diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index 6d39ae900927d..8ec6b384a6403 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -979,7 +979,7 @@ jobs:
         # Should unpin 'sphinxcontrib-*' after upgrading sphinx>5
         python3.9 -m pip install 'sphinx==4.5.0' mkdocs 'pydata_sphinx_theme>=0.13' sphinx-copybutton nbsphinx numpydoc jinja2 markupsafe 'pyzmq<24.0.0' 'sphinxcontrib-applehelp==1.0.4' 'sphinxcontrib-devhelp==1.0.2' 'sphinxcontrib-htmlhelp==2.0.1' 'sphinxcontrib-qthelp==1.0.3' 'sphinxcontrib-serializinghtml==1.1.5'
         python3.9 -m pip install ipython_genutils # See SPARK-38517
-        python3.9 -m pip install sphinx_plotly_directive 'numpy>=1.20.0' pyarrow pandas 'plotly>=4.8'
+        python3.9 -m pip install sphinx_plotly_directive 'numpy>=1.20.0' pyarrow pandas 'plotly<6.0.0'
         python3.9 -m pip install 'docutils<0.18.0' # See SPARK-39421
     - name: List Python packages
       run: python3.9 -m pip list
diff --git a/.github/workflows/build_python_connect.yml b/.github/workflows/build_python_connect.yml
index d437763d36d35..b85acad5b4ede 100644
--- a/.github/workflows/build_python_connect.yml
+++ b/.github/workflows/build_python_connect.yml
@@ -72,7 +72,7 @@ jobs:
           python packaging/connect/setup.py sdist
           cd dist
           pip install pyspark*connect-*.tar.gz
-          pip install 'six==1.16.0' 'pandas==2.2.3' scipy 'plotly>=4.8' 'mlflow>=2.8.1' coverage matplotlib openpyxl 'memory-profiler>=0.61.0' 'scikit-learn>=1.3.2' 'graphviz==0.20.3' torch torchvision torcheval deepspeed unittest-xml-reporting 'plotly>=4.8'
+          pip install 'six==1.16.0' 'pandas==2.2.3' scipy 'plotly<6.0.0' 'mlflow>=2.8.1' coverage matplotlib openpyxl 'memory-profiler>=0.61.0' 'scikit-learn>=1.3.2' 'graphviz==0.20.3' 'torch<2.6.0' torchvision torcheval deepspeed unittest-xml-reporting 'plotly>=4.8'
       - name: Run tests
         env:
           SPARK_TESTING: 1
diff --git a/.github/workflows/build_python_connect35.yml b/.github/workflows/build_python_connect35.yml
index ba77f2dff75a9..7b854f8b1a28c 100644
--- a/.github/workflows/build_python_connect35.yml
+++ b/.github/workflows/build_python_connect35.yml
@@ -68,7 +68,7 @@ jobs:
           ./build/sbt -Phive Test/package
       - name: Install Python dependencies
         run: |
-          pip install 'numpy==1.25.1' 'pyarrow==12.0.1' 'pandas<=2.0.3' scipy unittest-xml-reporting plotly>=4.8 'mlflow>=2.3.1' coverage 'matplotlib==3.7.2' openpyxl 'memory-profiler==0.60.0' 'scikit-learn==1.1.*'
+          pip install 'numpy==1.25.1' 'pyarrow==12.0.1' 'pandas<=2.0.3' scipy unittest-xml-reporting 'plotly<6.0.0' 'mlflow>=2.3.1' coverage 'matplotlib==3.7.2' openpyxl 'memory-profiler==0.60.0' 'scikit-learn==1.1.*'
 
           # Add Python deps for Spark Connect.
           pip install 'grpcio==1.67.0' 'grpcio-status==1.67.0' 'protobuf==5.29.1' 'googleapis-common-protos==1.65.0' 'graphviz==0.20.3'
diff --git a/.github/workflows/python_macos_test.yml b/.github/workflows/python_macos_test.yml
index 231816750236b..cb6b33fb2a508 100644
--- a/.github/workflows/python_macos_test.yml
+++ b/.github/workflows/python_macos_test.yml
@@ -133,7 +133,7 @@ jobs:
         run: |
           python${{matrix.python}} -m pip install --ignore-installed 'blinker>=1.6.2'
           python${{matrix.python}} -m pip install --ignore-installed 'six==1.16.0'
-          python${{matrix.python}} -m pip install numpy 'pyarrow>=15.0.0' 'six==1.16.0' 'pandas==2.2.3' scipy 'plotly>=4.8' 'mlflow>=2.8.1' coverage matplotlib openpyxl 'memory-profiler>=0.61.0' 'scikit-learn>=1.3.2' unittest-xml-reporting && \
+          python${{matrix.python}} -m pip install numpy 'pyarrow>=15.0.0' 'six==1.16.0' 'pandas==2.2.3' scipy 'plotly<6.0.0' 'mlflow>=2.8.1' coverage matplotlib openpyxl 'memory-profiler>=0.61.0' 'scikit-learn>=1.3.2' unittest-xml-reporting && \
           python${{matrix.python}} -m pip install 'grpcio==1.67.0' 'grpcio-status==1.67.0' 'protobuf==5.29.1' 'googleapis-common-protos==1.65.0' 'graphviz==0.20.3' && \
           python${{matrix.python}} -m pip cache purge && \
           python${{matrix.python}} -m pip list
diff --git a/dev/requirements.txt b/dev/requirements.txt
index 36548c2eae408..1ed5b4f72d655 100644
--- a/dev/requirements.txt
+++ b/dev/requirements.txt
@@ -7,7 +7,7 @@ pyarrow>=11.0.0
 six==1.16.0
 pandas>=2.2.0
 scipy
-plotly>=4.8
+plotly<6.0.0
 mlflow>=2.3.1
 scikit-learn
 matplotlib
@@ -73,7 +73,7 @@ graphviz==0.20.3
 flameprof==0.4
 
 # TorchDistributor dependencies
-torch
+torch<2.6.0
 torchvision
 torcheval
 
diff --git a/dev/spark-test-image/python-309/Dockerfile b/dev/spark-test-image/python-309/Dockerfile
index bfe23bf572add..c8709205b8e38 100644
--- a/dev/spark-test-image/python-309/Dockerfile
+++ b/dev/spark-test-image/python-309/Dockerfile
@@ -67,7 +67,7 @@ RUN apt-get update && apt-get install -y \
     && apt-get clean \
     && rm -rf /var/lib/apt/lists/*
 
-ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly>=4.8 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
+ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly<6.0.0 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
 # Python deps for Spark Connect
 ARG CONNECT_PIP_PKGS="grpcio==1.67.0 grpcio-status==1.67.0 protobuf==5.29.1 googleapis-common-protos==1.65.0 graphviz==0.20.3"
 
@@ -75,6 +75,6 @@ ARG CONNECT_PIP_PKGS="grpcio==1.67.0 grpcio-status==1.67.0 protobuf==5.29.1 goog
 RUN curl -sS https://bootstrap.pypa.io/get-pip.py | python3.9
 RUN python3.9 -m pip install --ignore-installed blinker>=1.6.2 # mlflow needs this
 RUN python3.9 -m pip install --force $BASIC_PIP_PKGS unittest-xml-reporting $CONNECT_PIP_PKGS && \
-    python3.9 -m pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu && \
+    python3.9 -m pip install 'torch<2.6.0' torchvision --index-url https://download.pytorch.org/whl/cpu && \
     python3.9 -m pip install torcheval && \
     python3.9 -m pip cache purge
diff --git a/dev/spark-test-image/python-310/Dockerfile b/dev/spark-test-image/python-310/Dockerfile
index b9875ba969f8d..a44a8b4a2691b 100644
--- a/dev/spark-test-image/python-310/Dockerfile
+++ b/dev/spark-test-image/python-310/Dockerfile
@@ -63,7 +63,7 @@ RUN apt-get update && apt-get install -y \
     && rm -rf /var/lib/apt/lists/*
 
 
-ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly>=4.8 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
+ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly<6.0.0 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
 # Python deps for Spark Connect
 ARG CONNECT_PIP_PKGS="grpcio==1.67.0 grpcio-status==1.67.0 protobuf==5.29.1 googleapis-common-protos==1.65.0 graphviz==0.20.3"
 
@@ -72,6 +72,6 @@ RUN curl -sS https://bootstrap.pypa.io/get-pip.py | python3.10
 RUN python3.10 -m pip install --ignore-installed blinker>=1.6.2 # mlflow needs this
 RUN python3.10 -m pip install --ignore-installed 'six==1.16.0'  # Avoid `python3-six` installation
 RUN python3.10 -m pip install $BASIC_PIP_PKGS unittest-xml-reporting $CONNECT_PIP_PKGS && \
-    python3.10 -m pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu && \
+    python3.10 -m pip install 'torch<2.6.0' torchvision --index-url https://download.pytorch.org/whl/cpu && \
     python3.10 -m pip install deepspeed torcheval && \
     python3.10 -m pip cache purge
diff --git a/dev/spark-test-image/python-311/Dockerfile b/dev/spark-test-image/python-311/Dockerfile
index 48f1fede03c05..646d5a63fc510 100644
--- a/dev/spark-test-image/python-311/Dockerfile
+++ b/dev/spark-test-image/python-311/Dockerfile
@@ -67,7 +67,7 @@ RUN apt-get update && apt-get install -y \
     && rm -rf /var/lib/apt/lists/*
 
 
-ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly>=4.8 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
+ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly<6.0.0 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
 # Python deps for Spark Connect
 ARG CONNECT_PIP_PKGS="grpcio==1.67.0 grpcio-status==1.67.0 protobuf==5.29.1 googleapis-common-protos==1.65.0 graphviz==0.20.3"
 
@@ -75,6 +75,6 @@ ARG CONNECT_PIP_PKGS="grpcio==1.67.0 grpcio-status==1.67.0 protobuf==5.29.1 goog
 RUN curl -sS https://bootstrap.pypa.io/get-pip.py | python3.11
 RUN python3.11 -m pip install --ignore-installed blinker>=1.6.2 # mlflow needs this
 RUN python3.11 -m pip install $BASIC_PIP_PKGS unittest-xml-reporting $CONNECT_PIP_PKGS && \
-    python3.11 -m pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu && \
+    python3.11 -m pip install 'torch<2.6.0' torchvision --index-url https://download.pytorch.org/whl/cpu && \
     python3.11 -m pip install deepspeed torcheval && \
     python3.11 -m pip cache purge
diff --git a/dev/spark-test-image/python-312/Dockerfile b/dev/spark-test-image/python-312/Dockerfile
index 090c20742e652..c2c9fe211695a 100644
--- a/dev/spark-test-image/python-312/Dockerfile
+++ b/dev/spark-test-image/python-312/Dockerfile
@@ -67,7 +67,7 @@ RUN apt-get update && apt-get install -y \
     && rm -rf /var/lib/apt/lists/*
 
 
-ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly>=4.8 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
+ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly<6.0.0 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
 # Python deps for Spark Connect
 ARG CONNECT_PIP_PKGS="grpcio==1.67.0 grpcio-status==1.67.0 protobuf==5.29.1 googleapis-common-protos==1.65.0 graphviz==0.20.3"
 
@@ -75,6 +75,6 @@ ARG CONNECT_PIP_PKGS="grpcio==1.67.0 grpcio-status==1.67.0 protobuf==5.29.1 goog
 RUN curl -sS https://bootstrap.pypa.io/get-pip.py | python3.12
 RUN python3.12 -m pip install --ignore-installed blinker>=1.6.2 # mlflow needs this
 RUN python3.12 -m pip install $BASIC_PIP_PKGS unittest-xml-reporting $CONNECT_PIP_PKGS lxml && \
-    python3.12 -m pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu && \
+    python3.12 -m pip install 'torch<2.6.0' torchvision --index-url https://download.pytorch.org/whl/cpu && \
     python3.12 -m pip install torcheval && \
     python3.12 -m pip cache purge
diff --git a/dev/spark-test-image/python-313/Dockerfile b/dev/spark-test-image/python-313/Dockerfile
index 473f3df8fdb7c..6ad741d890da7 100644
--- a/dev/spark-test-image/python-313/Dockerfile
+++ b/dev/spark-test-image/python-313/Dockerfile
@@ -67,7 +67,7 @@ RUN apt-get update && apt-get install -y \
     && rm -rf /var/lib/apt/lists/*
 
 
-ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly>=4.8 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
+ARG BASIC_PIP_PKGS="numpy pyarrow>=18.0.0 six==1.16.0 pandas==2.2.3 scipy plotly<6.0.0 mlflow>=2.8.1 coverage matplotlib openpyxl memory-profiler>=0.61.0 scikit-learn>=1.3.2"
 ARG CONNECT_PIP_PKGS="grpcio==1.67.0 grpcio-status==1.67.0 protobuf==5.29.1 googleapis-common-protos==1.65.0 graphviz==0.20.3"