diff --git a/features/data.feature b/features/data.feature
index 45f5554e..4584f347 100644
--- a/features/data.feature
+++ b/features/data.feature
@@ -60,6 +60,18 @@ Feature: Data
     And I should see "Jack" in "_site/index.html"
     And I should see "Leon" in "_site/index.html"
 
+  Scenario: autoload *.yaml files in subdirectories in _data directory
+    Given I have a _data directory
+    And I have a _data/categories directory
+    And I have a "_data/categories/dairy.yaml" file with content:
+      """
+      name: Dairy Products
+      """
+    And I have an "index.html" page that contains "{{ site.data.categories.dairy.name }}"
+    When I run jekyll build
+    Then the "_site/index.html" file should exist
+    And I should see "Dairy Products" in "_site/index.html"
+
   Scenario: should be backward compatible with site.data in _config.yml
     Given I have a "_config.yml" file with content:
       """
diff --git a/lib/jekyll/site.rb b/lib/jekyll/site.rb
index 5f1580bb..1220879d 100644
--- a/lib/jekyll/site.rb
+++ b/lib/jekyll/site.rb
@@ -196,17 +196,33 @@ module Jekyll
     # Returns nothing
     def read_data(dir)
       base = File.join(source, dir)
-      return unless File.directory?(base) && (!safe || !File.symlink?(base))
+      read_data_to(base, self.data)
+    end
 
-      entries = Dir.chdir(base) { Dir['*.{yaml,yml,json}'] }
-      entries.delete_if { |e| File.directory?(File.join(base, e)) }
+    # Read and parse all yaml files under <dir> and add them to the
+    # <data> variable.
+    #
+    # dir - The string absolute path of the directory to read.
+    # data - The variable to which data will be added.
+    #
+    # Returns nothing
+    def read_data_to(dir, data)
+      return unless File.directory?(dir) && (!safe || !File.symlink?(dir))
+
+      entries = Dir.chdir(dir) do
+        Dir['*.{yaml,yml,json}'] + Dir['*'].select { |fn| File.directory?(fn) }
+      end
 
       entries.each do |entry|
-        path = File.join(source, dir, entry)
+        path = File.join(dir, entry)
         next if File.symlink?(path) && safe
 
         key = sanitize_filename(File.basename(entry, '.*'))
-        self.data[key] = SafeYAML.load_file(path)
+        if File.directory?(path)
+          read_data_to(path, data[key] = {})
+        else
+          data[key] = SafeYAML.load_file(path)
+        end
       end
     end
 
diff --git a/test/source/_data/categories/dairy.yaml b/test/source/_data/categories/dairy.yaml
new file mode 100644
index 00000000..c091a68c
--- /dev/null
+++ b/test/source/_data/categories/dairy.yaml
@@ -0,0 +1,6 @@
+name: Dairy
+products:
+- name: cheese
+  price: 5.3
+- name: milk
+  price: 2.5
\ No newline at end of file
diff --git a/test/test_site.rb b/test/test_site.rb
index 94263491..1163a61a 100644
--- a/test/test_site.rb
+++ b/test/test_site.rb
@@ -388,6 +388,16 @@ class TestSite < Test::Unit::TestCase
         assert_equal site.site_payload['site']['data']['members'], file_content
       end
 
+      should 'auto load yaml files in subdirectory' do
+        site = Site.new(Jekyll.configuration)
+        site.process
+
+        file_content = SafeYAML.load_file(File.join(source_dir, '_data', 'categories', 'dairy.yaml'))
+
+        assert_equal site.data['categories']['dairy'], file_content
+        assert_equal site.site_payload['site']['data']['categories']['dairy'], file_content
+      end
+
       should "load symlink files in unsafe mode" do
         site = Site.new(Jekyll.configuration.merge({'safe' => false}))
         site.process