENVIRONMENT=/opt/venv
 
-COPY requirements/project-requirements.txt $PYTHONPATH/project-requirements.txt
-COPY requirements/certego-requirements.txt $PYTHONPATH/certego-requirements.txt
 WORKDIR $PYTHONPATH
+ENV PATH="/opt/venv/bin:$PATH"
+COPY pyproject.toml uv.lock ./
 
-RUN pip3 install --no-cache-dir --use-pep517 --compile -r project-requirements.txt \
-    && pip3 install --no-cache-dir pycti==${PYCTI_VERSION} \
-    && pip3 install --no-cache-dir --compile -r certego-requirements.txt
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --frozen --no-dev --group certego \
+    && uv pip install pycti==${PYCTI_VERSION}
 
 COPY api_app/analyzers_manager/repo_downloader.sh ${PYTHONPATH}/api_app/analyzers_manager/repo_downloader.sh
 
diff --git a/docker/entrypoints/celery_beat.sh b/docker/entrypoints/celery_beat.sh
index 10632b398e..1acf038b30 100755
--- a/docker/entrypoints/celery_beat.sh
+++ b/docker/entrypoints/celery_beat.sh
@@ -11,5 +11,5 @@ then
     python3 manage.py celery_reload -c "$ARGUMENTS"
 else
   # shellcheck disable=SC2086
-  /usr/local/bin/celery $ARGUMENTS
+  celery $ARGUMENTS
 fi
\ No newline at end of file
diff --git a/docker/entrypoints/celery_default.sh b/docker/entrypoints/celery_default.sh
index 771ffee5db..87abd3b14c 100755
--- a/docker/entrypoints/celery_default.sh
+++ b/docker/entrypoints/celery_default.sh
@@ -35,5 +35,5 @@ then
     python3 manage.py celery_reload -c "$ARGUMENTS"
 else
   # shellcheck disable=SC2086
-  /usr/local/bin/celery $ARGUMENTS
+  celery $ARGUMENTS
 fi
\ No newline at end of file
diff --git a/docker/entrypoints/celery_ingestor.sh b/docker/entrypoints/celery_ingestor.sh
index 46457722a0..d3b2475c4e 100755
--- a/docker/entrypoints/celery_ingestor.sh
+++ b/docker/entrypoints/celery_ingestor.sh
@@ -24,5 +24,5 @@ then
     python3 manage.py celery_reload -c "$ARGUMENTS"
 else
   # shellcheck disable=SC2086
-  /usr/local/bin/celery $ARGUMENTS
+  celery $ARGUMENTS
 fi
\ No newline at end of file
diff --git a/docker/entrypoints/celery_local.sh b/docker/entrypoints/celery_local.sh
index 3a4250387e..a3cdb9d4e9 100755
--- a/docker/entrypoints/celery_local.sh
+++ b/docker/entrypoints/celery_local.sh
@@ -24,5 +24,5 @@ then
     python3 manage.py celery_reload -c "$ARGUMENTS"
 else
   # shellcheck disable=SC2086
-  /usr/local/bin/celery $ARGUMENTS
+  celery $ARGUMENTS
 fi
\ No newline at end of file
diff --git a/docker/entrypoints/celery_long.sh b/docker/entrypoints/celery_long.sh
index a83cd52c2c..59ca495946 100755
--- a/docker/entrypoints/celery_long.sh
+++ b/docker/entrypoints/celery_long.sh
@@ -24,5 +24,5 @@ then
     python3 manage.py celery_reload -c "$ARGUMENTS"
 else
   # shellcheck disable=SC2086
-  /usr/local/bin/celery $ARGUMENTS
+  celery $ARGUMENTS
 fi
\ No newline at end of file
diff --git a/docker/entrypoints/daphne.sh b/docker/entrypoints/daphne.sh
index 682d16b5d7..21edfee3ed 100755
--- a/docker/entrypoints/daphne.sh
+++ b/docker/entrypoints/daphne.sh
@@ -7,4 +7,4 @@ done
 
 # verbosity param levels: https://github.com/django/daphne/blob/df0680c9ad699817725e18a9264df17fff2927da/daphne/cli.py#L213
 # not useful to improve logging
-/usr/local/bin/daphne --proxy-headers --access-log /var/log/intel_owl/asgi/daphne.log -p 8011 -b 0.0.0.0 --no-server-name --application-close-timeout 60 --ping-interval 30 --ping-timeout 35 intel_owl.asgi:application
+daphne --proxy-headers --access-log /var/log/intel_owl/asgi/daphne.log -p 8011 -b 0.0.0.0 --no-server-name --application-close-timeout 60 --ping-interval 30 --ping-timeout 35 intel_owl.asgi:application
diff --git a/docker/entrypoints/flower.sh b/docker/entrypoints/flower.sh
index 9c3c177417..c9529d067a 100755
--- a/docker/entrypoints/flower.sh
+++ b/docker/entrypoints/flower.sh
@@ -31,7 +31,7 @@ then
   FLOWER_PWD="flower"
 fi
 
-CMD="/usr/local/bin/celery -A intel_owl.celery --broker ${BROKER_URL} flower --broker_api=${BROKER_URL_API} --max_tasks=1000 --max_workers=500"
+CMD="celery -A intel_owl.celery --broker ${BROKER_URL} flower --broker_api=${BROKER_URL_API} --max_tasks=1000 --max_workers=500"
 htpasswd -cb /opt/deploy/shared_htpasswd/.htpasswd "${FLOWER_USR}" "${FLOWER_PWD}"
 
 if [[ ${DEBUG} == "True" ]] && [[ ${DJANGO_TEST_SERVER} == "True" ]];
diff --git a/docker/entrypoints/uwsgi.sh b/docker/entrypoints/uwsgi.sh
index c1255beda2..5ff9c10787 100755
--- a/docker/entrypoints/uwsgi.sh
+++ b/docker/entrypoints/uwsgi.sh
@@ -49,5 +49,5 @@ then
 else
     $CHANGELOG_NOTIFICATION_COMMAND
     $ELASTIC_TEMPLATE_COMMAND
-    /usr/local/bin/uwsgi --ini /etc/uwsgi/sites/intel_owl.ini --stats 127.0.0.1:1717 --stats-http
+    uwsgi --ini /etc/uwsgi/sites/intel_owl.ini --stats 127.0.0.1:1717 --stats-http
 fi
diff --git a/integrations/bbot/Dockerfile b/integrations/bbot/Dockerfile
index b960163375..e731a76fd7 100644
--- a/integrations/bbot/Dockerfile
+++ b/integrations/bbot/Dockerfile
@@ -1,4 +1,5 @@
 FROM python:3.12-slim
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 # Environment variables
 ENV PROJECT_PATH=/opt/deploy/bbot
@@ -17,9 +18,8 @@ WORKDIR ${PROJECT_PATH}
 # Copy application files and requirements
 COPY requirements.txt app.py ./
 
-# Upgrade pip and install Python packages
-RUN pip install --no-cache-dir --upgrade pip && \
-    pip install --no-cache-dir -r requirements.txt
+# Install Python packages
+RUN --mount=type=cache,target=/root/.cache/uv uv pip install --system -r requirements.txt
 
 # Pre-install BBOT dependencies & Make script executable
 RUN bbot --install-all-deps -y --force && \
diff --git a/integrations/malware_tools_analyzers/Dockerfile b/integrations/malware_tools_analyzers/Dockerfile
index 7304bc2717..3d34ef20d5 100644
--- a/integrations/malware_tools_analyzers/Dockerfile
+++ b/integrations/malware_tools_analyzers/Dockerfile
@@ -1,4 +1,5 @@
 FROM python:3.11-slim
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 ARG TARGETARCH
 
@@ -38,59 +39,55 @@ RUN if [[ $TARGETARCH == "amd64" ]]; \
     && ln -s ${PROJECT_PATH}/goresym/GoReSym /usr/local/bin/goresym
 
 # Build Mandiant's Stringsifter
-WORKDIR ${PROJECT_PATH}/stringsifter
-COPY requirements/stringsifter-requirements.txt stringsifter/wrapper.py ./
+WORKDIR ${PYTHONPATH}/stringsifter
+COPY ./requirements/stringsifter-requirements.txt ./stringsifter/wrapper.py ./
 # Installed at system level because virtualenv does not work as expected
 # ModuleNotFoundError: No module named 'pybind11' while trying to build
-RUN pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir -r stringsifter-requirements.txt \
+RUN --mount=type=cache,target=/root/.cache/uv uv pip install --system -r stringsifter-requirements.txt \
     && chmod +x wrapper.py
 
 # Build Qiling
-WORKDIR ${PROJECT_PATH}/qiling
-COPY requirements/qiling-requirements.txt qiling/analyze.py ./
+WORKDIR ${PYTHONPATH}/qiling
+COPY ./requirements/qiling-requirements.txt ./qiling/analyze.py ./
 # keystone-engine does not compile for ARM
-RUN if [[ $TARGETARCH == "amd64" ]]; then \
+RUN --mount=type=cache,target=/root/.cache/uv if [[ $TARGETARCH == "amd64" ]]; then \
     python3 -m venv venv \
     && . venv/bin/activate \
-    && pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir -r qiling-requirements.txt; fi
+    && uv pip install -r qiling-requirements.txt; fi
 
 # Then Build every possible other Python application inside its virtual environment
 # Build guelfo's PEFrame
-WORKDIR ${PROJECT_PATH}/peframe
-COPY requirements/peframe-requirements.txt ./
-RUN python3 -m venv venv \
+WORKDIR ${PYTHONPATH}/peframe
+COPY ./requirements/peframe-requirements.txt ./
+RUN --mount=type=cache,target=/root/.cache/uv python3 -m venv venv \
     && . venv/bin/activate \
-    && pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir -r peframe-requirements.txt --no-cache-dir
+    && uv pip install -r peframe-requirements.txt --no-cache-dir
 
 # Install guelfo's artifacts
 # there is no version management on this project so we just pull the most recent changes
-WORKDIR ${PROJECT_PATH}/artifacts
-RUN python3 -m venv venv \
+WORKDIR ${PYTHONPATH}/artifacts
+RUN --mount=type=cache,target=/root/.cache/uv python3 -m venv venv \
     && . venv/bin/activate \
-    && pip3 install --no-cache-dir --upgrade pip \
+
     && git clone https://github.com/guelfoweb/artifacts.git \
     && cd artifacts \
-    && pip install --no-cache-dir -r requirements.txt \
+    && uv pip install -r requirements.txt \
     && chmod +x artifacts.py
 
 # Build APKiD
-WORKDIR ${PROJECT_PATH}/apkid
-COPY requirements/apkid-requirements.txt ./
-RUN python3 -m venv venv \
+WORKDIR ${PYTHONPATH}/apkid
+COPY ./requirements/apkid-requirements.txt ./
+RUN --mount=type=cache,target=/root/.cache/uv python3 -m venv venv \
     && . venv/bin/activate \
-    && pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir -r apkid-requirements.txt
+    && uv pip install -r apkid-requirements.txt
     
 # Install DroidLysis
-WORKDIR "${PROJECT_PATH}/droidlysis"
-COPY requirements/droidlysis-requirements.txt ./
-RUN python3 -m venv venv \
+WORKDIR "${PYTHONPATH}/droidlysis"
+COPY ./requirements/droidlysis-requirements.txt ./
+RUN --mount=type=cache,target=/root/.cache/uv python3 -m venv venv \
  && . venv/bin/activate \
- && pip3 install --no-cache-dir --upgrade pip \
- && pip3 install --no-cache-dir -r droidlysis-requirements.txt --no-cache-dir \
+
+ && uv pip install -r droidlysis-requirements.txt --no-cache-dir \
  && mkdir -p ~/softs \
  && cd ~/softs \
  && wget -q https://bitbucket.org/iBotPeaches/apktool/downloads/apktool_2.9.3.jar \
@@ -99,21 +96,20 @@ RUN python3 -m venv venv \
  && unzip dex-tools-v2.4.zip \
  && rm -f dex-tools-v2.4.zip \
  && apt-get -y install --no-install-recommends openjdk-21-jdk \
- && mkdir -p "${PROJECT_PATH}/droidlysis/out" "${PROJECT_PATH}/droidlysis/conf" /root/.cache/droidlysis \
+ && mkdir -p "${PYTHONPATH}/droidlysis/out" "${PYTHONPATH}/droidlysis/conf" /root/.cache/droidlysis \
  && chown -R ${USER}:${USER} /root/.cache/droidlysis \
  && chmod 711 /root/ \
- && DROIDLYSIS_PATH="$(pip3 show droidlysis | grep Location | cut -d ' ' -f 2)" \
- && cp "${DROIDLYSIS_PATH}/conf/"*.conf "${PROJECT_PATH}/droidlysis/conf/" \
- && rm -f "${PROJECT_PATH}/droidlysis/conf/general.conf"
-COPY ./droidlysis/general.conf ${PROJECT_PATH}/droidlysis/conf/general.conf
+ && DROIDLYSIS_PATH="$(uv pip show droidlysis | grep Location | cut -d ' ' -f 2)" \
+ && cp "${DROIDLYSIS_PATH}/conf/"*.conf "${PYTHONPATH}/droidlysis/conf/" \
+ && rm -f "${PYTHONPATH}/droidlysis/conf/general.conf"
+COPY ./droidlysis/general.conf ${PYTHONPATH}/droidlysis/conf/general.conf
 
 # MobSF
-WORKDIR ${PROJECT_PATH}/mobsf
-COPY requirements/mobsf-requirements.txt ./
-RUN python3 -m venv venv \
+WORKDIR ${PYTHONPATH}/mobsf
+COPY ./requirements/mobsf-requirements.txt ./
+RUN --mount=type=cache,target=/root/.cache/uv python3 -m venv venv \
     && . venv/bin/activate \
-    && pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir -r mobsf-requirements.txt \
+    && uv pip install -r mobsf-requirements.txt \
     && mkdir -p /root/.semgrep/ \
     && chown -R ${USER}:${USER} /root/.semgrep \
     && chmod 711 /root
@@ -126,12 +122,11 @@ RUN mkdir -m 0770 -p /var/lib/fangfrisch \
     && chmod 0644 /etc/cron.d/crontab /var/log/cron.log
 
 # Build Flask REST API
-WORKDIR ${PROJECT_PATH}/flask
-COPY app.py requirements/flask-requirements.txt entrypoint.sh ./
-RUN python3 -m venv venv \
+WORKDIR ${PYTHONPATH}/flask
+COPY app.py ./requirements/flask-requirements.txt entrypoint.sh ./
+RUN --mount=type=cache,target=/root/.cache/uv python3 -m venv venv \
     && . venv/bin/activate \
-    && pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir -r flask-requirements.txt \
+    && uv pip install -r flask-requirements.txt \
     && chmod +x entrypoint.sh
 
 # Cleanup
diff --git a/integrations/nuclei_analyzer/Dockerfile b/integrations/nuclei_analyzer/Dockerfile
index 817a0c9323..c746ddca1c 100644
--- a/integrations/nuclei_analyzer/Dockerfile
+++ b/integrations/nuclei_analyzer/Dockerfile
@@ -1,4 +1,5 @@
 FROM projectdiscovery/nuclei:v3.7.0
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 ENV LOG_PATH=/var/log/intel_owl/nuclei_analyzer
 ENV USER=nuclei-user
@@ -15,10 +16,9 @@ WORKDIR /app
 
 # Copy and install requirements first (better layer caching)
 COPY app.py requirements.txt entrypoint.sh ./
-RUN python3 -m venv venv \
+RUN --mount=type=cache,target=/root/.cache/uv python3 -m venv venv \
     && . venv/bin/activate \
-    && pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir -r requirements.txt \
+    && uv pip install -r requirements.txt \
     && rm -rf ~/.cache/pip/*
 
 # Create log directory with proper permissions
diff --git a/integrations/pcap_analyzers/Dockerfile b/integrations/pcap_analyzers/Dockerfile
index 97d3ae372d..9bb91490e5 100644
--- a/integrations/pcap_analyzers/Dockerfile
+++ b/integrations/pcap_analyzers/Dockerfile
@@ -1,5 +1,6 @@
 # https://github.com/jasonish/docker-suricata/tree/master/7.0
 FROM jasonish/suricata:7.0
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 ENV PROJECT_PATH=/opt/deploy
 ENV LOG_PATH=/var/log/intel_owl/pcap_analyzers
@@ -18,7 +19,7 @@ COPY crontab /etc/cron.d/suricata
 COPY config/suricata/etc/* /etc/suricata/
 COPY config/suricata/rules/* /var/lib/suricata/rules/
 
-RUN pip3 install -r requirements.txt --no-cache-dir \
+RUN --mount=type=cache,target=/root/.cache/uv uv pip install --system -r requirements.txt \
     && chown -R ${USER}:${USER} . /etc/suricata /var/lib/suricata \
     && mkdir -p ${LOG_PATH}/suricata/ \
     && touch /var/log/cron.log ${LOG_PATH}/suricata/suricata.log \
diff --git a/integrations/phishing_analyzers/Dockerfile b/integrations/phishing_analyzers/Dockerfile
index e3e82e6831..d10117bae2 100644
--- a/integrations/phishing_analyzers/Dockerfile
+++ b/integrations/phishing_analyzers/Dockerfile
@@ -1,4 +1,5 @@
 FROM python:3.12.3
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 ENV PROJECT_PATH=/opt/deploy
 ENV LOG_PATH=/var/log/intel_owl/phishing_analyzers
@@ -13,7 +14,6 @@ RUN useradd -ms /bin/bash ${USER}
 RUN DEBIAN_FRONTEND=noninteractive apt-get update -qq \
     && apt-get install -y --no-install-recommends \
     libvulkan1 libu2f-udev fonts-liberation gosu \
-    && pip3 install --no-cache-dir --upgrade pip \
     # Cleanup
     && apt-get remove --purge -y gcc \
     && apt-get clean \
@@ -25,8 +25,8 @@ RUN DEBIAN_FRONTEND=noninteractive apt-get update -qq \
 WORKDIR ${PROJECT_PATH}/phishing_analyzers
 COPY --chown=${USER}:${USER} app.py requirements.txt entrypoint.sh ./
 COPY --chown=${USER}:${USER} analyzers/* ./analyzers/
-RUN chmod u+x entrypoint.sh \
-    && pip3 install -r requirements.txt --no-cache-dir \
+RUN --mount=type=cache,target=/root/.cache/uv chmod u+x entrypoint.sh \
+    && uv pip install --system -r requirements.txt \
     && playwright install chromium --with-deps \
     && chmod -R o+rX /ms-playwright
 
diff --git a/integrations/phunter/Dockerfile b/integrations/phunter/Dockerfile
index 4221db03bb..3242ba14a8 100644
--- a/integrations/phunter/Dockerfile
+++ b/integrations/phunter/Dockerfile
@@ -1,4 +1,5 @@
 FROM python:3.12-slim
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 # Install dependencies
 RUN apt-get update && apt-get install -y --no-install-recommends git
@@ -12,10 +13,8 @@ WORKDIR /app
 # Copy requirements file and app.py to the working directory
 COPY requirements.txt app.py ./
 
-# Upgrade pip and install Python packages
-RUN pip install --no-cache-dir --upgrade pip && \
-    pip install --no-cache-dir -r requirements.txt && \
-    pip install --no-cache-dir -r /app/Phunter/requirements.txt
+# Install Python packages
+RUN --mount=type=cache,target=/root/.cache/uv uv pip install --system -r requirements.txt -r /app/Phunter/requirements.txt
 
 # Expose port
 EXPOSE 5612
diff --git a/integrations/thug/Dockerfile b/integrations/thug/Dockerfile
index 64e27a0adb..032a27fc12 100644
--- a/integrations/thug/Dockerfile
+++ b/integrations/thug/Dockerfile
@@ -1,6 +1,7 @@
 # This base image is the one currently (02/2025) updated by the maintainer
 # but it does not support ARM
 FROM thughoneyclient/thug:v6.20
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 USER root
 ENV PROJECT_PATH=/opt/deploy
@@ -16,7 +17,7 @@ RUN apt-get update -qq \
 WORKDIR ${PROJECT_PATH}/flask
 COPY app.py requirements.txt entrypoint.sh ./
 
-RUN pip3 install -r requirements.txt --no-cache-dir \
+RUN --mount=type=cache,target=/root/.cache/uv uv pip install --system -r requirements.txt \
     && mkdir -p ${PROJECT_PATH}/thug \
     && chown -R ${USER}:${USER} . ${PROJECT_PATH}/thug \
     && chmod +x entrypoint.sh
diff --git a/integrations/tor_analyzers/Dockerfile b/integrations/tor_analyzers/Dockerfile
index acc0465a4d..591ee2c54c 100644
--- a/integrations/tor_analyzers/Dockerfile
+++ b/integrations/tor_analyzers/Dockerfile
@@ -1,4 +1,5 @@
 FROM python:3.14-slim
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 ENV PROJECT_PATH=/opt/deploy
 ENV LOG_PATH=/var/log/intel_owl/tor_analyzers
@@ -28,7 +29,7 @@ RUN apt-get remove --purge -y git gcc \
 WORKDIR ${PROJECT_PATH}/tor-flask
 COPY app.py requirements.txt entrypoint.sh ./
 
-RUN pip3 install -r requirements.txt --no-cache-dir \
+RUN --mount=type=cache,target=/root/.cache/uv uv pip install --system -r requirements.txt \
     && chown -R ${USER}:${USER} . \
     && chmod +x entrypoint.sh
 
diff --git a/pyproject.toml b/pyproject.toml
index bde688f5b0..e6e7473c38 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,160 @@
+[project]
+name = "intelowl"
+version = "6.5.1"
+requires-python = ">=3.11"
+dependencies = [
+    # django libs
+    "Django==4.2.29",
+    "psycopg2-binary==2.9.6",
+    "django-auth-ldap==5.1.0",
+    "django-radius==1.5.0",
+    "django-filter==25.1",
+    "django-storages==1.14",
+    "django-celery-beat==2.7.0",
+    "django-celery-results==2.5.0",
+    "django-ses==4.6.0",
+    "django-iam-dbauth==0.2.1",
+    "django-timezone-field==7.2.1",
+    "django-solo==2.4.0",
+    "django-prettyjson==0.4.1",
+    "django-treebeard==4.7",
+    "django-extensions==3.2.3",
+    "django-email-utils==1.0.0",
+    "django-rest-email-auth==4.0.0",
+    "django-silk==5.4.3",
+    "djangorestframework==3.15.2",
+    "djangorestframework-filters==1.0.0.dev2",
+    "django-user-agents==0.4.0",
+    "channels==4.1.0",
+    "channels-redis==4.2.0",
+    "daphne==4.2.1",
+    # main libs
+    "celery[redis, sqs]==5.4.0",
+    "elasticsearch==8.19.3",
+    "elasticsearch-dsl==8.17.0",
+    "flower==2.0.0",
+    "requests==2.33.1",
+    "aiohttp==3.13.5",
+    "boto3==1.39.4",
+    "cryptography==46.0.6",
+    "python-magic==0.4.27",
+    "python-dotenv==1.2.2",
+    "pyyaml==6.0.3",
+    "ujson==5.12.0",
+    "orjson==3.11.8",
+    "msgpack==1.1.2",
+    "msgspec==0.20.0",
+    "jinja2==3.1.6",
+    "beautifulsoup4==4.14.2",
+    "lxml==6.0.2",
+    "numpy==2.4.4",
+    "pillow==12.1.1",
+    "tqdm==4.67.3",
+    "rich==14.3.3",
+    "click==8.3.1",
+    # security libs
+    "yara-python==4.5.1",
+    "yara-x==1.10.0",
+    "pefile==2024.8.26",
+    "olefile==0.47",
+    "oletools==0.60.2",
+    "lief==0.17.2",
+    "capstone==5.0.7",
+    "unicorn==1.0.2",
+    "androguard==3.4.0a1",
+    "quark-engine==25.1.1",
+    "speakeasy-emulator==1.5.9",
+    "flare-capa==9.3.1",
+    "flare-floss==3.1.1",
+    "pydeep==0.4",
+    "pyimpfuzzy==0.5",
+    "pywatchman==2.0.0",
+    "uwsgi==2.0.28",
+    "uwsgitop==0.12",
+    "python-ldap==3.4.5",
+    "authlib==1.6.9",
+    "mwdblib==4.6.0",
+    "intezer-sdk==1.24.0",
+    "geoip2==4.8.0",
+    "maxminddb==2.6.0",
+    "OTXv2==1.5.12",
+    "greynoise==2.3.0",
+    "dnstwist[full]==20250130",
+    "google>=3.0.0",
+    "google-cloud-webrisk==1.20.0",
+    "jbxapi==3.23.0",
+    "ail-typo-squatting==2.7.4",
+    "blint==3.1.1",
+    "checkdmarc==5.13.1",
+    "docxpy==0.8.5",
+    "dotnetfile==0.2.4",
+    "drf-spectacular==0.28.0",
+    "faker==36.1.0",
+    "gitpython==3.1.41",
+    "hfinger==0.2.2",
+    "ioc-finder==7.0.0",
+    "iocextract==1.16.1",
+    "knock-subdomains==8.0.0",
+    "pdfid==1.1.0",
+    "peepdf-fork==0.4.3",
+    "permhash==0.1.4",
+    "phonenumbers==9.0.3",
+    "polyswarm-api==3.16.0",
+    "pyexiftool==0.5.0",
+    "pyhashlookup==1.2.0",
+    "pylnk3==0.4.2",
+    "pymisp==2.5.0",
+    "pyonenote==0.0.2",
+    "pypdns==2.2.1",
+    "pypssl==2.2",
+    "pysafebrowsing==0.1.1",
+    "pysocks==1.7.1",
+    "querycontacts==2.0.0",
+    "telfhash==0.9.8",
+    "thinkst-zippy==0.1.2",
+    "wad==0.4.6",
+    "whitenoise==6.9.0",
+    "xlmmacrodeobfuscator==0.2.7",
+    "dateparser==1.2.0",
+    "debloat==1.6.4",
+    "deepdiff==8.6.2",
+    "machofile>=2026.2.10",
+    "die-python>=0.5.0",
+]
+
+[dependency-groups]
+dev = [
+    "ruff==0.14.10",
+    "pre-commit==4.0.1",
+    "coverage==7.6.1",
+    "pytest==8.3.4",
+]
+certego = [
+    "certego-saas==0.7.11",
+    "django-cache-memoize==0.2.1",
+    "django-ipware==7.0.1",
+    "django-rest-durin==1.0.0",
+    "drf-flex-fields==1.0.2",
+    "drf-recaptcha==4.0.3",
+    "markdown==3.3.7",
+    "oauthlib==3.3.1",
+    "python-ipware==3.0.0",
+    "python-twitter==3.5",
+    "requests-oauthlib==2.0.0",
+    "slack-sdk==3.41.0",
+    "stripe==15.0.1",
+    "ua-parser==1.0.1",
+    "ua-parser-builtins==202603",
+    "user-agents==2.2.0",
+]
+
+[tool.uv]
+managed = true
+override-dependencies = [
+    "future==0.18.3",
+    "markdown==3.8.1",
+]
+
 [tool.ruff]
 line-length = 110
 target-version = "py311"
@@ -63,4 +220,4 @@ quote-style = "double"
 indent-style = "space"
 
 [tool.codereviewdoctor]
-disable = ["missing-reverse-migration"]
\ No newline at end of file
+disable = ["missing-reverse-migration"]
diff --git a/requirements/certego-requirements.txt b/requirements/certego-requirements.txt
deleted file mode 100644
index 90c36d4325..0000000000
--- a/requirements/certego-requirements.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-certego-saas==0.7.11
-# While developing for certego-saas, comment the previous line.
-# Then, add a line like the one below to your forked repo and your most recent commit
-# In this way you can test your changes directly in IntelOwl with the complete application
-# git+https://github.com/certego/certego-saas.git@23d699340dca0b90b81d7df43000f53464196c21#egg=certego_saas
\ No newline at end of file
diff --git a/requirements/project-requirements.txt b/requirements/project-requirements.txt
deleted file mode 100644
index a2eeaaada9..0000000000
--- a/requirements/project-requirements.txt
+++ /dev/null
@@ -1,120 +0,0 @@
-# django libs
-Django==4.2.27
-psycopg2-binary==2.9.6
-django-auth-ldap==5.1.0
-django-radius==1.5.0
-django-filter==25.1
-django-storages==1.14
-django-celery-beat==2.7.0
-django-celery-results==2.5.0
-django-ses == 4.6.0
-django-iam-dbauth==0.2.1
-django-prettyjson==0.4.1
-django-silk==5.4.3
-django-treebeard==4.7
-django-solo==2.4.0
-django_extensions==3.2.3
-django-watchfiles==1.4.0
-jsonschema==4.25.1
-# django rest framework libs
-Authlib==1.6.5
-djangorestframework==3.15.2
-djangorestframework-filters==1.0.0.dev2
-drf-spectacular==0.28.0
-django-rest-email-auth==4.0.0
-
-# infra
-boto3==1.39.4
-celery[sqs,redis]==5.4.0
-dataclasses==0.6
-# https://github.com/advisories/GHSA-q4qm-xhf9-4p8f
-# unpatched CVE: noproblem, we just use this for debugging purposes
-flower==2.0.0
-uWSGI==2.0.28
-uwsgitop==0.12
-whitenoise==6.9.0
-daphne==4.2.1
-channels==4.1.0
-channels-redis==4.2.0
-elasticsearch-dsl==8.17.0
-
-# plugins
-GitPython==3.1.41
-checkdmarc==5.13.1
-dnspython==2.8.0
-dnstwist[full]==20250130
-google>=3.0.0
-google-cloud-webrisk==1.20.0
-intezer-sdk==1.24.0
-lief==0.15.1
-maxminddb==2.6.0
-geoip2==4.8.0
-mwdblib==4.6.0
-oletools==0.60.2
-OTXv2==1.5.12
-peepdf-fork==0.4.3
-pdfid==1.1.0
-pefile==2024.8.26
-Pillow==11.0.0
-pydeep==0.4
-pyelftools==0.31
-PyExifTool==0.5.0
-pyhashlookup==1.2.0
-pyimpfuzzy==0.5
-pymisp==2.5.0
-pyOneNote==0.0.2
-pypdns==2.2.1
-pypssl==2.2
-pysafebrowsing==0.1.1
-PySocks==1.7.1
-py-tlsh==4.7.2
-quark-engine==25.1.1
-speakeasy-emulator==1.5.9
-telfhash==0.9.8
-yara-python==4.5.1
-greynoise==2.3.0
-XLMMacroDeobfuscator[secure]==0.2.3
-thinkst-zippy==0.1.2
-querycontacts==2.0.0
-hfinger==0.2.2
-blint==2.3.2
-permhash==0.1.4
-ail_typo_squatting==2.7.4
-iocextract==1.16.1
-ioc-finder==7.0.0
-polyswarm-api==3.16.0
-knock-subdomains==8.0.0
-dotnetfile==0.2.4
-docxpy==0.8.5
-pylnk3==0.4.2
-androguard==3.4.0a1 # version >=4.x of androguard raises a dependency conflict with quark-engine==25.1.1
-wad==0.4.6
-debloat==1.6.4
-phonenumbers==9.0.3
-die-python==0.4.0
-# guarddog==2.1.0 # version greater than 2.1.0 raises dependency conflicts. Commenting this out due to dependency conflicts.
-jbxapi==3.23.0
-yara-x==1.10.0
-flare-floss==3.1.1
-flare-capa==9.3.1
-machofile==2026.2.4
-
-# httpx required for HTTP/2 support (Mullvad DNS rejects HTTP/1.1 with protocol errors)
-httpx[http2]==0.28.1
-
-
-# this is required because XLMMacroDeobfuscator does not pin the following packages
-pyxlsb2==0.0.8
-xlrd2==1.3.4
-defusedxml==0.7.1
-
-# required by MalwareBazaar Ingestor -> https://bazaar.abuse.ch/api/#download (read the warning)
-pyzipper==0.3.6
-
-# others
-dateparser==1.2.0
-DeepDiff==8.6.1
-# phishing form compiler module
-lxml==6.0.2
-Faker==36.1.0
-beautifulsoup4==4.14.2
diff --git a/requirements/test-requirements.txt b/requirements/test-requirements.txt
deleted file mode 100644
index 33a3c79dd6..0000000000
--- a/requirements/test-requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-ruff==0.14.10
-pre-commit==4.0.1
-coverage==7.6.1
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000000..36dcc94620
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,7092 @@
+version = 1
+revision = 3
+requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version >= '3.14'",
+    "python_full_version == '3.13.*'",
+    "python_full_version == '3.12.*'",
+    "python_full_version < '3.12'",
+]
+
+[manifest]
+overrides = [
+    { name = "future", specifier = "==0.18.3" },
+    { name = "markdown", specifier = "==3.8.1" },
+]
+
+[[package]]
+name = "ail-typo-squatting"
+version = "2.7.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "dnspython" },
+    { name = "inflect" },
+    { name = "pyyaml" },
+    { name = "requests" },
+    { name = "retrie" },
+    { name = "tldextract" },
+]
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