diff --git a/build_tools/azure/pylatest_conda_forge_mkl_linux-64_conda.lock b/build_tools/azure/pylatest_conda_forge_mkl_linux-64_conda.lock
index 752e32b1d6220..e59404401fb68 100644
--- a/build_tools/azure/pylatest_conda_forge_mkl_linux-64_conda.lock
+++ b/build_tools/azure/pylatest_conda_forge_mkl_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 2622dc7361d0af53cfb31534b939a13e48192a3260137ba4ec20083659c2e5fa
+# input_hash: 29e3d76c436ee8cb86d5976aa41ef8822f991c469202b8d12fc27e43576ec805
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda#2f4327a1cbe7f022401b236e915a5fef
@@ -54,7 +54,7 @@ https://conda.anaconda.org/conda-forge/linux-64/mpg123-1.32.6-h59595ed_0.conda#9
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h59595ed_0.conda#fcea371545eda051b6deafb24889fc69
 https://conda.anaconda.org/conda-forge/linux-64/ninja-1.12.1-h297d8ca_0.conda#3aa1c7e292afeff25a0091ddd7c69b72
 https://conda.anaconda.org/conda-forge/linux-64/nspr-4.35-h27087fc_0.conda#da0ec11a6454ae19bff5b02ed881a2b1
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-hd590300_0.conda#c0f3abb4a16477208bbd43a39bd56f18
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda#b8934d399b56d73e323403e183d009c5
 https://conda.anaconda.org/conda-forge/linux-64/pixman-0.43.2-h59595ed_0.conda#71004cbf7924e19c02746ccde9fd7123
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
 https://conda.anaconda.org/conda-forge/linux-64/rdma-core-28.9-h59595ed_1.conda#aeffb7c06b5f65e55e6c637408dc4100
@@ -144,7 +144,7 @@ https://conda.anaconda.org/conda-forge/linux-64/lcms2-2.16-hb7c19ff_0.conda#51bb
 https://conda.anaconda.org/conda-forge/linux-64/libclang-cpp15-15.0.7-default_h127d8a8_5.conda#d0a9633b53cdc319b8a1a532ae7822b8
 https://conda.anaconda.org/conda-forge/linux-64/libclang13-18.1.5-default_h5d6823c_0.conda#60c39a00b694c98da03f67a3ba1d7499
 https://conda.anaconda.org/conda-forge/linux-64/libcups-2.3.3-h4637d8d_4.conda#d4529f4dff3057982a7617c7ac58fde3
-https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.7.1-hca28451_0.conda#755c7f876815003337d2c61ff5d047e5
+https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.8.0-hca28451_0.conda#f21c27f076a07907e70c49bb57bd0f20
 https://conda.anaconda.org/conda-forge/linux-64/libflac-1.4.3-h59595ed_0.conda#ee48bf17cc83a00f59ca1494d5646869
 https://conda.anaconda.org/conda-forge/linux-64/libgpg-error-1.49-h4f305b6_0.conda#dfcfd72c7a430d3616763ecfbefe4ca9
 https://conda.anaconda.org/conda-forge/linux-64/libpq-16.3-ha72fbe1_0.conda#bac737ae28b79cfbafd515258d97d29e
@@ -156,7 +156,7 @@ https://conda.anaconda.org/conda-forge/noarch/ply-3.11-pyhd8ed1ab_2.conda#18c6de
 https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.1.2-pyhd8ed1ab_0.conda#b9a4dacf97241704529131a0dfc0494f
 https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2024.1-pyhd8ed1ab_0.conda#98206ea9954216ee7540f0c773f2104d
 https://conda.anaconda.org/conda-forge/noarch/pytz-2024.1-pyhd8ed1ab_0.conda#3eeeeb9e4827ace8c0c1419c85d590ad
-https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda#7462280d81f639363e6e63c81276bd9e
+https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda#c8ddb4f34a208df4dd42509a0f6a1c89
 https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2#e5f25f8dbc060e9a8d912e432202afc2
 https://conda.anaconda.org/conda-forge/linux-64/tbb-2021.12.0-h297d8ca_1.conda#3ff978d8994f591818a506640c6a7071
 https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.5.0-pyhc1e730c_0.conda#df68d78237980a159bd7149f33c0e8fd
@@ -185,7 +185,7 @@ https://conda.anaconda.org/conda-forge/linux-64/mkl-2022.2.1-h84fe81f_16997.cond
 https://conda.anaconda.org/conda-forge/linux-64/pillow-10.3.0-py311h18e6fac_0.conda#6c520a9d36c9d7270988c7a6c360d6d4
 https://conda.anaconda.org/conda-forge/noarch/pip-24.0-pyhd8ed1ab_0.conda#f586ac1e56c8638b64f9c8122a7b8a67
 https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.8.0-pyhd8ed1ab_0.conda#573fe09d7bd0cd4bcc210d8369b5ca47
-https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.4-pyhd8ed1ab_0.conda#a9d145de8c5f064b5fa68fb34725d9f4
+https://conda.anaconda.org/conda-forge/noarch/pytest-8.2.1-pyhd8ed1ab_0.conda#e4418e8bdbaa8eea28e047531e6763c8
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda#2cf4264fffb9e6eff6031c5b6884d61c
 https://conda.anaconda.org/conda-forge/linux-64/sip-6.7.12-py311hb755f60_0.conda#02336abab4cb5dd794010ef53c54bd09
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.3.14-hf3aad02_1.conda#a968ffa7e9fe0c257628033d393e512f
diff --git a/build_tools/azure/pylatest_conda_forge_mkl_linux-64_environment.yml b/build_tools/azure/pylatest_conda_forge_mkl_linux-64_environment.yml
index 30686a983ab35..30a2fe1d1812a 100644
--- a/build_tools/azure/pylatest_conda_forge_mkl_linux-64_environment.yml
+++ b/build_tools/azure/pylatest_conda_forge_mkl_linux-64_environment.yml
@@ -14,7 +14,7 @@ dependencies:
   - matplotlib
   - pandas
   - pyamg
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pip
diff --git a/build_tools/azure/pylatest_conda_forge_mkl_osx-64_conda.lock b/build_tools/azure/pylatest_conda_forge_mkl_osx-64_conda.lock
index 5e83abb9667a2..827eaabd3aaac 100644
--- a/build_tools/azure/pylatest_conda_forge_mkl_osx-64_conda.lock
+++ b/build_tools/azure/pylatest_conda_forge_mkl_osx-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: osx-64
-# input_hash: 05036df523e23d48cff7b6355ca081c5e5b41d8c5078cb9e1352f79e661d0549
+# input_hash: 134a56cb648e4588930416968ccdd27a7b83285f04712b032c6d07291b51b526
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h10d778d_5.conda#6097a6ca9ada32699b5fc4312dd6ef18
 https://conda.anaconda.org/conda-forge/osx-64/ca-certificates-2024.2.2-h8857fd0_0.conda#f2eacee8c33c43692f1ccfd33d0f50b1
@@ -30,7 +30,7 @@ https://conda.anaconda.org/conda-forge/osx-64/libsqlite-3.45.3-h92b6c6a_0.conda#
 https://conda.anaconda.org/conda-forge/osx-64/libxcb-1.15-hb7f2c08_0.conda#5513f57e0238c87c12dffedbcc9c1a4a
 https://conda.anaconda.org/conda-forge/osx-64/libxml2-2.12.7-h3e169fe_0.conda#4c04ba47fdd2ebecc1d3b6a77534d9ef
 https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-18.1.5-h39e0ece_0.conda#ee12a644568269838b91f901b2537425
-https://conda.anaconda.org/conda-forge/osx-64/openssl-3.3.0-hd75f5a5_0.conda#eb8c33aa7929a7714eab8b90c1d88afe
+https://conda.anaconda.org/conda-forge/osx-64/openssl-3.3.0-h87427d6_2.conda#fa4859f58b1810d77089b0482c886da0
 https://conda.anaconda.org/conda-forge/osx-64/readline-8.2-h9e318b2_1.conda#f17f77f2acf4d344734bda76829ce14e
 https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-h1abcd95_1.conda#bf830ba5afc507c6232d4ef0fb1a882d
 https://conda.anaconda.org/conda-forge/osx-64/zlib-1.2.13-h8a1eda9_5.conda#75a8a98b1c4671c5d2897975731da42d
@@ -68,7 +68,7 @@ https://conda.anaconda.org/conda-forge/noarch/pluggy-1.5.0-pyhd8ed1ab_0.conda#d3
 https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.1.2-pyhd8ed1ab_0.conda#b9a4dacf97241704529131a0dfc0494f
 https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2024.1-pyhd8ed1ab_0.conda#98206ea9954216ee7540f0c773f2104d
 https://conda.anaconda.org/conda-forge/noarch/pytz-2024.1-pyhd8ed1ab_0.conda#3eeeeb9e4827ace8c0c1419c85d590ad
-https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda#7462280d81f639363e6e63c81276bd9e
+https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda#c8ddb4f34a208df4dd42509a0f6a1c89
 https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2#e5f25f8dbc060e9a8d912e432202afc2
 https://conda.anaconda.org/conda-forge/osx-64/tbb-2021.12.0-h3c5361c_1.conda#e23dd312f13ffe470cc4fdeaddc7a32e
 https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.5.0-pyhc1e730c_0.conda#df68d78237980a159bd7149f33c0e8fd
@@ -90,7 +90,7 @@ https://conda.anaconda.org/conda-forge/osx-64/mpc-1.3.1-h81bd1dd_0.conda#c752c0e
 https://conda.anaconda.org/conda-forge/osx-64/openjpeg-2.5.2-h7310d3a_0.conda#05a14cc9d725dd74995927968d6547e3
 https://conda.anaconda.org/conda-forge/noarch/pip-24.0-pyhd8ed1ab_0.conda#f586ac1e56c8638b64f9c8122a7b8a67
 https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.8.0-pyhd8ed1ab_0.conda#573fe09d7bd0cd4bcc210d8369b5ca47
-https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.4-pyhd8ed1ab_0.conda#a9d145de8c5f064b5fa68fb34725d9f4
+https://conda.anaconda.org/conda-forge/noarch/pytest-8.2.1-pyhd8ed1ab_0.conda#e4418e8bdbaa8eea28e047531e6763c8
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda#2cf4264fffb9e6eff6031c5b6884d61c
 https://conda.anaconda.org/conda-forge/osx-64/ccache-4.9.1-h41adc32_0.conda#45aaf96b67840bd98a928de8679098fa
 https://conda.anaconda.org/conda-forge/osx-64/cctools-986-h40f6528_0.conda#b7a2ca0062a6ee8bc4e83ec887bef942
diff --git a/build_tools/azure/pylatest_conda_forge_mkl_osx-64_environment.yml b/build_tools/azure/pylatest_conda_forge_mkl_osx-64_environment.yml
index cfa1b7689a4ad..ad177e4ed391b 100644
--- a/build_tools/azure/pylatest_conda_forge_mkl_osx-64_environment.yml
+++ b/build_tools/azure/pylatest_conda_forge_mkl_osx-64_environment.yml
@@ -14,7 +14,7 @@ dependencies:
   - matplotlib
   - pandas
   - pyamg
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pip
diff --git a/build_tools/azure/pylatest_conda_mkl_no_openmp_environment.yml b/build_tools/azure/pylatest_conda_mkl_no_openmp_environment.yml
index 01bd378aa121a..7e85b28b3f6c4 100644
--- a/build_tools/azure/pylatest_conda_mkl_no_openmp_environment.yml
+++ b/build_tools/azure/pylatest_conda_mkl_no_openmp_environment.yml
@@ -12,12 +12,11 @@ dependencies:
   - matplotlib
   - pandas
   - pyamg
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pip
   - ninja
-  - meson-python
   - pytest-cov
   - coverage
   - ccache
@@ -25,3 +24,4 @@ dependencies:
   - pip:
     - cython
     - threadpoolctl
+    - meson-python
diff --git a/build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock b/build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock
index ec92612048448..418cf7a32a350 100644
--- a/build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock
+++ b/build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: osx-64
-# input_hash: e0d2cf2593df1f2c6969d68cf849136bee785b51f6cfc50ea1bdca2143d4a051
+# input_hash: 197b213ba4980b3e95dcd438da09eb9b55e4bf5a4d8e6d3ddab29275aa22556a
 @EXPLICIT
 https://repo.anaconda.com/pkgs/main/osx-64/blas-1.0-mkl.conda#cb2c87e85ac8e0ceae776d26d4214c8a
 https://repo.anaconda.com/pkgs/main/osx-64/bzip2-1.0.8-h6c40b1e_6.conda#96224786021d0765ce05818fa3c59bdb
@@ -26,7 +26,7 @@ https://repo.anaconda.com/pkgs/main/osx-64/libgfortran5-11.3.0-h9dfd629_28.conda
 https://repo.anaconda.com/pkgs/main/osx-64/libpng-1.6.39-h6c40b1e_0.conda#a3c824835f53ad27aeb86d2b55e47804
 https://repo.anaconda.com/pkgs/main/osx-64/lz4-c-1.9.4-hcec6c5f_1.conda#aee0efbb45220e1985533dbff48551f8
 https://repo.anaconda.com/pkgs/main/osx-64/ninja-base-1.10.2-haf03e11_5.conda#c857c13129710a61395270656905c4a2
-https://repo.anaconda.com/pkgs/main/osx-64/openssl-3.0.13-hca72f7f_1.conda#e526d7e2e79132a11b4746cf305c45b5
+https://repo.anaconda.com/pkgs/main/osx-64/openssl-3.0.13-hca72f7f_2.conda#4f840ec6217dff98040ff6be19cf3afb
 https://repo.anaconda.com/pkgs/main/osx-64/readline-8.2-hca72f7f_0.conda#971667436260e523f6f7355fdfa238bf
 https://repo.anaconda.com/pkgs/main/osx-64/tbb-2021.8.0-ha357a0b_0.conda#fb48530a3eea681c11dafb95b3387c0f
 https://repo.anaconda.com/pkgs/main/osx-64/tk-8.6.14-h4d00af3_0.conda#a2c03940c2ae54614301ec82e6a98d75
@@ -61,14 +61,11 @@ https://repo.anaconda.com/pkgs/main/osx-64/tornado-6.3.3-py312h6c40b1e_0.conda#4
 https://repo.anaconda.com/pkgs/main/osx-64/unicodedata2-15.1.0-py312h6c40b1e_0.conda#65bd2cb787fc99662d9bb6e6520c5826
 https://repo.anaconda.com/pkgs/main/osx-64/wheel-0.43.0-py312hecd8cb5_0.conda#c0bdd5748b170523232e8ad1d667136c
 https://repo.anaconda.com/pkgs/main/osx-64/fonttools-4.51.0-py312h6c40b1e_0.conda#8f55fa86b73e8a7f4403503f9b7a9959
-https://repo.anaconda.com/pkgs/main/osx-64/meson-1.3.1-py312hecd8cb5_0.conda#43963a2b38becce4caa95434b8c96837
 https://repo.anaconda.com/pkgs/main/osx-64/numpy-base-1.26.4-py312h6f81483_0.conda#87f73efbf26ab2e2ea7c32481a71bd47
 https://repo.anaconda.com/pkgs/main/osx-64/pillow-10.3.0-py312h6c40b1e_0.conda#fe883fa4247d35fe6de49f713529ca02
 https://repo.anaconda.com/pkgs/main/osx-64/pip-24.0-py312hecd8cb5_0.conda#7a8e0b1d3742ddf1c8aa97fbaa158039
-https://repo.anaconda.com/pkgs/main/osx-64/pyproject-metadata-0.7.1-py312hecd8cb5_0.conda#e91ce37477d24dcdf7e0a8b93c5e72fd
 https://repo.anaconda.com/pkgs/main/osx-64/pytest-7.4.0-py312hecd8cb5_0.conda#b816a2439ba9b87524aec74d58e55b0a
 https://repo.anaconda.com/pkgs/main/osx-64/python-dateutil-2.9.0post0-py312hecd8cb5_0.conda#b3ed54eb118325785284dd18bfceca19
-https://repo.anaconda.com/pkgs/main/osx-64/meson-python-0.15.0-py312h6c40b1e_0.conda#688ab56b9d8e5a2e3f018ca3ce34e061
 https://repo.anaconda.com/pkgs/main/osx-64/pytest-cov-4.1.0-py312hecd8cb5_1.conda#a33a24eb20359f464938e75b2f57e23a
 https://repo.anaconda.com/pkgs/main/osx-64/pytest-xdist-3.5.0-py312hecd8cb5_0.conda#d1ecfb3691cceecb1f16bcfdf0b67bb5
 https://repo.anaconda.com/pkgs/main/osx-64/bottleneck-1.3.7-py312h32608ca_0.conda#f96a01eba5ea542cf9c7cc8d77447627
@@ -83,4 +80,7 @@ https://repo.anaconda.com/pkgs/main/osx-64/scipy-1.11.4-py312h81688c2_0.conda#7d
 https://repo.anaconda.com/pkgs/main/osx-64/pandas-2.2.1-py312he282a81_0.conda#021b70a1e40efb75b89eb8ebdb347132
 https://repo.anaconda.com/pkgs/main/osx-64/pyamg-4.2.3-py312h44cbcf4_0.conda#3bdc7be74087b3a5a83c520a74e1e8eb
 # pip cython @ https://files.pythonhosted.org/packages/d5/6d/06c08d75adb98cdf72af18801e193d22580cc86ca553610f430f18ea26b3/Cython-3.0.10-cp312-cp312-macosx_10_9_x86_64.whl#sha256=8f2864ab5fcd27a346f0b50f901ebeb8f60b25a60a575ccfd982e7f3e9674914
+# pip meson @ https://files.pythonhosted.org/packages/33/75/b1a37fa7b2dbca8c0dbb04d5cdd7e2720c8ef6febe41b4a74866350e041c/meson-1.4.0-py3-none-any.whl#sha256=476a458d51fcfa322a6bdc64da5138997c542d08e6b2e49b9fa68c46fd7c4475
 # pip threadpoolctl @ https://files.pythonhosted.org/packages/4b/2c/ffbf7a134b9ab11a67b0cf0726453cedd9c5043a4fe7a35d1cefa9a1bcfb/threadpoolctl-3.5.0-py3-none-any.whl#sha256=56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467
+# pip pyproject-metadata @ https://files.pythonhosted.org/packages/aa/5f/bb5970d3d04173b46c9037109f7f05fc8904ff5be073ee49bb6ff00301bc/pyproject_metadata-0.8.0-py3-none-any.whl#sha256=ad858d448e1d3a1fb408ac5bac9ea7743e7a8bbb472f2693aaa334d2db42f526
+# pip meson-python @ https://files.pythonhosted.org/packages/91/c0/104cb6244c83fe6bc3886f144cc433db0c0c78efac5dc00e409a5a08c87d/meson_python-0.16.0-py3-none-any.whl#sha256=842dc9f5dc29e55fc769ff1b6fe328412fe6c870220fc321060a1d2d395e69e8
diff --git a/build_tools/azure/pylatest_pip_openblas_pandas_environment.yml b/build_tools/azure/pylatest_pip_openblas_pandas_environment.yml
index 0f82886f4acb2..adb7add7622e1 100644
--- a/build_tools/azure/pylatest_pip_openblas_pandas_environment.yml
+++ b/build_tools/azure/pylatest_pip_openblas_pandas_environment.yml
@@ -16,7 +16,7 @@ dependencies:
     - matplotlib
     - pandas
     - pyamg
-    - pytest<8
+    - pytest
     - pytest-xdist
     - pillow
     - ninja
diff --git a/build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock b/build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock
index afccc559e409a..c841fae4fe6b5 100644
--- a/build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock
+++ b/build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: d4063b0b99f7a39e30c5f6e2d9c5dd293d9b206ce326841bf811534ea1be79f0
+# input_hash: af52e4ce613b7668e1e28daaea07461722275d345395a5eaced4e07a16998179
 @EXPLICIT
 https://repo.anaconda.com/pkgs/main/linux-64/_libgcc_mutex-0.1-main.conda#c3473ff8bdb3d124ed5ff11ec380d6f9
 https://repo.anaconda.com/pkgs/main/linux-64/ca-certificates-2024.3.11-h06a4308_0.conda#08529eb3504712baabcbda266a19feb7
@@ -71,9 +71,9 @@ https://repo.anaconda.com/pkgs/main/linux-64/pip-24.0-py39h06a4308_0.conda#7f8ce
 # pip jinja2 @ https://files.pythonhosted.org/packages/31/80/3a54838c3fb461f6fec263ebf3a3a41771bd05190238de3486aae8540c36/jinja2-3.1.4-py3-none-any.whl#sha256=bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d
 # pip lazy-loader @ https://files.pythonhosted.org/packages/83/60/d497a310bde3f01cb805196ac61b7ad6dc5dcf8dce66634dc34364b20b4f/lazy_loader-0.4-py3-none-any.whl#sha256=342aa8e14d543a154047afb4ba8ef17f5563baad3fc610d7b15b213b0f119efc
 # pip pyproject-metadata @ https://files.pythonhosted.org/packages/aa/5f/bb5970d3d04173b46c9037109f7f05fc8904ff5be073ee49bb6ff00301bc/pyproject_metadata-0.8.0-py3-none-any.whl#sha256=ad858d448e1d3a1fb408ac5bac9ea7743e7a8bbb472f2693aaa334d2db42f526
-# pip pytest @ https://files.pythonhosted.org/packages/51/ff/f6e8b8f39e08547faece4bd80f89d5a8de68a38b2d179cc1c4490ffa3286/pytest-7.4.4-py3-none-any.whl#sha256=b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8
+# pip pytest @ https://files.pythonhosted.org/packages/b4/c1/27a1274b73712232328cb5115030057b7dec377f36a518c83f2e01d4f305/pytest-8.2.1-py3-none-any.whl#sha256=faccc5d332b8c3719f40283d0d44aa5cf101cec36f88cde9ed8f2bc0538612b1
 # pip python-dateutil @ https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl#sha256=a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
-# pip requests @ https://files.pythonhosted.org/packages/70/8e/0e2d847013cb52cd35b38c009bb167a1a26b2ce6cd6965bf26b47bc0bf44/requests-2.31.0-py3-none-any.whl#sha256=58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f
+# pip requests @ https://files.pythonhosted.org/packages/c3/20/748e38b466e0819491f0ce6e90ebe4184966ee304fe483e2c414b0f4ef07/requests-2.32.2-py3-none-any.whl#sha256=fc06670dd0ed212426dfeb94fc1b983d917c4f9847c863f313c9dfaaffb7c23c
 # pip scipy @ https://files.pythonhosted.org/packages/c6/ba/a778e6c0020d728c119b0379805a357135fe8c9bc87fdb7e0750ca11319f/scipy-1.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=28e286bf9ac422d6beb559bc61312c348ca9b0f0dae0d7c5afde7f722d6ea13d
 # pip tifffile @ https://files.pythonhosted.org/packages/c1/79/29d0fa40017f7b749ce344759dcc21e2ec9bbb81fc69ca2ce06e261f83f0/tifffile-2024.5.10-py3-none-any.whl#sha256=4154f091aa24d4e75bfad9ab2d5424a68c70e67b8220188066dc61946d4551bd
 # pip lightgbm @ https://files.pythonhosted.org/packages/ba/11/cb8b67f3cbdca05b59a032bb57963d4fe8c8d18c3870f30bed005b7f174d/lightgbm-4.3.0-py3-none-manylinux_2_28_x86_64.whl#sha256=104496a3404cb2452d3412cbddcfbfadbef9c372ea91e3a9b8794bcc5183bf07
diff --git a/build_tools/azure/pylatest_pip_scipy_dev_environment.yml b/build_tools/azure/pylatest_pip_scipy_dev_environment.yml
index 7d8e7a66d987e..01709b79e3720 100644
--- a/build_tools/azure/pylatest_pip_scipy_dev_environment.yml
+++ b/build_tools/azure/pylatest_pip_scipy_dev_environment.yml
@@ -9,7 +9,7 @@ dependencies:
   - pip
   - pip:
     - threadpoolctl
-    - pytest<8
+    - pytest
     - pytest-xdist
     - pip
     - ninja
diff --git a/build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock b/build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock
index e4305c97b76bc..f8cc75936e789 100644
--- a/build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock
+++ b/build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 777413179f12c3f7972520657eb2c826ffd6ff4c15e5da73631696b7ef07c3f2
+# input_hash: 893691ececb72bbf81101535204fa5694d898312941037a946e81dcb5cc2c322
 @EXPLICIT
 https://repo.anaconda.com/pkgs/main/linux-64/_libgcc_mutex-0.1-main.conda#c3473ff8bdb3d124ed5ff11ec380d6f9
 https://repo.anaconda.com/pkgs/main/linux-64/ca-certificates-2024.3.11-h06a4308_0.conda#08529eb3504712baabcbda266a19feb7
@@ -56,9 +56,9 @@ https://repo.anaconda.com/pkgs/main/linux-64/pip-24.0-py312h06a4308_0.conda#6d96
 # pip urllib3 @ https://files.pythonhosted.org/packages/a2/73/a68704750a7679d0b6d3ad7aa8d4da8e14e151ae82e6fee774e6e0d05ec8/urllib3-2.2.1-py3-none-any.whl#sha256=450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d
 # pip jinja2 @ https://files.pythonhosted.org/packages/31/80/3a54838c3fb461f6fec263ebf3a3a41771bd05190238de3486aae8540c36/jinja2-3.1.4-py3-none-any.whl#sha256=bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d
 # pip pyproject-metadata @ https://files.pythonhosted.org/packages/aa/5f/bb5970d3d04173b46c9037109f7f05fc8904ff5be073ee49bb6ff00301bc/pyproject_metadata-0.8.0-py3-none-any.whl#sha256=ad858d448e1d3a1fb408ac5bac9ea7743e7a8bbb472f2693aaa334d2db42f526
-# pip pytest @ https://files.pythonhosted.org/packages/51/ff/f6e8b8f39e08547faece4bd80f89d5a8de68a38b2d179cc1c4490ffa3286/pytest-7.4.4-py3-none-any.whl#sha256=b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8
+# pip pytest @ https://files.pythonhosted.org/packages/b4/c1/27a1274b73712232328cb5115030057b7dec377f36a518c83f2e01d4f305/pytest-8.2.1-py3-none-any.whl#sha256=faccc5d332b8c3719f40283d0d44aa5cf101cec36f88cde9ed8f2bc0538612b1
 # pip python-dateutil @ https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl#sha256=a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
-# pip requests @ https://files.pythonhosted.org/packages/70/8e/0e2d847013cb52cd35b38c009bb167a1a26b2ce6cd6965bf26b47bc0bf44/requests-2.31.0-py3-none-any.whl#sha256=58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f
+# pip requests @ https://files.pythonhosted.org/packages/c3/20/748e38b466e0819491f0ce6e90ebe4184966ee304fe483e2c414b0f4ef07/requests-2.32.2-py3-none-any.whl#sha256=fc06670dd0ed212426dfeb94fc1b983d917c4f9847c863f313c9dfaaffb7c23c
 # pip meson-python @ https://files.pythonhosted.org/packages/91/c0/104cb6244c83fe6bc3886f144cc433db0c0c78efac5dc00e409a5a08c87d/meson_python-0.16.0-py3-none-any.whl#sha256=842dc9f5dc29e55fc769ff1b6fe328412fe6c870220fc321060a1d2d395e69e8
 # pip pooch @ https://files.pythonhosted.org/packages/f4/72/8ae0f1ba4ce6a4f6d4d01a60a9fdf690fde188c45c1872b0b4ddb0607ace/pooch-1.8.1-py3-none-any.whl#sha256=6b56611ac320c239faece1ac51a60b25796792599ce5c0b1bb87bf01df55e0a9
 # pip pytest-cov @ https://files.pythonhosted.org/packages/78/3a/af5b4fa5961d9a1e6237b530eb87dd04aea6eb83da09d2a4073d81b54ccf/pytest_cov-5.0.0-py3-none-any.whl#sha256=4f0764a1219df53214206bf1feea4633c3b558a2925c8b59f144f682861ce652
diff --git a/build_tools/azure/pymin_conda_defaults_openblas_environment.yml b/build_tools/azure/pymin_conda_defaults_openblas_environment.yml
index 3a8379e28068e..a82ba18e27980 100644
--- a/build_tools/azure/pymin_conda_defaults_openblas_environment.yml
+++ b/build_tools/azure/pymin_conda_defaults_openblas_environment.yml
@@ -12,7 +12,7 @@ dependencies:
   - joblib=1.2.0  # min
   - matplotlib=3.3.4  # min
   - pyamg
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pytest-cov
diff --git a/build_tools/azure/pymin_conda_defaults_openblas_linux-64_conda.lock b/build_tools/azure/pymin_conda_defaults_openblas_linux-64_conda.lock
index 6e46719df47c4..8cecfc60c4c9d 100644
--- a/build_tools/azure/pymin_conda_defaults_openblas_linux-64_conda.lock
+++ b/build_tools/azure/pymin_conda_defaults_openblas_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 7d61cf4d650f87956531ca703b2ac2eabd6d427b07664416d5420eb73b39bdf1
+# input_hash: 244b6a064d3785ea62baaf9436848821d153846b455c2976f5e811182e848c83
 @EXPLICIT
 https://repo.anaconda.com/pkgs/main/linux-64/_libgcc_mutex-0.1-main.conda#c3473ff8bdb3d124ed5ff11ec380d6f9
 https://repo.anaconda.com/pkgs/main/linux-64/blas-1.0-openblas.conda#9ddfcaef10d79366c90128f5dc444be8
diff --git a/build_tools/azure/pymin_conda_forge_mkl_environment.yml b/build_tools/azure/pymin_conda_forge_mkl_environment.yml
index fbad1d5bd42a8..a219e4b3daa8f 100644
--- a/build_tools/azure/pymin_conda_forge_mkl_environment.yml
+++ b/build_tools/azure/pymin_conda_forge_mkl_environment.yml
@@ -12,7 +12,7 @@ dependencies:
   - joblib
   - threadpoolctl
   - matplotlib
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pip
diff --git a/build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock b/build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock
index 206a72f334f6e..4b517f825d4fb 100644
--- a/build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock
+++ b/build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: win-64
-# input_hash: 4a2ac6360285edd6c1e8182dd51ef698c0041fa9843e4ad9d9bc9dec6a7c8d1d
+# input_hash: 9b46e8490ff2c4c93104b20d3bffb2d04120288c8c8680bef8376ebd9d9b8eb3
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/win-64/ca-certificates-2024.2.2-h56e8100_0.conda#63da060240ab8087b60d1357051ea7d6
 https://conda.anaconda.org/conda-forge/win-64/intel-openmp-2024.1.0-h57928b3_965.conda#c66eb2fd33b999ccc258aef85689758e
@@ -11,10 +11,10 @@ https://conda.anaconda.org/conda-forge/noarch/tzdata-2024a-h0c530f3_0.conda#1610
 https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.22621.0-h57928b3_0.tar.bz2#72608f6cd3e5898229c3ea16deb1ac43
 https://conda.anaconda.org/conda-forge/win-64/m2w64-gmp-6.1.0-2.tar.bz2#53a1c73e1e3d185516d7e3af177596d9
 https://conda.anaconda.org/conda-forge/win-64/m2w64-libwinpthread-git-5.0.0.4634.697f757-2.tar.bz2#774130a326dee16f1ceb05cc687ee4f0
-https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.38.33130-h82b7239_18.conda#8be79fdd2725ddf7bbf8a27a4c1f79ba
+https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.38.33135-h835141b_20.conda#e971b35a5765862fabc4ba6e5ddf9470
 https://conda.anaconda.org/conda-forge/win-64/m2w64-gcc-libs-core-5.3.0-7.tar.bz2#4289d80fb4d272f1f3b56cfe87ac90bd
-https://conda.anaconda.org/conda-forge/win-64/vc-14.3-hcf57466_18.conda#20e1e652a4c740fa719002a8449994a2
-https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.38.33130-hcb4865c_18.conda#10d42885e3ed84e575b454db30f1aa93
+https://conda.anaconda.org/conda-forge/win-64/vc-14.3-ha32ba9b_20.conda#2abfb5cb1b9d41a50f765d60f0be563d
+https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.38.33135-h22015db_20.conda#bb4f5ab332e46e1b022d8842e72905b1
 https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-hcfcfb64_5.conda#26eb8ca6ea332b675e11704cce84a3be
 https://conda.anaconda.org/conda-forge/win-64/icu-73.2-h63175ca_0.conda#0f47d9e3192d9e09ae300da0d28e0f56
 https://conda.anaconda.org/conda-forge/win-64/lerc-4.0.0-h63175ca_0.tar.bz2#1900cb3cab5055833cfddb0ba233b074
@@ -29,7 +29,7 @@ https://conda.anaconda.org/conda-forge/win-64/libwebp-base-1.4.0-hcfcfb64_0.cond
 https://conda.anaconda.org/conda-forge/win-64/libzlib-1.2.13-hcfcfb64_5.conda#5fdb9c6a113b6b6cb5e517fd972d5f41
 https://conda.anaconda.org/conda-forge/win-64/m2w64-gcc-libgfortran-5.3.0-6.tar.bz2#066552ac6b907ec6d72c0ddab29050dc
 https://conda.anaconda.org/conda-forge/win-64/ninja-1.12.1-hc790b64_0.conda#a557dde55343e03c68cd7e29e7f87279
-https://conda.anaconda.org/conda-forge/win-64/openssl-3.3.0-hcfcfb64_0.conda#a6c544c9f060740c625dbf6d92cf3495
+https://conda.anaconda.org/conda-forge/win-64/openssl-3.3.0-h2466b09_2.conda#67d5f8749ee4ae3c4060d7a13fc8872f
 https://conda.anaconda.org/conda-forge/win-64/pthreads-win32-2.9.1-hfa6e2cd_3.tar.bz2#e2da8758d7d51ff6aa78a14dfb9dbed4
 https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h5226925_1.conda#fc048363eb8f03cd1737600a5d08aafe
 https://conda.anaconda.org/conda-forge/win-64/xz-5.2.6-h8d14728_0.tar.bz2#515d77642eaa3639413c6b1bc3f94219
@@ -65,7 +65,7 @@ https://conda.anaconda.org/conda-forge/noarch/pluggy-1.5.0-pyhd8ed1ab_0.conda#d3
 https://conda.anaconda.org/conda-forge/noarch/ply-3.11-pyhd8ed1ab_2.conda#18c6deb6f9602e32446398203c8f0e91
 https://conda.anaconda.org/conda-forge/win-64/pthread-stubs-0.4-hcd874cb_1001.tar.bz2#a1f820480193ea83582b13249a7e7bd9
 https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.1.2-pyhd8ed1ab_0.conda#b9a4dacf97241704529131a0dfc0494f
-https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda#7462280d81f639363e6e63c81276bd9e
+https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda#c8ddb4f34a208df4dd42509a0f6a1c89
 https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2#e5f25f8dbc060e9a8d912e432202afc2
 https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.5.0-pyhc1e730c_0.conda#df68d78237980a159bd7149f33c0e8fd
 https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhd8ed1ab_0.tar.bz2#f832c45a477c78bebd107098db465095
@@ -87,7 +87,7 @@ https://conda.anaconda.org/conda-forge/noarch/meson-1.4.0-pyhd8ed1ab_0.conda#52a
 https://conda.anaconda.org/conda-forge/win-64/openjpeg-2.5.2-h3d672ee_0.conda#7e7099ad94ac3b599808950cec30ad4e
 https://conda.anaconda.org/conda-forge/noarch/pip-24.0-pyhd8ed1ab_0.conda#f586ac1e56c8638b64f9c8122a7b8a67
 https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.8.0-pyhd8ed1ab_0.conda#573fe09d7bd0cd4bcc210d8369b5ca47
-https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.4-pyhd8ed1ab_0.conda#a9d145de8c5f064b5fa68fb34725d9f4
+https://conda.anaconda.org/conda-forge/noarch/pytest-8.2.1-pyhd8ed1ab_0.conda#e4418e8bdbaa8eea28e047531e6763c8
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda#2cf4264fffb9e6eff6031c5b6884d61c
 https://conda.anaconda.org/conda-forge/win-64/sip-6.7.12-py39h99910a6_0.conda#0cc5774390ada632ed7975203057c91c
 https://conda.anaconda.org/conda-forge/win-64/tbb-2021.12.0-hc790b64_1.conda#e98333643abc739ebea1bac97a479828
diff --git a/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_environment.yml b/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_environment.yml
index 855909a2c262a..38737e7c9c0b0 100644
--- a/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_environment.yml
+++ b/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_environment.yml
@@ -14,7 +14,7 @@ dependencies:
   - matplotlib
   - pandas
   - pyamg
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pip
diff --git a/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock b/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
index d0f35d5f79808..48dd5ab3c3021 100644
--- a/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
+++ b/build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: a64ed7d3cc839a12cb1faa238a89d4aec55abc43d335791f0e8422f5722ff662
+# input_hash: be96a61e1a8c45c41b04e6e30fafbbf78e5b05202b348a702c726eced7c7df48
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda#2f4327a1cbe7f022401b236e915a5fef
@@ -46,7 +46,7 @@ https://conda.anaconda.org/conda-forge/linux-64/mpg123-1.32.6-h59595ed_0.conda#9
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h59595ed_0.conda#fcea371545eda051b6deafb24889fc69
 https://conda.anaconda.org/conda-forge/linux-64/ninja-1.12.1-h297d8ca_0.conda#3aa1c7e292afeff25a0091ddd7c69b72
 https://conda.anaconda.org/conda-forge/linux-64/nspr-4.35-h27087fc_0.conda#da0ec11a6454ae19bff5b02ed881a2b1
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-hd590300_0.conda#c0f3abb4a16477208bbd43a39bd56f18
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda#b8934d399b56d73e323403e183d009c5
 https://conda.anaconda.org/conda-forge/linux-64/pixman-0.43.2-h59595ed_0.conda#71004cbf7924e19c02746ccde9fd7123
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
 https://conda.anaconda.org/conda-forge/linux-64/xorg-kbproto-1.0.7-h7f98852_1002.tar.bz2#4b230e8381279d76131116660f5a241a
@@ -137,7 +137,7 @@ https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.1.2-pyhd8ed1ab_0.conda
 https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha2e5f31_6.tar.bz2#2a7de29fb590ca14b5243c4c812c8025
 https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2024.1-pyhd8ed1ab_0.conda#98206ea9954216ee7540f0c773f2104d
 https://conda.anaconda.org/conda-forge/noarch/pytz-2024.1-pyhd8ed1ab_0.conda#3eeeeb9e4827ace8c0c1419c85d590ad
-https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda#7462280d81f639363e6e63c81276bd9e
+https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda#c8ddb4f34a208df4dd42509a0f6a1c89
 https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2#e5f25f8dbc060e9a8d912e432202afc2
 https://conda.anaconda.org/conda-forge/noarch/snowballstemmer-2.2.0-pyhd8ed1ab_0.tar.bz2#4d22a9315e78c6827f806065957d566e
 https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-jsmath-1.0.1-pyhd8ed1ab_0.conda#da1d979339e2714c30a8e806a33ec087
@@ -170,7 +170,7 @@ https://conda.anaconda.org/conda-forge/noarch/meson-1.4.0-pyhd8ed1ab_0.conda#52a
 https://conda.anaconda.org/conda-forge/linux-64/pillow-10.3.0-py39h90c7501_0.conda#1e3b6af9592be71ce19f0a6aae05d97b
 https://conda.anaconda.org/conda-forge/noarch/pip-24.0-pyhd8ed1ab_0.conda#f586ac1e56c8638b64f9c8122a7b8a67
 https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.8.0-pyhd8ed1ab_0.conda#573fe09d7bd0cd4bcc210d8369b5ca47
-https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.4-pyhd8ed1ab_0.conda#a9d145de8c5f064b5fa68fb34725d9f4
+https://conda.anaconda.org/conda-forge/noarch/pytest-8.2.1-pyhd8ed1ab_0.conda#e4418e8bdbaa8eea28e047531e6763c8
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda#2cf4264fffb9e6eff6031c5b6884d61c
 https://conda.anaconda.org/conda-forge/linux-64/sip-6.7.12-py39h3d6467e_0.conda#e667a3ab0df62c54e60e1843d2e6defb
 https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.1-pyhd8ed1ab_0.conda#08807a87fa7af10754d46f63b368e016
@@ -183,7 +183,7 @@ https://conda.anaconda.org/conda-forge/noarch/meson-python-0.16.0-pyh0c530f3_0.c
 https://conda.anaconda.org/conda-forge/linux-64/numpy-1.26.4-py39h474f0d3_0.conda#aa265f5697237aa13cc10f53fa8acc4f
 https://conda.anaconda.org/conda-forge/linux-64/pyqt5-sip-12.12.2-py39h3d6467e_5.conda#93aff412f3e49fdb43361c0215cbd72d
 https://conda.anaconda.org/conda-forge/noarch/pytest-xdist-3.5.0-pyhd8ed1ab_0.conda#d5f595da2daead898ca958ac62f0307b
-https://conda.anaconda.org/conda-forge/noarch/requests-2.31.0-pyhd8ed1ab_0.conda#a30144e4156cdbb236f99ebb49828f8b
+https://conda.anaconda.org/conda-forge/noarch/requests-2.32.2-pyhd8ed1ab_0.conda#e1643b34b19df8c028a4f00bf5df58a6
 https://conda.anaconda.org/conda-forge/linux-64/blas-devel-3.9.0-22_linux64_openblas.conda#63ddb593595c9cf5eb08d3de54d66df8
 https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.2.1-py39h7633fee_0.conda#bdc188e59857d6efab332714e0d01d93
 https://conda.anaconda.org/conda-forge/linux-64/gst-plugins-base-1.24.3-h9ad1361_0.conda#8fb0e954c616bb0f9389efac4b4ed44b
diff --git a/build_tools/azure/pypy3_environment.yml b/build_tools/azure/pypy3_environment.yml
index 285f1b0d51d17..84784d5a90b20 100644
--- a/build_tools/azure/pypy3_environment.yml
+++ b/build_tools/azure/pypy3_environment.yml
@@ -14,7 +14,7 @@ dependencies:
   - threadpoolctl
   - matplotlib
   - pyamg
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pip
   - ninja
diff --git a/build_tools/azure/pypy3_linux-64_conda.lock b/build_tools/azure/pypy3_linux-64_conda.lock
index 520a4935c8af5..a47c89e5a7aab 100644
--- a/build_tools/azure/pypy3_linux-64_conda.lock
+++ b/build_tools/azure/pypy3_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: c4b15c5bfeffe4d558e4ece0c996e6cc04c00369326c72d19780ffc0209bd591
+# input_hash: cb8a71fc5a5762d803c62e60f01aaf1788c4357c1233fd623cecb1225076b9b5
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda#2f4327a1cbe7f022401b236e915a5fef
@@ -21,7 +21,7 @@ https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.4.0-hd590300_0.co
 https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.2.13-hd590300_5.conda#f36c115f1ee199da648e0597ec2047ad
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h59595ed_0.conda#fcea371545eda051b6deafb24889fc69
 https://conda.anaconda.org/conda-forge/linux-64/ninja-1.12.1-h297d8ca_0.conda#3aa1c7e292afeff25a0091ddd7c69b72
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-hd590300_0.conda#c0f3abb4a16477208bbd43a39bd56f18
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda#b8934d399b56d73e323403e183d009c5
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
 https://conda.anaconda.org/conda-forge/linux-64/xorg-kbproto-1.0.7-h7f98852_1002.tar.bz2#4b230e8381279d76131116660f5a241a
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.11-hd590300_0.conda#2c80dc38fface310c9bd81b17037fee5
@@ -75,7 +75,7 @@ https://conda.anaconda.org/conda-forge/linux-64/pillow-10.3.0-py39h90a76f3_0.con
 https://conda.anaconda.org/conda-forge/noarch/pluggy-1.5.0-pyhd8ed1ab_0.conda#d3483c8fc2dc2cc3f5cf43e26d60cabf
 https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.1.2-pyhd8ed1ab_0.conda#b9a4dacf97241704529131a0dfc0494f
 https://conda.anaconda.org/conda-forge/noarch/pypy-7.3.15-1_pypy39.conda#a418a6c16bd6f7ed56b92194214791a0
-https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda#7462280d81f639363e6e63c81276bd9e
+https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda#c8ddb4f34a208df4dd42509a0f6a1c89
 https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2#e5f25f8dbc060e9a8d912e432202afc2
 https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.5.0-pyhc1e730c_0.conda#df68d78237980a159bd7149f33c0e8fd
 https://conda.anaconda.org/conda-forge/noarch/tomli-2.0.1-pyhd8ed1ab_0.tar.bz2#5844808ffab9ebdb694585b50ba02a96
@@ -91,7 +91,7 @@ https://conda.anaconda.org/conda-forge/noarch/joblib-1.4.2-pyhd8ed1ab_0.conda#25
 https://conda.anaconda.org/conda-forge/noarch/meson-1.4.0-pyhd8ed1ab_0.conda#52a0660cfa40b45bf254ecc3374cb2e0
 https://conda.anaconda.org/conda-forge/noarch/pip-24.0-pyhd8ed1ab_0.conda#f586ac1e56c8638b64f9c8122a7b8a67
 https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.8.0-pyhd8ed1ab_0.conda#573fe09d7bd0cd4bcc210d8369b5ca47
-https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.4-pyhd8ed1ab_0.conda#a9d145de8c5f064b5fa68fb34725d9f4
+https://conda.anaconda.org/conda-forge/noarch/pytest-8.2.1-pyhd8ed1ab_0.conda#e4418e8bdbaa8eea28e047531e6763c8
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda#2cf4264fffb9e6eff6031c5b6884d61c
 https://conda.anaconda.org/conda-forge/linux-64/scipy-1.12.0-py39h6dedee3_2.conda#6c5d74bac41838f4377dfd45085e1fec
 https://conda.anaconda.org/conda-forge/linux-64/blas-2.122-openblas.conda#5065468105542a8b23ea47bd8b6fa55f
diff --git a/build_tools/azure/python_nogil_lock.txt b/build_tools/azure/python_nogil_lock.txt
index 03cd4f2e0c346..7f67a48842dea 100644
--- a/build_tools/azure/python_nogil_lock.txt
+++ b/build_tools/azure/python_nogil_lock.txt
@@ -13,15 +13,15 @@ cycler==0.12.1
     # via matplotlib
 cython==3.0.10
     # via -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
-exceptiongroup==1.2.0
+exceptiongroup==1.2.1
     # via pytest
-execnet==2.0.2
+execnet==2.1.1
     # via pytest-xdist
-fonttools==4.50.0
+fonttools==4.51.0
     # via matplotlib
 iniconfig==2.0.0
     # via pytest
-joblib==1.3.2
+joblib==1.4.2
     # via -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
 kiwisolver==1.4.4
     # via matplotlib
@@ -29,7 +29,7 @@ matplotlib==3.6.2
     # via -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
 meson==1.4.0
     # via meson-python
-meson-python==0.15.0
+meson-python==0.16.0
     # via -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
 ninja==1.11.1.1
     # via -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
@@ -42,21 +42,22 @@ numpy==1.24.0
 packaging==24.0
     # via
     #   matplotlib
+    #   meson-python
     #   pyproject-metadata
     #   pytest
 pillow==9.5.0
     # via matplotlib
-pluggy==1.4.0
+pluggy==1.5.0
     # via pytest
 pyparsing==3.1.2
     # via matplotlib
-pyproject-metadata==0.7.1
+pyproject-metadata==0.8.0
     # via meson-python
 pytest==7.4.4
     # via
     #   -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
     #   pytest-xdist
-pytest-xdist==3.5.0
+pytest-xdist==3.6.1
     # via -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
 python-dateutil==2.9.0.post0
     # via matplotlib
@@ -64,7 +65,7 @@ scipy==1.9.3
     # via -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
 six==1.16.0
     # via python-dateutil
-threadpoolctl==3.4.0
+threadpoolctl==3.5.0
     # via -r /scikit-learn/build_tools/azure/python_nogil_requirements.txt
 tomli==2.0.1
     # via
diff --git a/build_tools/azure/ubuntu_atlas_lock.txt b/build_tools/azure/ubuntu_atlas_lock.txt
index d1674c678b254..e66f5ca8943fd 100644
--- a/build_tools/azure/ubuntu_atlas_lock.txt
+++ b/build_tools/azure/ubuntu_atlas_lock.txt
@@ -29,7 +29,7 @@ pluggy==1.5.0
     # via pytest
 pyproject-metadata==0.8.0
     # via meson-python
-pytest==7.4.4
+pytest==8.2.1
     # via
     #   -r build_tools/azure/ubuntu_atlas_requirements.txt
     #   pytest-xdist
diff --git a/build_tools/azure/ubuntu_atlas_requirements.txt b/build_tools/azure/ubuntu_atlas_requirements.txt
index 805d84d4d0aac..dfb0cfebc54d1 100644
--- a/build_tools/azure/ubuntu_atlas_requirements.txt
+++ b/build_tools/azure/ubuntu_atlas_requirements.txt
@@ -4,7 +4,7 @@
 cython==3.0.10  # min
 joblib==1.2.0  # min
 threadpoolctl==3.1.0  # min
-pytest<8
+pytest
 pytest-xdist
 ninja
 meson-python
diff --git a/build_tools/circle/doc_environment.yml b/build_tools/circle/doc_environment.yml
index bc4405983a1b6..ea930fadcb528 100644
--- a/build_tools/circle/doc_environment.yml
+++ b/build_tools/circle/doc_environment.yml
@@ -14,7 +14,7 @@ dependencies:
   - matplotlib
   - pandas
   - pyamg
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pip
diff --git a/build_tools/circle/doc_linux-64_conda.lock b/build_tools/circle/doc_linux-64_conda.lock
index b959b3250c851..4ef53ff72bc3f 100644
--- a/build_tools/circle/doc_linux-64_conda.lock
+++ b/build_tools/circle/doc_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: beab3d7262ec74c4ef8c9050098de8b9fe7910606e7bd4ff52687972bff35868
+# input_hash: 46e3ce252a769181cca2ee8df6e2bfd3f6749900d7863cc5a3b41c300daa0380
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda#2f4327a1cbe7f022401b236e915a5fef
@@ -63,7 +63,7 @@ https://conda.anaconda.org/conda-forge/linux-64/mpg123-1.32.6-h59595ed_0.conda#9
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h59595ed_0.conda#fcea371545eda051b6deafb24889fc69
 https://conda.anaconda.org/conda-forge/linux-64/ninja-1.12.1-h297d8ca_0.conda#3aa1c7e292afeff25a0091ddd7c69b72
 https://conda.anaconda.org/conda-forge/linux-64/nspr-4.35-h27087fc_0.conda#da0ec11a6454ae19bff5b02ed881a2b1
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-hd590300_0.conda#c0f3abb4a16477208bbd43a39bd56f18
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda#b8934d399b56d73e323403e183d009c5
 https://conda.anaconda.org/conda-forge/linux-64/pixman-0.43.2-h59595ed_0.conda#71004cbf7924e19c02746ccde9fd7123
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
 https://conda.anaconda.org/conda-forge/linux-64/rav1e-0.6.6-he8a937b_2.conda#77d9955b4abddb811cb8ab1aa7d743e4
@@ -174,7 +174,7 @@ https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.1.2-pyhd8ed1ab_0.conda
 https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha2e5f31_6.tar.bz2#2a7de29fb590ca14b5243c4c812c8025
 https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2024.1-pyhd8ed1ab_0.conda#98206ea9954216ee7540f0c773f2104d
 https://conda.anaconda.org/conda-forge/noarch/pytz-2024.1-pyhd8ed1ab_0.conda#3eeeeb9e4827ace8c0c1419c85d590ad
-https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda#7462280d81f639363e6e63c81276bd9e
+https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda#c8ddb4f34a208df4dd42509a0f6a1c89
 https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2#e5f25f8dbc060e9a8d912e432202afc2
 https://conda.anaconda.org/conda-forge/noarch/snowballstemmer-2.2.0-pyhd8ed1ab_0.tar.bz2#4d22a9315e78c6827f806065957d566e
 https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.5-pyhd8ed1ab_1.conda#3f144b2c34f8cb5a9abd9ed23a39c561
@@ -217,7 +217,7 @@ https://conda.anaconda.org/conda-forge/linux-64/pillow-10.3.0-py39h90c7501_0.con
 https://conda.anaconda.org/conda-forge/noarch/pip-24.0-pyhd8ed1ab_0.conda#f586ac1e56c8638b64f9c8122a7b8a67
 https://conda.anaconda.org/conda-forge/noarch/plotly-5.22.0-pyhd8ed1ab_0.conda#5b409a5f738e7d76c2b426eddb7e9956
 https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.8.0-pyhd8ed1ab_0.conda#573fe09d7bd0cd4bcc210d8369b5ca47
-https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.4-pyhd8ed1ab_0.conda#a9d145de8c5f064b5fa68fb34725d9f4
+https://conda.anaconda.org/conda-forge/noarch/pytest-8.2.1-pyhd8ed1ab_0.conda#e4418e8bdbaa8eea28e047531e6763c8
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda#2cf4264fffb9e6eff6031c5b6884d61c
 https://conda.anaconda.org/conda-forge/linux-64/sip-6.7.12-py39h3d6467e_0.conda#e667a3ab0df62c54e60e1843d2e6defb
 https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.11.0-hd8ed1ab_0.conda#471e3988f8ca5e9eb3ce6be7eac3bcee
@@ -233,7 +233,7 @@ https://conda.anaconda.org/conda-forge/noarch/meson-python-0.16.0-pyh0c530f3_0.c
 https://conda.anaconda.org/conda-forge/linux-64/numpy-1.26.4-py39h474f0d3_0.conda#aa265f5697237aa13cc10f53fa8acc4f
 https://conda.anaconda.org/conda-forge/linux-64/pyqt5-sip-12.12.2-py39h3d6467e_5.conda#93aff412f3e49fdb43361c0215cbd72d
 https://conda.anaconda.org/conda-forge/noarch/pytest-xdist-3.5.0-pyhd8ed1ab_0.conda#d5f595da2daead898ca958ac62f0307b
-https://conda.anaconda.org/conda-forge/noarch/requests-2.31.0-pyhd8ed1ab_0.conda#a30144e4156cdbb236f99ebb49828f8b
+https://conda.anaconda.org/conda-forge/noarch/requests-2.32.2-pyhd8ed1ab_0.conda#e1643b34b19df8c028a4f00bf5df58a6
 https://conda.anaconda.org/conda-forge/linux-64/blas-devel-3.9.0-22_linux64_openblas.conda#63ddb593595c9cf5eb08d3de54d66df8
 https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.2.1-py39h7633fee_0.conda#bdc188e59857d6efab332714e0d01d93
 https://conda.anaconda.org/conda-forge/linux-64/gst-plugins-base-1.24.3-h9ad1361_0.conda#8fb0e954c616bb0f9389efac4b4ed44b
diff --git a/build_tools/circle/doc_min_dependencies_environment.yml b/build_tools/circle/doc_min_dependencies_environment.yml
index 8148ee330bb35..e4824024381f4 100644
--- a/build_tools/circle/doc_min_dependencies_environment.yml
+++ b/build_tools/circle/doc_min_dependencies_environment.yml
@@ -14,7 +14,7 @@ dependencies:
   - matplotlib=3.3.4  # min
   - pandas=1.1.5  # min
   - pyamg
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pip
diff --git a/build_tools/circle/doc_min_dependencies_linux-64_conda.lock b/build_tools/circle/doc_min_dependencies_linux-64_conda.lock
index f0d02542f4b98..7a5a65ba03d41 100644
--- a/build_tools/circle/doc_min_dependencies_linux-64_conda.lock
+++ b/build_tools/circle/doc_min_dependencies_linux-64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 6c9ff93ed18fe7c2e8387a4c3d7104701555959a32e797c1cb83593137afe155
+# input_hash: b285d0ba8ec3865f6ac4f6f990060713f430995f71bf0b3a4c94a6610defc5b9
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda#2f4327a1cbe7f022401b236e915a5fef
@@ -55,7 +55,7 @@ https://conda.anaconda.org/conda-forge/linux-64/mpg123-1.32.6-h59595ed_0.conda#9
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h59595ed_0.conda#fcea371545eda051b6deafb24889fc69
 https://conda.anaconda.org/conda-forge/linux-64/ninja-1.12.1-h297d8ca_0.conda#3aa1c7e292afeff25a0091ddd7c69b72
 https://conda.anaconda.org/conda-forge/linux-64/nspr-4.35-h27087fc_0.conda#da0ec11a6454ae19bff5b02ed881a2b1
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-hd590300_0.conda#c0f3abb4a16477208bbd43a39bd56f18
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.0-h4ab18f5_2.conda#b8934d399b56d73e323403e183d009c5
 https://conda.anaconda.org/conda-forge/linux-64/pixman-0.43.2-h59595ed_0.conda#71004cbf7924e19c02746ccde9fd7123
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
 https://conda.anaconda.org/conda-forge/linux-64/xorg-kbproto-1.0.7-h7f98852_1002.tar.bz2#4b230e8381279d76131116660f5a241a
@@ -196,7 +196,7 @@ https://conda.anaconda.org/conda-forge/linux-64/pillow-10.3.0-py39h90c7501_0.con
 https://conda.anaconda.org/conda-forge/noarch/pip-24.0-pyhd8ed1ab_0.conda#f586ac1e56c8638b64f9c8122a7b8a67
 https://conda.anaconda.org/conda-forge/noarch/plotly-5.14.0-pyhd8ed1ab_0.conda#6a7bcc42ef58dd6cf3da9333ea102433
 https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.8.0-pyhd8ed1ab_0.conda#573fe09d7bd0cd4bcc210d8369b5ca47
-https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.4-pyhd8ed1ab_0.conda#a9d145de8c5f064b5fa68fb34725d9f4
+https://conda.anaconda.org/conda-forge/noarch/pytest-8.2.1-pyhd8ed1ab_0.conda#e4418e8bdbaa8eea28e047531e6763c8
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda#2cf4264fffb9e6eff6031c5b6884d61c
 https://conda.anaconda.org/conda-forge/linux-64/sip-6.7.12-py39h3d6467e_0.conda#e667a3ab0df62c54e60e1843d2e6defb
 https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.11.0-hd8ed1ab_0.conda#471e3988f8ca5e9eb3ce6be7eac3bcee
@@ -211,7 +211,7 @@ https://conda.anaconda.org/conda-forge/noarch/meson-python-0.16.0-pyh0c530f3_0.c
 https://conda.anaconda.org/conda-forge/linux-64/mkl-devel-2024.1.0-ha770c72_692.conda#56142862a71bcfdd6ef2ce95c8e90755
 https://conda.anaconda.org/conda-forge/linux-64/pyqt5-sip-12.12.2-py39h3d6467e_5.conda#93aff412f3e49fdb43361c0215cbd72d
 https://conda.anaconda.org/conda-forge/noarch/pytest-xdist-3.5.0-pyhd8ed1ab_0.conda#d5f595da2daead898ca958ac62f0307b
-https://conda.anaconda.org/conda-forge/noarch/requests-2.31.0-pyhd8ed1ab_0.conda#a30144e4156cdbb236f99ebb49828f8b
+https://conda.anaconda.org/conda-forge/noarch/requests-2.32.2-pyhd8ed1ab_0.conda#e1643b34b19df8c028a4f00bf5df58a6
 https://conda.anaconda.org/conda-forge/noarch/dask-core-2024.5.1-pyhd8ed1ab_0.conda#d4f60ccc5421472d2583efd9ce39d8b1
 https://conda.anaconda.org/conda-forge/linux-64/gst-plugins-base-1.24.3-h9ad1361_0.conda#8fb0e954c616bb0f9389efac4b4ed44b
 https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-22_linux64_mkl.conda#d6f942423116553f068b2f2d93ffea2e
diff --git a/build_tools/cirrus/pymin_conda_forge_environment.yml b/build_tools/cirrus/pymin_conda_forge_environment.yml
index 684c4636daad4..e41cc7f610ac0 100644
--- a/build_tools/cirrus/pymin_conda_forge_environment.yml
+++ b/build_tools/cirrus/pymin_conda_forge_environment.yml
@@ -12,7 +12,7 @@ dependencies:
   - joblib
   - threadpoolctl
   - matplotlib
-  - pytest<8
+  - pytest
   - pytest-xdist
   - pillow
   - pip
diff --git a/build_tools/cirrus/pymin_conda_forge_linux-aarch64_conda.lock b/build_tools/cirrus/pymin_conda_forge_linux-aarch64_conda.lock
index 8db59cbb2c373..0c88b051afb82 100644
--- a/build_tools/cirrus/pymin_conda_forge_linux-aarch64_conda.lock
+++ b/build_tools/cirrus/pymin_conda_forge_linux-aarch64_conda.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-aarch64
-# input_hash: 80459c6003cbcd22780a22a62ed5cc116e951d5c2c14602af1281434263b9138
+# input_hash: bd97deca0a3c9c77631f0ee5b9933ef1a3dd81165c7ad29467c0f9504350507e
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-aarch64/ca-certificates-2024.2.2-hcefe29a_0.conda#57c226edb90c4e973b9b7503537dd339
 https://conda.anaconda.org/conda-forge/linux-aarch64/ld_impl_linux-aarch64-2.40-hba4e955_0.conda#b55c1cb33c63d23b542fa53f24541e56
@@ -23,7 +23,7 @@ https://conda.anaconda.org/conda-forge/linux-aarch64/libxcrypt-4.4.36-h31becfc_1
 https://conda.anaconda.org/conda-forge/linux-aarch64/libzlib-1.2.13-h31becfc_5.conda#b213aa87eea9491ef7b129179322e955
 https://conda.anaconda.org/conda-forge/linux-aarch64/ncurses-6.5-h0425590_0.conda#38362af7bfac0efef69675acee564458
 https://conda.anaconda.org/conda-forge/linux-aarch64/ninja-1.12.1-h70be974_0.conda#216635cea46498d8045c7cf0f03eaf72
-https://conda.anaconda.org/conda-forge/linux-aarch64/openssl-3.3.0-h31becfc_0.conda#36ca60a3afaf2ea2c460daeebd67430e
+https://conda.anaconda.org/conda-forge/linux-aarch64/openssl-3.3.0-h68df207_2.conda#052eb8fb4acf496390ae7c5f2fd71d69
 https://conda.anaconda.org/conda-forge/linux-aarch64/pthread-stubs-0.4-hb9de7d4_1001.tar.bz2#d0183ec6ce0b5aaa3486df25fa5f0ded
 https://conda.anaconda.org/conda-forge/linux-aarch64/xorg-libxau-1.0.11-h31becfc_0.conda#13de34f69cb73165dbe08c1e9148bedb
 https://conda.anaconda.org/conda-forge/linux-aarch64/xorg-libxdmcp-1.1.3-h3557bc0_0.tar.bz2#a6c9016ae1ca5c47a3603ed4cd65fedd
@@ -62,7 +62,7 @@ https://conda.anaconda.org/conda-forge/linux-aarch64/openjpeg-2.5.2-h0d9d63b_0.c
 https://conda.anaconda.org/conda-forge/noarch/packaging-24.0-pyhd8ed1ab_0.conda#248f521b64ce055e7feae3105e7abeb8
 https://conda.anaconda.org/conda-forge/noarch/pluggy-1.5.0-pyhd8ed1ab_0.conda#d3483c8fc2dc2cc3f5cf43e26d60cabf
 https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.1.2-pyhd8ed1ab_0.conda#b9a4dacf97241704529131a0dfc0494f
-https://conda.anaconda.org/conda-forge/noarch/setuptools-69.5.1-pyhd8ed1ab_0.conda#7462280d81f639363e6e63c81276bd9e
+https://conda.anaconda.org/conda-forge/noarch/setuptools-70.0.0-pyhd8ed1ab_0.conda#c8ddb4f34a208df4dd42509a0f6a1c89
 https://conda.anaconda.org/conda-forge/noarch/six-1.16.0-pyh6c4a22f_0.tar.bz2#e5f25f8dbc060e9a8d912e432202afc2
 https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.5.0-pyhc1e730c_0.conda#df68d78237980a159bd7149f33c0e8fd
 https://conda.anaconda.org/conda-forge/noarch/tomli-2.0.1-pyhd8ed1ab_0.tar.bz2#5844808ffab9ebdb694585b50ba02a96
@@ -79,7 +79,7 @@ https://conda.anaconda.org/conda-forge/noarch/meson-1.4.0-pyhd8ed1ab_0.conda#52a
 https://conda.anaconda.org/conda-forge/linux-aarch64/pillow-10.3.0-py39h71661b1_0.conda#dae548b7b537d7ef796d1d4c38a55319
 https://conda.anaconda.org/conda-forge/noarch/pip-24.0-pyhd8ed1ab_0.conda#f586ac1e56c8638b64f9c8122a7b8a67
 https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.8.0-pyhd8ed1ab_0.conda#573fe09d7bd0cd4bcc210d8369b5ca47
-https://conda.anaconda.org/conda-forge/noarch/pytest-7.4.4-pyhd8ed1ab_0.conda#a9d145de8c5f064b5fa68fb34725d9f4
+https://conda.anaconda.org/conda-forge/noarch/pytest-8.2.1-pyhd8ed1ab_0.conda#e4418e8bdbaa8eea28e047531e6763c8
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0-pyhd8ed1ab_0.conda#2cf4264fffb9e6eff6031c5b6884d61c
 https://conda.anaconda.org/conda-forge/noarch/importlib-resources-6.4.0-pyhd8ed1ab_0.conda#dcbadab7a68738a028e195ab68ab2d2e
 https://conda.anaconda.org/conda-forge/linux-aarch64/liblapacke-3.9.0-22_linuxaarch64_openblas.conda#5acf669e0be669f30f4b813d2ecda7b8
diff --git a/build_tools/update_environments_and_lock_files.py b/build_tools/update_environments_and_lock_files.py
index bf086e21716e3..ce457cabb1e53 100644
--- a/build_tools/update_environments_and_lock_files.py
+++ b/build_tools/update_environments_and_lock_files.py
@@ -82,12 +82,7 @@
 
 docstring_test_dependencies = ["sphinx", "numpydoc"]
 
-default_package_constraints = {
-    # TODO: somehow pytest 8 does not seem to work with meson editable
-    # install. Exit code is 5, i.e. no test collected
-    # This would be fixed by https://github.com/mesonbuild/meson-python/pull/569
-    "pytest": "<8",
-}
+default_package_constraints = {}
 
 
 def remove_from(alist, to_remove):
@@ -142,7 +137,7 @@ def remove_from(alist, to_remove):
         "platform": "osx-64",
         "channel": "defaults",
         "conda_dependencies": remove_from(
-            common_dependencies, ["cython", "threadpoolctl"]
+            common_dependencies, ["cython", "threadpoolctl", "meson-python"]
         )
         + ["ccache"],
         "package_constraints": {
@@ -152,9 +147,9 @@ def remove_from(alist, to_remove):
             # channel.
             "scipy": "<1.12",
         },
-        # TODO: put cython and threadpoolctl back to conda dependencies when required
-        # version is available on the main channel
-        "pip_dependencies": ["cython", "threadpoolctl"],
+        # TODO: put cython, threadpoolctl and meson-python back to conda
+        # dependencies when required version is available on the main channel
+        "pip_dependencies": ["cython", "threadpoolctl", "meson-python"],
     },
     {
         "name": "pymin_conda_defaults_openblas",
diff --git a/pyproject.toml b/pyproject.toml
index bbf6e0696a9a8..9f1fd9ec3b1bb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -44,7 +44,7 @@ tracker = "https://github.com/scikit-learn/scikit-learn/issues"
 "release notes" = "https://scikit-learn.org/stable/whats_new"
 
 [project.optional-dependencies]
-build = ["numpy>=1.19.5", "scipy>=1.6.0", "cython>=3.0.10", "meson-python>=0.15.0"]
+build = ["numpy>=1.19.5", "scipy>=1.6.0", "cython>=3.0.10", "meson-python>=0.16.0"]
 install = ["numpy>=1.19.5", "scipy>=1.6.0", "joblib>=1.2.0", "threadpoolctl>=3.1.0"]
 benchmark = ["matplotlib>=3.3.4", "pandas>=1.1.5", "memory_profiler>=0.57.0"]
 docs = [
@@ -97,7 +97,7 @@ maintenance = ["conda-lock==2.5.6"]
 build-backend = "mesonpy"
 # Minimum requirements for the build system to execute.
 requires = [
-    "meson-python>=0.15.0",
+    "meson-python>=0.16.0",
     "Cython>=3.0.10",
     "numpy>=1.25",
     "scipy>=1.6.0",
diff --git a/sklearn/_min_dependencies.py b/sklearn/_min_dependencies.py
index b066c22145263..05899cac96faf 100644
--- a/sklearn/_min_dependencies.py
+++ b/sklearn/_min_dependencies.py
@@ -21,7 +21,7 @@
     "joblib": (JOBLIB_MIN_VERSION, "install"),
     "threadpoolctl": (THREADPOOLCTL_MIN_VERSION, "install"),
     "cython": (CYTHON_MIN_VERSION, "build"),
-    "meson-python": ("0.15.0", "build"),
+    "meson-python": ("0.16.0", "build"),
     "matplotlib": ("3.3.4", "benchmark, docs, examples, tests"),
     "scikit-image": ("0.17.2", "docs, examples, tests"),
     "pandas": ("1.1.5", "benchmark, docs, examples, tests"),
diff --git a/sklearn/linear_model/tests/test_logistic.py b/sklearn/linear_model/tests/test_logistic.py
index daa6f5114ebcc..f47b06a0cc4b1 100644
--- a/sklearn/linear_model/tests/test_logistic.py
+++ b/sklearn/linear_model/tests/test_logistic.py
@@ -1139,6 +1139,8 @@ def test_logreg_predict_proba_multinomial():
     assert clf_wrong_loss > clf_multi_loss
 
 
+# TODO(1.7): remove filterwarnings after the deprecation of multi_class
+@pytest.mark.filterwarnings("ignore:.*'multi_class' was deprecated.*:FutureWarning")
 @pytest.mark.parametrize("max_iter", np.arange(1, 5))
 @pytest.mark.parametrize("multi_class", ["ovr", "multinomial"])
 @pytest.mark.parametrize(
diff --git a/sklearn/tests/test_common.py b/sklearn/tests/test_common.py
index 9ff83953f4b0e..1b3b5b0128057 100644
--- a/sklearn/tests/test_common.py
+++ b/sklearn/tests/test_common.py
@@ -257,13 +257,6 @@ def test_root_import_all_completeness():
         assert modname in sklearn.__all__
 
 
-@pytest.mark.skipif(
-    sklearn._BUILT_WITH_MESON,
-    reason=(
-        "This test fails with Meson editable installs see"
-        " https://github.com/mesonbuild/meson-python/issues/557 for more details"
-    ),
-)
 def test_all_tests_are_importable():
     # Ensure that for each contentful subpackage, there is a test directory
     # within it that is also a subpackage (i.e. a directory with __init__.py)