diff --git a/.azure-pipelines/azure-pipelines-linux.yml b/.azure-pipelines/azure-pipelines-linux.yml
index 8c2d499..a9ee22f 100755
--- a/.azure-pipelines/azure-pipelines-linux.yml
+++ b/.azure-pipelines/azure-pipelines-linux.yml
@@ -8,24 +8,20 @@ jobs:
     vmImage: ubuntu-latest
   strategy:
     matrix:
-      linux_64_python3.10.____cpython:
-        CONFIG: linux_64_python3.10.____cpython
+      linux_64_numpy1.22python3.10.____cpython:
+        CONFIG: linux_64_numpy1.22python3.10.____cpython
         UPLOAD_PACKAGES: 'True'
         DOCKER_IMAGE: quay.io/condaforge/linux-anvil-cos7-x86_64
-      linux_64_python3.11.____cpython:
-        CONFIG: linux_64_python3.11.____cpython
+      linux_64_numpy1.22python3.9.____cpython:
+        CONFIG: linux_64_numpy1.22python3.9.____cpython
         UPLOAD_PACKAGES: 'True'
         DOCKER_IMAGE: quay.io/condaforge/linux-anvil-cos7-x86_64
-      linux_64_python3.12.____cpython:
-        CONFIG: linux_64_python3.12.____cpython
+      linux_64_numpy1.23python3.11.____cpython:
+        CONFIG: linux_64_numpy1.23python3.11.____cpython
         UPLOAD_PACKAGES: 'True'
         DOCKER_IMAGE: quay.io/condaforge/linux-anvil-cos7-x86_64
-      linux_64_python3.8.____cpython:
-        CONFIG: linux_64_python3.8.____cpython
-        UPLOAD_PACKAGES: 'True'
-        DOCKER_IMAGE: quay.io/condaforge/linux-anvil-cos7-x86_64
-      linux_64_python3.9.____cpython:
-        CONFIG: linux_64_python3.9.____cpython
+      linux_64_numpy1.26python3.12.____cpython:
+        CONFIG: linux_64_numpy1.26python3.12.____cpython
         UPLOAD_PACKAGES: 'True'
         DOCKER_IMAGE: quay.io/condaforge/linux-anvil-cos7-x86_64
   timeoutInMinutes: 360
diff --git a/.azure-pipelines/azure-pipelines-win.yml b/.azure-pipelines/azure-pipelines-win.yml
index 833c571..41bb8c8 100755
--- a/.azure-pipelines/azure-pipelines-win.yml
+++ b/.azure-pipelines/azure-pipelines-win.yml
@@ -8,20 +8,17 @@ jobs:
     vmImage: windows-2022
   strategy:
     matrix:
-      win_64_python3.10.____cpython:
-        CONFIG: win_64_python3.10.____cpython
+      win_64_numpy1.22python3.10.____cpython:
+        CONFIG: win_64_numpy1.22python3.10.____cpython
         UPLOAD_PACKAGES: 'True'
-      win_64_python3.11.____cpython:
-        CONFIG: win_64_python3.11.____cpython
+      win_64_numpy1.22python3.9.____cpython:
+        CONFIG: win_64_numpy1.22python3.9.____cpython
         UPLOAD_PACKAGES: 'True'
-      win_64_python3.12.____cpython:
-        CONFIG: win_64_python3.12.____cpython
+      win_64_numpy1.23python3.11.____cpython:
+        CONFIG: win_64_numpy1.23python3.11.____cpython
         UPLOAD_PACKAGES: 'True'
-      win_64_python3.8.____cpython:
-        CONFIG: win_64_python3.8.____cpython
-        UPLOAD_PACKAGES: 'True'
-      win_64_python3.9.____cpython:
-        CONFIG: win_64_python3.9.____cpython
+      win_64_numpy1.26python3.12.____cpython:
+        CONFIG: win_64_numpy1.26python3.12.____cpython
         UPLOAD_PACKAGES: 'True'
   timeoutInMinutes: 360
   variables:
diff --git a/.ci_support/linux_64_python3.10.____cpython.yaml b/.ci_support/linux_64_numpy1.22python3.10.____cpython.yaml
similarity index 57%
rename from .ci_support/linux_64_python3.10.____cpython.yaml
rename to .ci_support/linux_64_numpy1.22python3.10.____cpython.yaml
index 9f28a9b..a5e808b 100644
--- a/.ci_support/linux_64_python3.10.____cpython.yaml
+++ b/.ci_support/linux_64_numpy1.22python3.10.____cpython.yaml
@@ -1,11 +1,23 @@
+c_stdlib:
+- sysroot
+c_stdlib_version:
+- '2.17'
 cdt_name:
 - cos7
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
+cxx_compiler:
+- gxx
+cxx_compiler_version:
+- '13'
 docker_image:
 - quay.io/condaforge/linux-anvil-cos7-x86_64
+mpich:
+- '4'
+numpy:
+- '1.22'
 pin_run_as_build:
   python:
     min_pin: x.x
@@ -14,3 +26,8 @@ python:
 - 3.10.* *_cpython
 target_platform:
 - linux-64
+zip_keys:
+- - c_stdlib_version
+  - cdt_name
+- - python
+  - numpy
diff --git a/.ci_support/linux_64_python3.9.____cpython.yaml b/.ci_support/linux_64_numpy1.22python3.9.____cpython.yaml
similarity index 57%
rename from .ci_support/linux_64_python3.9.____cpython.yaml
rename to .ci_support/linux_64_numpy1.22python3.9.____cpython.yaml
index 2c75808..c24fd66 100644
--- a/.ci_support/linux_64_python3.9.____cpython.yaml
+++ b/.ci_support/linux_64_numpy1.22python3.9.____cpython.yaml
@@ -1,11 +1,23 @@
+c_stdlib:
+- sysroot
+c_stdlib_version:
+- '2.17'
 cdt_name:
 - cos7
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
+cxx_compiler:
+- gxx
+cxx_compiler_version:
+- '13'
 docker_image:
 - quay.io/condaforge/linux-anvil-cos7-x86_64
+mpich:
+- '4'
+numpy:
+- '1.22'
 pin_run_as_build:
   python:
     min_pin: x.x
@@ -14,3 +26,8 @@ python:
 - 3.9.* *_cpython
 target_platform:
 - linux-64
+zip_keys:
+- - c_stdlib_version
+  - cdt_name
+- - python
+  - numpy
diff --git a/.ci_support/linux_64_python3.11.____cpython.yaml b/.ci_support/linux_64_numpy1.23python3.11.____cpython.yaml
similarity index 57%
rename from .ci_support/linux_64_python3.11.____cpython.yaml
rename to .ci_support/linux_64_numpy1.23python3.11.____cpython.yaml
index 2024659..8092474 100644
--- a/.ci_support/linux_64_python3.11.____cpython.yaml
+++ b/.ci_support/linux_64_numpy1.23python3.11.____cpython.yaml
@@ -1,11 +1,23 @@
+c_stdlib:
+- sysroot
+c_stdlib_version:
+- '2.17'
 cdt_name:
 - cos7
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
+cxx_compiler:
+- gxx
+cxx_compiler_version:
+- '13'
 docker_image:
 - quay.io/condaforge/linux-anvil-cos7-x86_64
+mpich:
+- '4'
+numpy:
+- '1.23'
 pin_run_as_build:
   python:
     min_pin: x.x
@@ -14,3 +26,8 @@ python:
 - 3.11.* *_cpython
 target_platform:
 - linux-64
+zip_keys:
+- - c_stdlib_version
+  - cdt_name
+- - python
+  - numpy
diff --git a/.ci_support/linux_64_python3.12.____cpython.yaml b/.ci_support/linux_64_numpy1.26python3.12.____cpython.yaml
similarity index 57%
rename from .ci_support/linux_64_python3.12.____cpython.yaml
rename to .ci_support/linux_64_numpy1.26python3.12.____cpython.yaml
index 6184c6e..8a184c2 100644
--- a/.ci_support/linux_64_python3.12.____cpython.yaml
+++ b/.ci_support/linux_64_numpy1.26python3.12.____cpython.yaml
@@ -1,11 +1,23 @@
+c_stdlib:
+- sysroot
+c_stdlib_version:
+- '2.17'
 cdt_name:
 - cos7
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
+cxx_compiler:
+- gxx
+cxx_compiler_version:
+- '13'
 docker_image:
 - quay.io/condaforge/linux-anvil-cos7-x86_64
+mpich:
+- '4'
+numpy:
+- '1.26'
 pin_run_as_build:
   python:
     min_pin: x.x
@@ -14,3 +26,8 @@ python:
 - 3.12.* *_cpython
 target_platform:
 - linux-64
+zip_keys:
+- - c_stdlib_version
+  - cdt_name
+- - python
+  - numpy
diff --git a/.ci_support/linux_64_python3.8.____cpython.yaml b/.ci_support/linux_64_python3.8.____cpython.yaml
deleted file mode 100644
index ca0d923..0000000
--- a/.ci_support/linux_64_python3.8.____cpython.yaml
+++ /dev/null
@@ -1,16 +0,0 @@
-cdt_name:
-- cos7
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-docker_image:
-- quay.io/condaforge/linux-anvil-cos7-x86_64
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-python:
-- 3.8.* *_cpython
-target_platform:
-- linux-64
diff --git a/.ci_support/win_64_python3.10.____cpython.yaml b/.ci_support/win_64_numpy1.22python3.10.____cpython.yaml
similarity index 68%
rename from .ci_support/win_64_python3.10.____cpython.yaml
rename to .ci_support/win_64_numpy1.22python3.10.____cpython.yaml
index d30d308..f2d1070 100644
--- a/.ci_support/win_64_python3.10.____cpython.yaml
+++ b/.ci_support/win_64_numpy1.22python3.10.____cpython.yaml
@@ -1,7 +1,13 @@
+c_stdlib:
+- vs
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
+cxx_compiler:
+- vs2019
+numpy:
+- '1.22'
 pin_run_as_build:
   python:
     min_pin: x.x
@@ -10,3 +16,6 @@ python:
 - 3.10.* *_cpython
 target_platform:
 - win-64
+zip_keys:
+- - python
+  - numpy
diff --git a/.ci_support/win_64_python3.9.____cpython.yaml b/.ci_support/win_64_numpy1.22python3.9.____cpython.yaml
similarity index 68%
rename from .ci_support/win_64_python3.9.____cpython.yaml
rename to .ci_support/win_64_numpy1.22python3.9.____cpython.yaml
index 53204fb..0ff9638 100644
--- a/.ci_support/win_64_python3.9.____cpython.yaml
+++ b/.ci_support/win_64_numpy1.22python3.9.____cpython.yaml
@@ -1,7 +1,13 @@
+c_stdlib:
+- vs
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
+cxx_compiler:
+- vs2019
+numpy:
+- '1.22'
 pin_run_as_build:
   python:
     min_pin: x.x
@@ -10,3 +16,6 @@ python:
 - 3.9.* *_cpython
 target_platform:
 - win-64
+zip_keys:
+- - python
+  - numpy
diff --git a/.ci_support/win_64_python3.11.____cpython.yaml b/.ci_support/win_64_numpy1.23python3.11.____cpython.yaml
similarity index 68%
rename from .ci_support/win_64_python3.11.____cpython.yaml
rename to .ci_support/win_64_numpy1.23python3.11.____cpython.yaml
index 05291b6..e4f87da 100644
--- a/.ci_support/win_64_python3.11.____cpython.yaml
+++ b/.ci_support/win_64_numpy1.23python3.11.____cpython.yaml
@@ -1,7 +1,13 @@
+c_stdlib:
+- vs
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
+cxx_compiler:
+- vs2019
+numpy:
+- '1.23'
 pin_run_as_build:
   python:
     min_pin: x.x
@@ -10,3 +16,6 @@ python:
 - 3.11.* *_cpython
 target_platform:
 - win-64
+zip_keys:
+- - python
+  - numpy
diff --git a/.ci_support/win_64_python3.12.____cpython.yaml b/.ci_support/win_64_numpy1.26python3.12.____cpython.yaml
similarity index 68%
rename from .ci_support/win_64_python3.12.____cpython.yaml
rename to .ci_support/win_64_numpy1.26python3.12.____cpython.yaml
index fdaa043..a5fa04d 100644
--- a/.ci_support/win_64_python3.12.____cpython.yaml
+++ b/.ci_support/win_64_numpy1.26python3.12.____cpython.yaml
@@ -1,7 +1,13 @@
+c_stdlib:
+- vs
 channel_sources:
 - conda-forge
 channel_targets:
 - conda-forge main
+cxx_compiler:
+- vs2019
+numpy:
+- '1.26'
 pin_run_as_build:
   python:
     min_pin: x.x
@@ -10,3 +16,6 @@ python:
 - 3.12.* *_cpython
 target_platform:
 - win-64
+zip_keys:
+- - python
+  - numpy
diff --git a/.ci_support/win_64_python3.8.____cpython.yaml b/.ci_support/win_64_python3.8.____cpython.yaml
deleted file mode 100644
index 4f0d022..0000000
--- a/.ci_support/win_64_python3.8.____cpython.yaml
+++ /dev/null
@@ -1,12 +0,0 @@
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-python:
-- 3.8.* *_cpython
-target_platform:
-- win-64
diff --git a/.scripts/build_steps.sh b/.scripts/build_steps.sh
index 6c805a9..af0b9ac 100755
--- a/.scripts/build_steps.sh
+++ b/.scripts/build_steps.sh
@@ -43,6 +43,8 @@ setup_conda_rc "${FEEDSTOCK_ROOT}" "${RECIPE_ROOT}" "${CONFIG_FILE}"
 
 source run_conda_forge_build_setup
 
+
+
 # make the build number clobber
 make_build_number "${FEEDSTOCK_ROOT}" "${RECIPE_ROOT}" "${CONFIG_FILE}"
 
diff --git a/.scripts/run_win_build.bat b/.scripts/run_win_build.bat
index 24ef201..33f3277 100755
--- a/.scripts/run_win_build.bat
+++ b/.scripts/run_win_build.bat
@@ -24,7 +24,7 @@ set "CONDA_LIBMAMBA_SOLVER_NO_CHANNELS_FROM_INSTALLED=1"
 
 :: Provision the necessary dependencies to build the recipe later
 echo Installing dependencies
-mamba.exe install "python=3.10" pip mamba conda-build conda-forge-ci-setup=4 "conda-build>=24.1" -c conda-forge --strict-channel-priority --yes
+mamba.exe install pip mamba conda-build conda-forge-ci-setup=4 "conda-build>=24.1" -c conda-forge --strict-channel-priority --yes
 if !errorlevel! neq 0 exit /b !errorlevel!
 
 :: Set basic configuration
@@ -43,7 +43,7 @@ if EXIST LICENSE.txt (
 )
 
 if NOT [%flow_run_id%] == [] (
-    set "EXTRA_CB_OPTIONS=%EXTRA_CB_OPTIONS% --extra-meta flow_run_id=%flow_run_id% remote_url=%remote_url% sha=%sha%"
+        set "EXTRA_CB_OPTIONS=%EXTRA_CB_OPTIONS% --extra-meta flow_run_id=%flow_run_id% remote_url=%remote_url% sha=%sha%"
 )
 
 call :end_group
diff --git a/README.md b/README.md
index 5d55bd5..414535e 100644
--- a/README.md
+++ b/README.md
@@ -5,9 +5,9 @@ Feedstock license: [BSD-3-Clause](https://github.com/conda-forge/scikit-learn-in
 
 Home: https://intel.github.io/scikit-learn-intelex
 
-Package license: Apache-2.0 AND BSD-2-Clause AND BSD-3-Clause AND MIT
+Package license: Apache-2.0
 
-Summary: Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application.
+Summary: Intel(R) Extension for Scikit-learn* is a seamless way to speed up your Scikit-learn application.
 
 Development: https://github.com/intel/scikit-learn-intelex
 
@@ -41,73 +41,59 @@ Current build status
         <table>
           <thead><tr><th>Variant</th><th>Status</th></tr></thead>
           <tbody><tr>
-              <td>linux_64_python3.10.____cpython</td>
+              <td>linux_64_numpy1.22python3.10.____cpython</td>
               <td>
                 <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_python3.10.____cpython" alt="variant">
+                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_numpy1.22python3.10.____cpython" alt="variant">
                 </a>
               </td>
             </tr><tr>
-              <td>linux_64_python3.11.____cpython</td>
+              <td>linux_64_numpy1.22python3.9.____cpython</td>
               <td>
                 <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_python3.11.____cpython" alt="variant">
+                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_numpy1.22python3.9.____cpython" alt="variant">
                 </a>
               </td>
             </tr><tr>
-              <td>linux_64_python3.12.____cpython</td>
+              <td>linux_64_numpy1.23python3.11.____cpython</td>
               <td>
                 <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_python3.12.____cpython" alt="variant">
+                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_numpy1.23python3.11.____cpython" alt="variant">
                 </a>
               </td>
             </tr><tr>
-              <td>linux_64_python3.8.____cpython</td>
+              <td>linux_64_numpy1.26python3.12.____cpython</td>
               <td>
                 <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_python3.8.____cpython" alt="variant">
+                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_numpy1.26python3.12.____cpython" alt="variant">
                 </a>
               </td>
             </tr><tr>
-              <td>linux_64_python3.9.____cpython</td>
+              <td>win_64_numpy1.22python3.10.____cpython</td>
               <td>
                 <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=linux&configuration=linux%20linux_64_python3.9.____cpython" alt="variant">
+                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_numpy1.22python3.10.____cpython" alt="variant">
                 </a>
               </td>
             </tr><tr>
-              <td>win_64_python3.10.____cpython</td>
+              <td>win_64_numpy1.22python3.9.____cpython</td>
               <td>
                 <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_python3.10.____cpython" alt="variant">
+                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_numpy1.22python3.9.____cpython" alt="variant">
                 </a>
               </td>
             </tr><tr>
-              <td>win_64_python3.11.____cpython</td>
+              <td>win_64_numpy1.23python3.11.____cpython</td>
               <td>
                 <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_python3.11.____cpython" alt="variant">
+                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_numpy1.23python3.11.____cpython" alt="variant">
                 </a>
               </td>
             </tr><tr>
-              <td>win_64_python3.12.____cpython</td>
+              <td>win_64_numpy1.26python3.12.____cpython</td>
               <td>
                 <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_python3.12.____cpython" alt="variant">
-                </a>
-              </td>
-            </tr><tr>
-              <td>win_64_python3.8.____cpython</td>
-              <td>
-                <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_python3.8.____cpython" alt="variant">
-                </a>
-              </td>
-            </tr><tr>
-              <td>win_64_python3.9.____cpython</td>
-              <td>
-                <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=12395&branchName=main">
-                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_python3.9.____cpython" alt="variant">
+                  <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/scikit-learn-intelex-feedstock?branchName=main&jobName=win&configuration=win%20win_64_numpy1.26python3.12.____cpython" alt="variant">
                 </a>
               </td>
             </tr>
diff --git a/build-locally.py b/build-locally.py
index d78427b..6788aea 100755
--- a/build-locally.py
+++ b/build-locally.py
@@ -1,8 +1,11 @@
-#!/usr/bin/env python3
+#!/bin/sh
+"""exec" "python3" "$0" "$@" #"""  # fmt: off # fmt: on
 #
 # This file has been generated by conda-smithy in order to build the recipe
 # locally.
 #
+# The line above this comment is a bash / sh / zsh guard
+# to stop people from running it with the wrong interpreter
 import glob
 import os
 import platform
diff --git a/recipe/bld.bat b/recipe/bld.bat
new file mode 100644
index 0000000..a3bfe50
--- /dev/null
+++ b/recipe/bld.bat
@@ -0,0 +1,18 @@
+@echo off
+
+IF NOT DEFINED PYTHON (set PYTHON="python")
+IF DEFINED PKG_VERSION (set SKLEARNEX_VERSION=%PKG_VERSION%)
+IF NOT DEFINED DALROOT (set DALROOT=%PREFIX%)
+IF NOT DEFINED MPIROOT IF "%NO_DIST%"=="" (set MPIROOT=%PREFIX%)
+
+rem reset preferred compilers to avoid usage of icx/icpx by default in all cases
+set CC=cl.exe
+set CXX=cl.exe
+
+rem source compiler if DPCPPROOT is set outside of conda-build
+IF DEFINED DPCPPROOT (
+    echo "Sourcing DPCPPROOT"
+    call "%DPCPPROOT%\env\vars.bat"
+)
+
+%PYTHON% setup.py install --single-version-externally-managed --record record.txt
diff --git a/recipe/build.sh b/recipe/build.sh
new file mode 100755
index 0000000..89c026f
--- /dev/null
+++ b/recipe/build.sh
@@ -0,0 +1,28 @@
+#!/bin/bash
+
+if [ -z "${PYTHON}" ]; then
+    export PYTHON=python
+fi
+
+if [ ! -z "${PKG_VERSION}" ]; then
+    export SKLEARNEX_VERSION=$PKG_VERSION
+fi
+
+if [ -z "${DALROOT}" ]; then
+    export DALROOT=${PREFIX}
+fi
+
+if [ -z "${MPIROOT}" ] && [ -z "${NO_DIST}" ]; then
+    export MPIROOT=${PREFIX}
+fi
+# reset preferred compilers to avoid usage of icx/icpx by default in all cases
+if [ ! -z "${CC_FOR_BUILD}" ] && [ ! -z "${CXX_FOR_BUILD}" ]; then
+    export CC=$CC_FOR_BUILD
+    export CXX=$CXX_FOR_BUILD
+fi
+# source compiler if DPCPPROOT is set outside of conda-build
+if [ ! -z "${DPCPPROOT}" ]; then
+    source ${DPCPPROOT}/env/vars.sh
+fi
+
+${PYTHON} setup.py install --single-version-externally-managed --record record.txt
diff --git a/recipe/meta.yaml b/recipe/meta.yaml
index 3e7849e..4186a30 100755
--- a/recipe/meta.yaml
+++ b/recipe/meta.yaml
@@ -1,52 +1,85 @@
+# NB: this recipe should be synced between sklearnex repo and feedstocks
+
 {% set name = "scikit-learn-intelex" %}
-{% set version = "2024.6.0" %}
+{% set version = "2025.0.1" %}
 {% set buildnumber = 1 %}
 
 package:
   name: {{ name|lower }}
   version: {{ version }}
 
+# Reminder: source should point to path for repo or github archive for feedstock
 source:
-  url: https://github.com/intel/scikit-learn-intelex/archive/{{ version }}.tar.gz
-  sha256: 7ae556ca5923d3fb7a88f6534f4c48984bc8616b3a3827d7d44b655c6b92624b
+  url: https://github.com/Alexsandruss/scikit-learn-intelex/archive/{{ version }}.tar.gz
+  sha256: 0758aee78a7632faa84e6ebd8ebf503ab45ac24a274c8f01a17a11482b5429c5
+# source:
+#   path: ..
 
 build:
   skip: true  # [not (linux64 or win)]
   number: {{ buildnumber }}
-  script:
-    - export DALROOT="${PREFIX}"  # [not win]
-    - set DALROOT=%PREFIX%        # [win]
-    - {{ PYTHON }} setup_sklearnex.py install --single-version-externally-managed --record=record_sklearnex.txt
+  include_recipe: False
+  script_env:
+  - DPCPPROOT
+  - DALROOT
+  - NO_DIST =1  # [win]
 
 requirements:
+  build:
+    - make  # [linux]
+    - dpcpp_linux-64  # [linux64]
+    # - dpcpp_win-64  # [win]
+    - {{ compiler('cxx') }}  # [linux64 or win]
+    # conda-forge feedstock specific
+    - {{ stdlib("c") }}  # [linux64 or win]
   host:
     - python
     - setuptools
-    - dal-include =={{ version }}
+    - cmake
+    - clang-format
+    - cython
+    - jinja2
+    - pybind11
+    - numpy {{ numpy }}
+    - mpich  # [not win]
+    # - impi-devel  # [win]
+    # dal-devel pinning depends on the recipe location (repo or feedstock)
+    # - dal-devel
+    - dal-devel ==2024.6.0
   run:
     - python
-    - daal4py =={{ version }}
-    - scikit-learn
+    - {{ pin_compatible('numpy') }}
+    - dpcpp-cpp-rt  # [linux64]
+    # dal pinning depends on the recipe location (repo or feedstock)
+    # - dal
+    - dal ==2024.6.0
 
 test:
   requires:
     - pandas
+    - scikit-learn
+    - xgboost
+    - lightgbm
+    - catboost
     - pytest
+    - pyyaml
+    - mpich  # [not win]
+    # - impi_rt  # [win]
   source_files:
-    - sklearnex/tests
+    - .ci
+    - examples
+    - tests
+    - daal4py/sklearn
   commands:
-    - cd sklearnex
-    - python -c "import sklearnex"
-    - python -c "from sklearnex import patch_sklearn; patch_sklearn()"
-    - python -m pytest --pyargs --verbose .
+    - python -c "import sklearnex; sklearnex.patch_sklearn()"
 
 about:
   home: https://intel.github.io/scikit-learn-intelex
-  license: Apache-2.0 AND BSD-2-Clause AND BSD-3-Clause AND MIT
+  license: Apache-2.0
   license_file:
     - LICENSE
     - doc/third-party-programs-sklearnex.txt
-  summary: Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application.
+  summary: Intel(R) Extension for Scikit-learn* is a seamless way to speed up your Scikit-learn application.
   description: |
     <strong>LEGAL NOTICE: Use of this software package is subject to the
     software license agreement (as set forth above, in the license section of
@@ -61,6 +94,7 @@ about:
 
 extra:
   recipe-maintainers:
+    # GitHub IDs for maintainers of the recipe.
     - napetrov
     - Alexsandruss
     - maria-Petrova
diff --git a/recipe/run_test.bat b/recipe/run_test.bat
new file mode 100644
index 0000000..dcdc748
--- /dev/null
+++ b/recipe/run_test.bat
@@ -0,0 +1,17 @@
+@echo off
+
+rem %1 - scikit-learn-intelex repo root (leave empty if it's PWD)
+
+set exitcode=0
+
+IF NOT DEFINED PYTHON (set PYTHON="python")
+
+%PYTHON% -c "from sklearnex import patch_sklearn; patch_sklearn()" || set exitcode=1
+
+%PYTHON% -m unittest discover -v -s %1%tests -p test*.py || set exitcode=1
+
+pytest --verbose --pyargs daal4py || set exitcode=1
+pytest --verbose --pyargs sklearnex || set exitcode=1
+pytest --verbose --pyargs onedal || set exitcode=1
+%PYTHON% %1%.ci\scripts\test_global_patch.py || set exitcode=1
+EXIT /B %exitcode%
diff --git a/recipe/run_test.sh b/recipe/run_test.sh
new file mode 100755
index 0000000..c04f131
--- /dev/null
+++ b/recipe/run_test.sh
@@ -0,0 +1,50 @@
+#!/bin/bash
+
+sklex_root="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
+count=3
+while [[ count -ne 0 ]]; do
+    if [[ -d $sklex_root/.ci/ && -d $sklex_root/examples/ && -d $sklex_root/tests/ && -d $sklex_root/daal4py/sklearn ]]; then
+        break
+    fi
+    sklex_root="$( dirname "${sklex_root}" )"
+    count=$(($count - 1))
+done
+
+if [[ count -eq 0 ]]; then
+    echo "run_test.sh did not find the required testing directories"
+    exit 1
+fi
+
+return_code=0
+
+if [ -z "${PYTHON}" ]; then
+    export PYTHON=python
+fi
+
+${PYTHON} -c "from sklearnex import patch_sklearn; patch_sklearn()"
+return_code=$(($return_code + $?))
+
+echo "NO_DIST=$NO_DIST"
+if [[ ! $NO_DIST ]]; then
+    echo "MPI unittest discover testing ..."
+    mpirun --version
+    mpirun -n 4 python -m unittest discover -v -s ${sklex_root}/tests -p test*spmd*.py
+    return_code=$(($return_code + $?))
+fi
+
+${PYTHON} -m unittest discover -v -s ${sklex_root}/tests -p test*.py
+return_code=$(($return_code + $?))
+
+pytest --verbose --pyargs daal4py
+return_code=$(($return_code + $?))
+
+pytest --verbose --pyargs sklearnex
+return_code=$(($return_code + $?))
+
+pytest --verbose --pyargs onedal
+return_code=$(($return_code + $?))
+
+${PYTHON} ${sklex_root}/.ci/scripts/test_global_patch.py
+return_code=$(($return_code + $?))
+
+exit $return_code