diff --git a/.github/workflows/osrm-backend.yml b/.github/workflows/osrm-backend.yml
index 63709e51a..090e9fea7 100644
--- a/.github/workflows/osrm-backend.yml
+++ b/.github/workflows/osrm-backend.yml
@@ -456,7 +456,7 @@ jobs:
         fi
 
         # TBB
-        TBB_VERSION=2021.3.0
+        TBB_VERSION=2021.12.0
         if [[ "${RUNNER_OS}" == "Linux" ]]; then
           TBB_URL="https://github.com/oneapi-src/oneTBB/releases/download/v${TBB_VERSION}/oneapi-tbb-${TBB_VERSION}-lin.tgz"
         elif [[ "${RUNNER_OS}" == "macOS" ]]; then
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9a30ef80d..51605b3ab 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@
       - ADDED: Add support for opposite approach request parameter. [#6842](https://github.com/Project-OSRM/osrm-backend/pull/6842)
       - ADDED: Add support for accessing edge flags in `process_segment` [#6658](https://github.com/Project-OSRM/osrm-backend/pull/6658)
     - Build:
+      - CHANGED: Use Debian Bookworm as base Docker image [#6904](https://github.com/Project-OSRM/osrm-backend/pull/6904)
       - CHANGED: Upgrade CI actions to latest versions [#6893](https://github.com/Project-OSRM/osrm-backend/pull/6893)
       - CHANGED:  Remove outdated warnings #6894 [#6894](https://github.com/Project-OSRM/osrm-backend/pull/6894)
       - ADDED: Add CI job which builds OSRM with gcc 12. [#6455](https://github.com/Project-OSRM/osrm-backend/pull/6455)
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 7bb158132..ca4ae165d 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,15 +1,15 @@
-FROM debian:bullseye-slim as builder
+FROM debian:bookworm-slim as builder
 ARG DOCKER_TAG
 ARG BUILD_CONCURRENCY
 RUN mkdir -p /src  && mkdir -p /opt
 
 RUN apt-get update && \
     apt-get -y --no-install-recommends install ca-certificates cmake make git gcc g++ libbz2-dev libxml2-dev wget \
-    libzip-dev libboost1.74-all-dev lua5.4 liblua5.4-dev pkg-config -o APT::Install-Suggests=0 -o APT::Install-Recommends=0
+    libzip-dev libboost1.81-all-dev lua5.4 liblua5.4-dev pkg-config -o APT::Install-Suggests=0 -o APT::Install-Recommends=0
 
 RUN NPROC=${BUILD_CONCURRENCY:-$(nproc)} && \
     ldconfig /usr/local/lib && \
-    git clone --branch v2021.3.0 --single-branch https://github.com/oneapi-src/oneTBB.git && \
+    git clone --branch v2021.12.0 --single-branch https://github.com/oneapi-src/oneTBB.git && \
     cd oneTBB && \
     mkdir build && \
     cd build && \
@@ -21,6 +21,7 @@ COPY . /src
 WORKDIR /src
 
 RUN NPROC=${BUILD_CONCURRENCY:-$(nproc)} && \
+    export CXXFLAGS="-Wno-array-bounds -Wno-uninitialized" && \
     echo "Building OSRM ${DOCKER_TAG}" && \
     git show --format="%H" | head -n1 > /opt/OSRM_GITSHA && \
     echo "Building OSRM gitsha $(cat /opt/OSRM_GITSHA)" && \
@@ -42,15 +43,15 @@ RUN NPROC=${BUILD_CONCURRENCY:-$(nproc)} && \
 
 # Multistage build to reduce image size - https://docs.docker.com/engine/userguide/eng-image/multistage-build/#use-multi-stage-builds
 # Only the content below ends up in the image, this helps remove /src from the image (which is large)
-FROM debian:bullseye-slim as runstage
+FROM debian:bookworm-slim as runstage
 
 COPY --from=builder /usr/local /usr/local
 COPY --from=builder /opt /opt
 
 RUN apt-get update && \
-    apt-get install -y --no-install-recommends libboost-program-options1.74.0 libboost-regex1.74.0 \
-        libboost-date-time1.74.0 libboost-chrono1.74.0 libboost-filesystem1.74.0 \
-        libboost-iostreams1.74.0 libboost-system1.74.0 libboost-thread1.74.0 \
+    apt-get install -y --no-install-recommends libboost-program-options1.81.0 libboost-regex1.81.0 \
+        libboost-date-time1.81.0 libboost-chrono1.81.0 libboost-filesystem1.81.0 \
+        libboost-iostreams1.81.0 libboost-system1.81.0 libboost-thread1.81.0 \
         expat liblua5.4-0 && \
     rm -rf /var/lib/apt/lists/* && \
 # add /usr/local/lib to ldconfig to allow loading libraries from there