diff --git a/CHANGELOG.md b/CHANGELOG.md
index 61bfde3548..81b43ff39f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,9 +6,9 @@
 1. [#1077](https://github.com/influxdata/chronograf/pull/2087): Fix Chronograf requiring Telegraf's CPU and system plugins to ensure that all Apps appear on the HOST LIST page.
 1. [#2222](https://github.com/influxdata/chronograf/pull/2222): Fix template variables in dashboard query building.
 1. [#2291](https://github.com/influxdata/chronograf/pull/2291): Fix several kapacitor alert creation panics.
+1. [#2303](https://github.com/influxdata/chronograf/pull/2303): Add shadow-utils to RPM release packages
 1. [#2292](https://github.com/influxdata/chronograf/pull/2292): Source extra command line options from defaults file
 
-
 ### Features
 ### UI Improvements
 
diff --git a/etc/build.py b/etc/build.py
index 3ffc229d23..076e8b6769 100755
--- a/etc/build.py
+++ b/etc/build.py
@@ -674,7 +674,7 @@ def package(build_output, pkg_name, version, nightly=False, iteration=1, static=
                             package_build_root,
                             current_location)
                         if package_type == "rpm":
-                            fpm_command += "--depends coreutils"
+                            fpm_command += "--depends coreutils --depends shadow-utils"
                         # TODO: Check for changelog
                         # elif package_type == "deb":
                         #     fpm_command += "--deb-changelog {} ".format(os.path.join(os.getcwd(), "CHANGELOG.md"))