diff --git a/c_glib/Gemfile b/c_glib/Gemfile
index 4b570902bcd72..f42c1850a1785 100644
--- a/c_glib/Gemfile
+++ b/c_glib/Gemfile
@@ -20,4 +20,4 @@
 source "https://rubygems.org/"
 
 gem "test-unit"
-gem "gobject-introspection"
+gem "gobject-introspection", "= 3.3.7"
diff --git a/ci/travis_before_script_c_glib.sh b/ci/travis_before_script_c_glib.sh
index ee3668df01ffa..848992efcfb81 100755
--- a/ci/travis_before_script_c_glib.sh
+++ b/ci/travis_before_script_c_glib.sh
@@ -36,8 +36,6 @@ else
   conda install -q -y ninja
 fi
 
-gem install test-unit gobject-introspection
-
 if [ $TRAVIS_OS_NAME = "osx" ]; then
   sudo env PKG_CONFIG_PATH=$PKG_CONFIG_PATH luarocks install lgi
 else
@@ -47,6 +45,8 @@ fi
 
 pushd $ARROW_C_GLIB_DIR
 
+bundle install
+
 export PKG_CONFIG_PATH=$PKG_CONFIG_PATH:$ARROW_CPP_INSTALL/lib/pkgconfig
 export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$ARROW_CPP_INSTALL/lib
 
diff --git a/ruby/red-arrow/red-arrow.gemspec b/ruby/red-arrow/red-arrow.gemspec
index f4fcda90efe57..75430b5b979e1 100644
--- a/ruby/red-arrow/red-arrow.gemspec
+++ b/ruby/red-arrow/red-arrow.gemspec
@@ -47,7 +47,7 @@ Gem::Specification.new do |spec|
   spec.extensions = ["ext/arrow/extconf.rb"]
 
   spec.add_runtime_dependency("extpp", ">= 0.0.7")
-  spec.add_runtime_dependency("gio2", ">= 3.3.6")
+  spec.add_runtime_dependency("gio2", "= 3.3.7")
   spec.add_runtime_dependency("native-package-installer")
   spec.add_runtime_dependency("pkg-config")