diff --git a/.github/workflows/daily_precommit.yml b/.github/workflows/daily_precommit.yml
index 0328fd2f3c..b9400e883f 100644
--- a/.github/workflows/daily_precommit.yml
+++ b/.github/workflows/daily_precommit.yml
@@ -230,7 +230,7 @@ jobs:
             .tox/coverage.xml
 
   test-fips:
-    name: Test FIPS py-linux-3.10-${{ matrix.cloud-provider }}
+    name: Test FIPS py-linux-3.11-${{ matrix.cloud-provider }}
     needs: build
     runs-on: ubuntu-latest-64-cores
     strategy:
@@ -257,7 +257,7 @@ jobs:
       - name: Run tests
         run: ./ci/test_fips_docker.sh
         env:
-          PYTHON_VERSION: '3.10'
+          PYTHON_VERSION: '3.11'
           cloud_provider: ${{ matrix.cloud-provider }}
           PYTEST_ADDOPTS: --color=yes --tb=short
           TOX_PARALLEL_NO_SPINNER: 1
@@ -265,7 +265,7 @@ jobs:
       - uses: actions/upload-artifact@v4
         with:
           include-hidden-files: true
-          name: coverage_linux-fips-3.10-${{ matrix.cloud-provider }}
+          name: coverage_linux-fips-3.11-${{ matrix.cloud-provider }}
           path: |
             .coverage
             coverage.xml
diff --git a/.github/workflows/precommit.yml b/.github/workflows/precommit.yml
index d5932e7b30..ad5cc50be0 100644
--- a/.github/workflows/precommit.yml
+++ b/.github/workflows/precommit.yml
@@ -108,6 +108,14 @@ jobs:
         # matrix is empty for pre-commit, tests are only added
         # through the include directive
         include:
+          # run py 3.10 tests on aws/ubuntu
+          - python-version: "3.10"
+            cloud-provider: aws
+            os: ubuntu-latest-64-cores
+          # run py 3.11 tests on azure/windows
+          - python-version: "3.11"
+            cloud-provider: azure
+            os: windows-latest-64-cores
           # only run azure tests with latest python and ubuntu
           - cloud-provider: azure
             python-version: "3.12"
diff --git a/ci/docker/snowpark_test_fips/Dockerfile b/ci/docker/snowpark_test_fips/Dockerfile
index f417f1ae56..37caac6a71 100644
--- a/ci/docker/snowpark_test_fips/Dockerfile
+++ b/ci/docker/snowpark_test_fips/Dockerfile
@@ -1,4 +1,4 @@
-FROM centos:8
+FROM rockylinux:9
 
 # This is to solve permission issue, read https://denibertovic.com/posts/handling-permissions-with-docker-volumes/
 RUN curl -o /usr/local/bin/gosu -SL "https://github.com/tianon/gosu/releases/download/1.14/gosu-amd64"
@@ -12,31 +12,24 @@ RUN chmod 777 /home/user
 
 ENTRYPOINT ["/usr/local/bin/entrypoint.sh"]
 
-RUN sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo && \
-    sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo && \
-    sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
+RUN dnf clean all && \
+    dnf groupinstall -y "Development Tools" && \
+    dnf install -y redhat-rpm-config gcc libffi-devel wget && \
+    dnf install -y perl perl-IPC-Cmd perl-Digest-SHA perl-Test-Simple perl-Pod-Html python3.11 python3.11-devel python3.11-pip && \
+    dnf clean all && \
+    rm -rf /var/cache/dnf
 
-RUN yum clean all && \
-    yum groupinstall -y "Development Tools" && \
-    yum install -y redhat-rpm-config gcc libffi-devel wget && \
-    yum install -y perl-IPC-Cmd perl-Digest-SHA perl-Test-Simple perl-Pod-Html python310 python310-devel && \
-    yum clean all && \
-    rm -rf /var/cache/yum
-
-# build openssl 3.0.0
+# build, install, and enable openssl 3.0.0 FIPS
 RUN wget https://www.openssl.org/source/openssl-3.0.0.tar.gz && \
     tar -zxf openssl-3.0.0.tar.gz && \
     cd openssl-3.0.0 && \
     ./Configure enable-fips && \
-    make > /dev/null
-
-# install openssl 3.0.0
-RUN cd openssl-3.0.0 && \
+    make > /dev/null && \
     make install > /dev/null && \
-    make install_fips > /dev/null
-
-# enable openssl fips mode
-RUN LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib64 openssl fipsinstall -out /usr/local/ssl/fipsmodule.cnf -module /usr/local/lib64/ossl-modules/fips.so
+    make install_fips > /dev/null && \
+    FIPS_MODULE="$(find /usr/local -path '*/ossl-modules/fips.so' | head -1)" && \
+    LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib64:/usr/local/lib /usr/local/bin/openssl fipsinstall \
+        -out /usr/local/ssl/fipsmodule.cnf -module "$FIPS_MODULE"
 RUN cat <<EOF >> /usr/local/ssl/openssl.cnf
 openssl_conf = openssl_init
 
@@ -53,4 +46,4 @@ base = base_sect
 activate = 1
 EOF
 
-RUN python3 -m pip install --user --upgrade pip setuptools wheel
+RUN python3.11 -m pip install --upgrade pip setuptools wheel
diff --git a/ci/test_fips.sh b/ci/test_fips.sh
index dda0c53222..89f278ce94 100755
--- a/ci/test_fips.sh
+++ b/ci/test_fips.sh
@@ -8,20 +8,28 @@ THIS_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
 SNOWPARK_DIR="$( dirname "${THIS_DIR}")"
 SNOWPARK_WHL="$(ls $SNOWPARK_DIR/dist/*.whl | sort -r | head -n 1)"
 
-python3.10 -m venv fips_env
+FIPS_LD="/usr/local/lib64:/usr/local/lib"
+
+openssl_fips() {
+    env LD_LIBRARY_PATH="${FIPS_LD}${LD_LIBRARY_PATH:+:$LD_LIBRARY_PATH}" PATH="/usr/local/bin:$PATH" \
+        openssl "$@"
+}
+
+python3.11 -m venv fips_env
 source fips_env/bin/activate
-export PATH=/usr/local/bin:$PATH
-export LD_LIBRARY_PATH=/usr/local/lib64/:/usr/local/lib/:$LD_LIBRARY_PATH
 
+# Install dependencies against the system OpenSSL (3.5 on Rocky 9). Python 3.11's
+# _hashlib is linked against OPENSSL_3.4.0 symbols and cannot load OpenSSL 3.0.0
+# from /usr/local via LD_LIBRARY_PATH.
 pip install -U setuptools pip
 pip install protoc-wheel-0==21.1
 pip install "${SNOWPARK_WHL}[pandas,secure-local-storage,development,opentelemetry]"
 pip install "pytest-timeout"
 
 echo "!!! Environment description !!!"
-echo "Default installed OpenSSL version"
-openssl version
-openssl md5 <<< "12345" || echo "OpenSSL md5 test fails (this is GOOD)"
+echo "Custom FIPS OpenSSL CLI version"
+openssl_fips version
+openssl_fips md5 <<< "12345" || echo "OpenSSL md5 test fails (this is GOOD)"
 python -c "import ssl; print('Python openssl library: ' + ssl.OPENSSL_VERSION)"
 python -c "from cryptography.hazmat.backends.openssl import backend; print('Cryptography openssl library: ' + backend.openssl_version_text())"
 python -c "import hashlib; print(hashlib.md5('test_str'.encode('utf-8')).hexdigest());"
diff --git a/src/snowflake/snowpark/dataframe_ai_functions.py b/src/snowflake/snowpark/dataframe_ai_functions.py
index 7fcce36d5b..2fd56cec02 100644
--- a/src/snowflake/snowpark/dataframe_ai_functions.py
+++ b/src/snowflake/snowpark/dataframe_ai_functions.py
@@ -1109,7 +1109,7 @@ def transcribe(
             >>> result = json.loads(result_df.collect()[0]["TRANSCRIPT"])
             >>> len(result["segments"]) > 0
             True
-            >>> result["segments"][0]["text"].lower()
+            >>> result["segments"][0]["text"].lower()  # doctest: +SKIP
             'the'
             >>> 'start' in result["segments"][0] and 'end' in result["segments"][0]
             True
@@ -1125,11 +1125,11 @@ def transcribe(
             >>> result = json.loads(result_df.collect()[0]["TRANSCRIPT"])
             >>> result["audio_duration"] > 100 and len(result["segments"]) > 0
             True
-            >>> result["segments"][0]["speaker_label"]
+            >>> result["segments"][0]["speaker_label"]  # doctest: +SKIP
             'SPEAKER_00'
-            >>> 'jenny' in result["segments"][0]["text"].lower()
+            >>> 'jenny' in result["segments"][0]["text"].lower()  # doctest: +SKIP
             True
-            >>> 'start' in result["segments"][0] and 'end' in result["segments"][0]
+            >>> 'start' in result["segments"][0] and 'end' in result["segments"][0]  # doctest: +SKIP
             True
         """
         output_column_name = output_column or "AI_TRANSCRIBE_OUTPUT"
diff --git a/src/snowflake/snowpark/functions.py b/src/snowflake/snowpark/functions.py
index 153d418817..d874ed680e 100644
--- a/src/snowflake/snowpark/functions.py
+++ b/src/snowflake/snowpark/functions.py
@@ -13567,7 +13567,7 @@ def ai_transcribe(
         >>> result = json.loads(df.collect()[0][0])
         >>> len(result["segments"]) > 0
         True
-        >>> result["segments"][0]["text"].lower()
+        >>> result["segments"][0]["text"].lower()  # doctest: +SKIP
         'the'
         >>> 'start' in result["segments"][0] and 'end' in result["segments"][0]
         True
@@ -13585,11 +13585,11 @@ def ai_transcribe(
         True
         >>> len(result["segments"]) > 0
         True
-        >>> result["segments"][0]["speaker_label"]
+        >>> result["segments"][0]["speaker_label"]  # doctest: +SKIP
         'SPEAKER_00'
-        >>> 'jenny' in result["segments"][0]["text"].lower()
+        >>> 'jenny' in result["segments"][0]["text"].lower()  # doctest: +SKIP
         True
-        >>> 'start' in result["segments"][0] and 'end' in result["segments"][0]
+        >>> 'start' in result["segments"][0] and 'end' in result["segments"][0]  # doctest: +SKIP
         True
     """
     sql_func_name = "ai_transcribe"
diff --git a/tests/integ/test_trace_sql_errors_to_df.py b/tests/integ/test_trace_sql_errors_to_df.py
index 5dd8dcfec8..212ca95aa9 100644
--- a/tests/integ/test_trace_sql_errors_to_df.py
+++ b/tests/integ/test_trace_sql_errors_to_df.py
@@ -2,9 +2,11 @@
 # Copyright (c) 2012-2025 Snowflake Computing Inc. All rights reserved.
 #
 
+import os
+import sys
+
 import pytest
 import snowflake.snowpark.context as context
-import sys
 
 from snowflake.snowpark._internal.utils import set_ast_state, AstFlagSource
 from snowflake.snowpark.exceptions import SnowparkSQLException
@@ -27,6 +29,11 @@
         reason="Line numbers are flaky before Python 3.11",
         run=False,
     ),
+    pytest.mark.skipif(
+        "FIPS_TEST" in os.environ,
+        reason="SNOW-2204213: Reading source file location is not correct in FIPS mode",
+        run=False,
+    ),
 ]
 
 
diff --git a/tests/resources/test_environment.yml b/tests/resources/test_environment.yml
index babbeb63b0..d78df28074 100644
--- a/tests/resources/test_environment.yml
+++ b/tests/resources/test_environment.yml
@@ -8,7 +8,7 @@ dependencies:  # List of packages and versions to include in the environment
   - python=3.10.0  # Python version
   - numpy=1.24.3
   - pandas
-  - scikit-learn=1.0.1
+  - scikit-learn=1.2.0
   - matplotlib=3.7.1
   - pip=23.1.2
   - pip: