diff --git a/debian/changelog b/debian/changelog
index f68e0ed..077455c 100644
--- a/debian/changelog
+++ b/debian/changelog
@@ -11,6 +11,7 @@ ubuntu-dev-tools (0.172) UNRELEASED; urgency=medium
     that it's scripts-only, so manually declare one.
   * Install pull-debian-source as python 3. It was ported, and doesn't work
     under python 2 any more. (LP: #1841127)
+  * Use dh_install to split the build into multiple binary packages.
 
  -- Mattia Rizzolo <mattia@debian.org>  Fri, 23 Aug 2019 10:07:40 +0200
 
diff --git a/debian/python-ubuntutools.install b/debian/python-ubuntutools.install
new file mode 100644
index 0000000..5ad7ef7
--- /dev/null
+++ b/debian/python-ubuntutools.install
@@ -0,0 +1 @@
+/usr/lib/python2.7
diff --git a/debian/python3-ubuntutools.install b/debian/python3-ubuntutools.install
new file mode 100644
index 0000000..046eb9f
--- /dev/null
+++ b/debian/python3-ubuntutools.install
@@ -0,0 +1 @@
+/usr/lib/python3.*
diff --git a/debian/rules b/debian/rules
index accbc51..04fac7a 100755
--- a/debian/rules
+++ b/debian/rules
@@ -1,12 +1,4 @@
 #!/usr/bin/make -f
 
-export PYBUILD_NAME=ubuntutools
-
 %:
 	dh $@ --with python2,python3 --buildsystem=pybuild
-
-override_dh_install:
-	dh_install
-	mkdir -p debian/ubuntu-dev-tools/usr
-	mv debian/python-ubuntutools/usr/bin debian/ubuntu-dev-tools/usr/
-	mv debian/python-ubuntutools/usr/share debian/ubuntu-dev-tools/usr/
diff --git a/debian/ubuntu-dev-tools.install b/debian/ubuntu-dev-tools.install
new file mode 100644
index 0000000..99b95ed
--- /dev/null
+++ b/debian/ubuntu-dev-tools.install
@@ -0,0 +1,2 @@
+/usr/bin
+/usr/share