diff --git a/.github/workflows/windows_conditional_compilation.yml b/.github/workflows/windows_conditional_compilation.yml
index e2155ab0699..b25ff0a0a6f 100644
--- a/.github/workflows/windows_conditional_compilation.yml
+++ b/.github/workflows/windows_conditional_compilation.yml
@@ -4,24 +4,24 @@ on:
   schedule:
     # run daily at 00:00
     - cron: '0 0 * * *'
-#  pull_request:
-#    paths-ignore:
-#      - '**/docs/**'
-#      - 'docs/**'
-#      - '**/**.md'
-#      - '**.md'
-#      - '**/layer_tests_summary/**'
-#      - '**/conformance/**'
-#  push:
-#    paths-ignore:
-#      - '**/docs/**'
-#      - 'docs/**'
-#      - '**/**.md'
-#      - '**.md'
-#      - '**/layer_tests_summary/**'
-#      - '**/conformance/**'
-#    branches:
-#      - master
+  # pull_request:
+  #   paths-ignore:
+  #     - '**/docs/**'
+  #     - 'docs/**'
+  #     - '**/**.md'
+  #     - '**.md'
+  #     - '**/layer_tests_summary/**'
+  #     - '**/conformance/**'
+  push:
+    paths-ignore:
+      - '**/docs/**'
+      - 'docs/**'
+      - '**/**.md'
+      - '**.md'
+      - '**/layer_tests_summary/**'
+      - '**/conformance/**'
+    branches:
+      - master
 
 concurrency:
   # github.ref is not unique in post-commit
@@ -37,7 +37,7 @@ jobs:
     defaults:
       run:
         shell: pwsh
-    runs-on: windows-latest-8-cores
+    runs-on: aks-win-16-cores-32gb
     env:
       CMAKE_BUILD_TYPE: 'Release'
       CMAKE_GENERATOR: 'Ninja Multi-Config'
@@ -49,6 +49,8 @@ jobs:
       BUILD_DIR: "${{ github.workspace }}\\openvino_build"
       MODELS_PATH: "${{ github.workspace }}\\testdata"
       SELECTIVE_BUILD_STAT_DIR: "${{ github.workspace }}\\selective_build_stat"
+      # TODO: specify version of compiler here
+      SCCACHE_AZURE_KEY_PREFIX: windows2022_x86_64_itt_Release
     steps:
       - name: Clone OpenVINO
         uses: actions/checkout@v4
@@ -82,6 +84,11 @@ jobs:
           should-setup-pip-paths: 'false'
           self-hosted-runner: 'false'
 
+      - name: Install sccache
+        uses: mozilla-actions/sccache-action@v0.0.3
+        with:
+          version: "v0.5.4"
+
       - name: Install build dependencies
         run: choco install --no-progress ninja
 
@@ -106,18 +113,6 @@ jobs:
       - name: Configure Developer Command Prompt for Microsoft Visual C++
         uses: ilammy/msvc-dev-cmd@v1
 
-      - name: Setup sccache
-        uses: hendrikmuhs/ccache-action@v1.2
-        with:
-          variant: sccache
-          max-size: "2000M"
-          # Should save cache only if run in the master branch of the base repo
-          # github.ref_name is 'ref/PR_#' in case of the PR, and 'branch_name' when executed on push
-          save: ${{ github.ref_name == 'master' && 'true' || 'false'  }}
-          key: ${{ github.job }}-${{ runner.os }}-itt
-          restore-keys: |
-            ${{ github.job }}-${{ runner.os }}-itt
-
       - name: CMake configure - CC COLLECT
         run: |
           cmake -G "${{ env.CMAKE_GENERATOR }}" `
@@ -133,10 +128,29 @@ jobs:
             -S ${{ env.OPENVINO_REPO }} `
             -B ${{ env.BUILD_DIR }}
 
+      - name: Clean sccache stats
+        run: '& "$Env:SCCACHE_PATH" --zero-stats'
+
+        # to get more information on the issue
+        # described in the next step
+      - name: Show which network ports are used
+        run: netstat -ban
+
+        # the case is the following:
+        # sccache: error: An attempt was made to access a socket in a way forbidden by its access permissions. (os error 10013)
+        # This looks like the attempt to use
+        # a port below 1024 or a port
+        # which is occupied by another app
+      - name: Stop sccache server just in case
+        run: '& "$Env:SCCACHE_PATH" --stop-server'
+
       - name: Cmake build - CC COLLECT
         run: |
-          cmake --build ${{ env.BUILD_DIR }} --parallel --config ${{ env.CMAKE_BUILD_TYPE }}
-          cmake --build ${{ env.BUILD_DIR }} --parallel --config ${{ env.CMAKE_BUILD_TYPE }} --target sea_itt_lib
+          cmake --build ${{ env.BUILD_DIR }} --parallel 8 --config ${{ env.CMAKE_BUILD_TYPE }} && `
+          cmake --build ${{ env.BUILD_DIR }} --parallel 8 --config ${{ env.CMAKE_BUILD_TYPE }} --target sea_itt_lib
+
+      - name: Show sccache stats
+        run: '& "$Env:SCCACHE_PATH" --show-stats'
 
       - name: Cmake install - OpenVINO
         run: cmake -DCMAKE_INSTALL_PREFIX=${{ env.INSTALL_DIR }} -P ${{ env.BUILD_DIR }}/cmake_install.cmake
@@ -216,7 +230,7 @@ jobs:
     defaults:
       run:
         shell: pwsh
-    runs-on: windows-latest-8-cores
+    runs-on: aks-win-16-cores-32gb
     env:
       CMAKE_BUILD_TYPE: 'Release'
       CMAKE_CXX_COMPILER_LAUNCHER: sccache
@@ -225,6 +239,7 @@ jobs:
       BUILD_DIR: "${{ github.workspace }}\\openvino_build"
       MODELS_PATH: "${{ github.workspace }}\\testdata"
       SELECTIVE_BUILD_STAT_DIR: "${{ github.workspace }}\\selective_build_stat"
+      SCCACHE_AZURE_KEY_PREFIX: windows2022_x86_64_cc_Release
     steps:
       - name: Clone OpenVINO
         uses: actions/checkout@v4
@@ -249,6 +264,18 @@ jobs:
       - name: Extract selective build statistics package
         run: Expand-Archive ${{ env.SELECTIVE_BUILD_STAT_DIR }}/openvino_selective_build_stat.zip -DestinationPath "${{ env.SELECTIVE_BUILD_STAT_DIR }}"
 
+      - name: Setup Python ${{ env.PYTHON_VERSION }}
+        uses: ./openvino/.github/actions/setup_python
+        with:
+          version: ${{ env.PYTHON_VERSION }}
+          should-setup-pip-paths: 'false'
+          self-hosted-runner: 'false'
+
+      - name: Install sccache
+        uses: mozilla-actions/sccache-action@v0.0.3
+        with:
+          version: "v0.5.4"
+
       - name: CMake configure - CC ON
         run: |
           cmake `
@@ -267,9 +294,15 @@ jobs:
             -S ${{ env.OPENVINO_REPO }} `
             -B ${{ env.BUILD_DIR }}
 
+      - name: Clean sccache stats
+        run: '& "$Env:SCCACHE_PATH" --zero-stats'
+
       - name: Cmake build - CC ON
         run: cmake --build ${{ env.BUILD_DIR }} --parallel --config ${{ env.CMAKE_BUILD_TYPE }} --target benchmark_app
 
+      - name: Show sccache stats
+        run: '& "$Env:SCCACHE_PATH" --show-stats'
+
       - name: List bin files
         shell: cmd
         run: dir ${{ env.OPENVINO_REPO }}\bin\ /s
@@ -283,10 +316,11 @@ jobs:
   CPU_Functional_Tests:
     name: CPU functional tests
     needs: Build
+    timeout-minutes: 70
     defaults:
       run:
         shell: pwsh
-    runs-on: windows-latest-8-cores
+    runs-on: aks-win-8-cores-16gb
     env:
       OPENVINO_REPO: "${{ github.workspace }}\\openvino"
       INSTALL_TEST_DIR: "${{ github.workspace }}\\tests_install"