diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index 04ae0f16..3ae8722d 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -1,5 +1,4 @@
-# [Choice] debian-11, debian-10, ubuntu-22.04, ubuntu-20.04, ubuntu-18.04
-ARG VARIANT=ubuntu-22.04
+ARG VARIANT=ubuntu-24.04
 
 FROM mcr.microsoft.com/devcontainers/base:${VARIANT}
 
@@ -28,25 +27,14 @@ RUN set -e; \
     libczmq-dev \
     libzmq3-dev
 
-# Install Apache Arrow
-ARG APACHE_ARROW_VERSION=15.0.0-1
-ARG arrow_deb_tmp=/tmp/apache-arrow-apt-source-latest.deb
-ARG arrow_apt_source=https://apache.jfrog.io/artifactory/arrow/ubuntu/pool/jammy/main/a/apache-arrow-apt-source/apache-arrow-apt-source_${APACHE_ARROW_VERSION}_all.deb
+# To install Apache Arrow
 RUN set -e; \
-    apt-get update; \
-    curl -sfSL -o ${arrow_deb_tmp} ${arrow_apt_source}; \
-    apt-get install -y --no-install-recommends ${arrow_deb_tmp}; \
-    rm -f ${arrow_deb_tmp}; \
-    apt-get update; \
-    apt-get install -y \
-    libarrow-dev \
-    libarrow-glib-dev \
-    libarrow-dataset-dev \
-    libarrow-flight-dev \
-    libparquet-dev \
-    libparquet-glib-dev \
-    libgandiva-dev \
-    libgandiva-glib-dev
+    apt update; \
+    apt install -y -V ca-certificates lsb-release wget; \
+    wget https://packages.apache.org/artifactory/arrow/$(lsb_release --id --short | tr 'A-Z' 'a-z')/apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb; \
+    apt install -y -V ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb; \
+    rm -f ./apache-arrow-apt-source-latest-$(lsb_release --codename --short).deb; \
+    apt update
 
 # This Dockerfile adds a non-root user with sudo access. Use the "remoteUser"
 ARG USERNAME=vscode
@@ -68,8 +56,3 @@ RUN set -e; \
 RUN set -e; \
     $HOME/.rbenv/bin/rbenv install --verbose $RBENV_RUBY; \
     $HOME/.rbenv/bin/rbenv global $RBENV_RUBY
-
-# Install IRuby
-RUN set -e; \
-    $HOME/.rbenv/bin/rbenv exec gem install iruby; \
-    $HOME/.rbenv/bin/rbenv exec iruby register --force
diff --git a/.devcontainer/onCreateCommand.sh b/.devcontainer/onCreateCommand.sh
index 00725134..ce5f3474 100755
--- a/.devcontainer/onCreateCommand.sh
+++ b/.devcontainer/onCreateCommand.sh
@@ -22,5 +22,8 @@ git clone https://github.com/trueroad/HaranoAjiFonts.git $HOME/.fonts/HaranoAjiF
 # Install gems
 bundle install
 
+# Install IRuby
+iruby register --force --name=ruby
+
 # Create Jupyter Notebooks
 rake quarto:convert
diff --git a/bin/Gemfile b/bin/Gemfile
index 8c6d2600..2a008a0d 100755
--- a/bin/Gemfile
+++ b/bin/Gemfile
@@ -6,9 +6,9 @@ gem 'irb'
 gem 'iruby'
 
 gem 'numo-narray'
-gem 'red-arrow', '~> 15.0.0'
+gem 'red-arrow', '>= 15.0.0'
 gem 'red-arrow-numo-narray'
-gem 'red-parquet', '~> 15.0.0'
+gem 'red-parquet', '>= 15.0.0'
 
 gem 'red_amber', path: '..'
 gem 'red-amber-view'
diff --git a/docker/Gemfile b/docker/Gemfile
index 519f2b4f..fe86c630 100755
--- a/docker/Gemfile
+++ b/docker/Gemfile
@@ -5,9 +5,9 @@ source 'https://rubygems.org'
 gem 'irb'
 
 gem 'numo-narray'
-gem 'red-arrow', '~> 12.0.0'
+gem 'red-arrow', '>= 12.0.0'
 gem 'red-arrow-numo-narray'
-gem 'red-parquet', '~> 12.0.0'
+gem 'red-parquet', '>= 12.0.0'
 
 gem 'red_amber'
 gem 'red-amber-view'