diff --git a/etc/scripts/build_rpm_docker.py b/etc/scripts/build_rpm_docker.py
new file mode 100644
index 00000000..01da2ea5
--- /dev/null
+++ b/etc/scripts/build_rpm_docker.py
@@ -0,0 +1,160 @@
+#!/usr/bin/env python3
+"""
+Use Docker container to build an RPM.
+Using Docker approach to ensure a consistent and isolated build environment.
+
+Requirement: The `toml` Python package
+
+    pip install toml
+
+To run the script:
+
+    python build_rpm_docker.py
+
+This script will generate the RPM package files and place them in the
+dist/rpmbuild/ directory.
+
+Once the RPM package is generated, you can install it using:
+
+    sudo dnf install /path/to/<dejacode>.rpm
+
+(Replace the above path with the actual path to the generated RPM file.)
+"""
+
+import os
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+import toml
+
+
+def build_rpm_with_docker():
+    # Load the pyproject.toml file
+    with open("pyproject.toml") as f:
+        project = toml.load(f)["project"]
+
+    pkg_name = project["name"]
+    # Insert "python3-"" prefix that follows a common convention for Python RPMs
+    rpm_name = f"python3-{pkg_name.lower()}"
+
+    docker_cmd = [
+        "docker",
+        "run",
+        "--rm",
+        "-v",
+        f"{os.getcwd()}:/workspace",
+        "-w",
+        "/workspace",
+        "fedora:42",
+        "/bin/bash",
+        "-c",
+        f"""set -ex
+# Install All build dependencies
+dnf install -y rpm-build python3-devel python3-setuptools python3-wheel python3-build python3-toml
+
+# Build the wheel
+python3 -m build --wheel
+
+# Get the wheel file name
+WHEEL_FILE=$(ls dist/*.whl)
+if [ -z "$WHEEL_FILE" ]; then
+    echo "Error: No wheel file found in dist/." >&2
+    exit 1
+fi
+WHEEL_FILENAME=$(basename "$WHEEL_FILE")
+
+# Keep RPM version as is for sorting
+RPM_VERSION="{project["version"].replace("-dev", "~dev")}"
+
+# Creates the standard directory structure required by rpmbuild
+mkdir -p dist/rpmbuild/{{BUILD,RPMS,SOURCES,SPECS,SRPMS}}
+mv "$WHEEL_FILE" dist/rpmbuild/SOURCES/
+
+# Get the changelog date
+CHANGELOG_DATE=$(date '+%a %b %d %Y')
+
+# Generate spec file with correct deps
+cat > dist/rpmbuild/SPECS/{rpm_name}.spec << EOF
+Name:           {rpm_name}
+Version:        $RPM_VERSION
+Release:        1%{{?dist}}
+Summary:        {
+            project.get(
+                "description",
+                "Automate open source license complianceand ensure supply chain integrity",
+            )
+        }
+
+License:        {project.get("license", "AGPL-3.0-only")}
+URL:            {
+            project.get("urls", "").get("Homepage", "https://github.com/aboutcode-org/dejacode")
+        }
+Source0:        "$WHEEL_FILENAME"
+
+BuildArch:      noarch
+BuildRequires:  python3-devel python3-setuptools python3-wheel python3-build python3-toml
+
+%description
+{
+            project.get(
+                "description",
+                "Automate open source license compliance and ensuresupply chain integrity",
+            )
+        }
+
+%prep
+
+%install
+mkdir -p %{{buildroot}}%{{python3_sitelib}}
+# Use the actual filename for pip install, which %SOURCE0 resolves to
+pip install --no-deps --ignore-installed --root %{{buildroot}} --prefix %{{_prefix}} %{{SOURCE0}}
+
+%files
+%{{_bindir}}/dejacode
+%{{python3_sitelib}}/*
+
+%changelog
+* $CHANGELOG_DATE {project.get("authors", [{}])[0].get("name", "nexB Inc.")} - $RPM_VERSION-1
+- {
+            project.get("urls", "").get(
+                "Changelog", "https://github.com/aboutcode-org/dejacode/blob/main/CHANGELOG.rst"
+            )
+        }
+EOF
+
+# Build the RPM
+rpmbuild --define "_topdir /workspace/dist/rpmbuild" -bb dist/rpmbuild/SPECS/{rpm_name}.spec
+
+# Fix permissions for Windows host
+chmod -R u+rwX dist/rpmbuild
+""",
+    ]
+
+    try:
+        subprocess.run(docker_cmd, check=True, shell=False)  # noqa: S603
+        # Verify the existance of the .rpm
+        rpm_file = next(Path("dist/rpmbuild/RPMS/noarch").glob("*.rpm"), None)
+        if rpm_file:
+            print(f"\nSuccess! RPM built: {rpm_file}")
+        else:
+            print("Error: RPM not found in dist/rpmbuild/RPMS/noarch/", file=sys.stderr)
+            sys.exit(1)
+    except subprocess.CalledProcessError as e:
+        print(f"Build failed: {e}", file=sys.stderr)
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    # Check if "docker" is available
+    if not shutil.which("docker"):
+        print("Error: Docker not found. Please install Docker first.", file=sys.stderr)
+        sys.exit(1)
+
+    # Get the directory where the current script is located (which is located in etc/scripts)
+    script_dir = Path(__file__).parent.resolve()
+    # Go up two levels from etc/scripts/
+    project_root = script_dir.parent.parent
+    os.chdir(project_root)
+    build_rpm_with_docker()