diff --git a/.github/.licenserc.yaml b/.github/.licenserc.yaml
new file mode 100644
index 00000000000..2fab89c87dc
--- /dev/null
+++ b/.github/.licenserc.yaml
@@ -0,0 +1,77 @@
+# Copyright contributors to the oneDAL project
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+header:
+  license:
+    spdx-id: Apache-2.0
+    copyright-owner: contributors to the oneDAL project
+    copyright-year: ""
+    pattern: |
+      Copyright (\d{4} Intel Corporation|(?:contributors to the oneDAL project))
+
+      Licensed under the Apache License, Version 2.0 \(the "License"\);
+      you may not use this file except in compliance with the License.
+      You may obtain a copy of the License at
+
+          http://www.apache.org/licenses/LICENSE-2.0
+
+      Unless required by applicable law or agreed to in writing, software
+      distributed under the License is distributed on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+      See the License for the specific language governing permissions and
+      limitations under the License.
+  paths:
+    - '**'
+
+  paths-ignore:
+    - '.gitignore'
+    - '.gitattributes'
+    # Bazel related files
+    - '.bazelrc'
+    - '.bazelversion'
+    - 'BUILD'
+    - 'WORKSPACE'
+    - 'MODULE.bazel'
+    - '**/*.tpl.BUILD'
+    # Clang-format configs
+    - '.clang-format'
+    # All .md files
+    - '**/*.md'
+    # All .csv files
+    - '**/*.csv'
+    # All Doxygen files and some from docs/
+    - 'docs/doxygen/**'
+    - 'docs/requirements.txt'
+    - 'docs/source/_static/style.css'
+    - 'docs/source/_templates/layout.html'
+    - 'docs/source/substitutions_common.txt'
+    - 'docs/source/substitutions_specific.txt'
+    # Some files from .ci/.github
+    - '.ci/pipeline/**/*.yml'
+    - '.ci/env/environment.yml'
+    - '.ci/scripts/conformance-scripts/algorithms.txt'
+    - '.ci/scripts/conformance-scripts/run_tests_with_context.py'
+    - '.github/workflows/**/*.yml'
+    - '.github/.mergify.yml'
+    - '.github/CODEOWNERS'
+    - '.github/renovate.json'
+    # Specific files
+    - 'license.txt'
+    - 'third-party-programs-mkl.txt'
+    - 'third-party-programs.txt'
+    - 'deploy/local/config.txt'
+
+  comment: on-failure
+
+  license-location-threshold: 80  # specifies the index threshold where the license header can be located.
diff --git a/.github/workflows/skywalking-eyes.yml b/.github/workflows/skywalking-eyes.yml
new file mode 100644
index 00000000000..627636f608a
--- /dev/null
+++ b/.github/workflows/skywalking-eyes.yml
@@ -0,0 +1,25 @@
+name: Check License Header
+
+on:
+  pull_request:
+    branches:
+      - main
+  push:
+    branches:
+      - main
+
+permissions: read-all
+
+jobs:
+  check-license-header:
+    name: Check License Header
+    if: github.repository == 'oneapi-src/oneDAL'
+    runs-on: ubuntu-latest
+    steps:
+      - name: "Checkout code"
+        uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 # v4.1.7
+      - name: Check License Header
+        uses: apache/skywalking-eyes/header@cd7b195c51fd3d6ad52afceb760719ddc6b3ee91     # always prefer to use a revision instead of `main`.
+        with:
+          config: ".github/.licenserc.yaml"
+          mode: "check"
diff --git a/cpp/daal/src/externals/service_math_ref.h b/cpp/daal/src/externals/service_math_ref.h
index 07062c1ba2f..6d6cd76448a 100644
--- a/cpp/daal/src/externals/service_math_ref.h
+++ b/cpp/daal/src/externals/service_math_ref.h
@@ -1,6 +1,6 @@
 /* file: service_math_ref.h */
 /*******************************************************************************
-* Copyright 2014-2023 Intel Corporation
+* Copyright 2014 Intel Corporation
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
diff --git a/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_kernel_hist_impl.hpp b/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_kernel_hist_impl.hpp
index 6d1c4362309..9dfe252e849 100644
--- a/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_kernel_hist_impl.hpp
+++ b/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_kernel_hist_impl.hpp
@@ -1,5 +1,5 @@
 /*******************************************************************************
-* Copyright 2021-2022 Intel Corporation
+* Copyright 2021 Intel Corporation
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
diff --git a/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_kernel_hist_impl_dpc.cpp b/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_kernel_hist_impl_dpc.cpp
index 9fac38d25b0..fc875683784 100644
--- a/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_kernel_hist_impl_dpc.cpp
+++ b/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_kernel_hist_impl_dpc.cpp
@@ -1,5 +1,5 @@
 /*******************************************************************************
-* Copyright 2021-2022 Intel Corporation
+* Copyright 2021 Intel Corporation
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
diff --git a/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_service_kernels.hpp b/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_service_kernels.hpp
index ba9e5a93d72..c832a4fd1ac 100644
--- a/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_service_kernels.hpp
+++ b/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_service_kernels.hpp
@@ -1,5 +1,5 @@
 /*******************************************************************************
-* Copyright 2021-2022 Intel Corporation
+* Copyright 2021 Intel Corporation
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
diff --git a/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_service_kernels_dpc.cpp b/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_service_kernels_dpc.cpp
index 9130e22f8ca..11549f3d62d 100644
--- a/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_service_kernels_dpc.cpp
+++ b/cpp/oneapi/dal/algo/decision_forest/backend/gpu/train_service_kernels_dpc.cpp
@@ -1,5 +1,5 @@
 /*******************************************************************************
-* Copyright 2021-2022 Intel Corporation
+* Copyright 2021 Intel Corporation
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.