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diff --git a/src/arrow/ruby/red-arrow-dataset/red-arrow-dataset.gemspec b/src/arrow/ruby/red-arrow-dataset/red-arrow-dataset.gemspec
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+++ b/src/arrow/ruby/red-arrow-dataset/red-arrow-dataset.gemspec
@@ -0,0 +1,51 @@
+# -*- ruby -*-
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you 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.
+
+require_relative "lib/arrow-dataset/version"
+
+Gem::Specification.new do |spec|
+  spec.name = "red-arrow-dataset"
+  version_components = [
+    ArrowDataset::Version::MAJOR.to_s,
+    ArrowDataset::Version::MINOR.to_s,
+    ArrowDataset::Version::MICRO.to_s,
+    ArrowDataset::Version::TAG,
+  ]
+  spec.version = version_components.compact.join(".")
+  spec.homepage = "https://arrow.apache.org/"
+  spec.authors = ["Apache Arrow Developers"]
+  spec.email = ["dev@arrow.apache.org"]
+
+  spec.summary = "Red Arrow Dataset is the Ruby bindings of Apache Arrow Dataset"
+  spec.description =
+    "Apache Arrow Dataset is one of Apache Arrow components to read and write " +
+    "semantic datasets stored in different locations and formats."
+  spec.license = "Apache-2.0"
+  spec.files = ["README.md", "Rakefile", "Gemfile", "#{spec.name}.gemspec"]
+  spec.files += ["LICENSE.txt", "NOTICE.txt"]
+  spec.files += Dir.glob("lib/**/*.rb")
+  spec.test_files += Dir.glob("test/**/*")
+  spec.extensions = ["dependency-check/Rakefile"]
+
+  spec.add_runtime_dependency("red-arrow", "= #{spec.version}")
+
+  spec.add_development_dependency("bundler")
+  spec.add_development_dependency("rake")
+  spec.add_development_dependency("test-unit")
+end