diff --git a/build/debian-packages/cmake-jessie.diff b/build/debian-packages/cmake-jessie.diff
index 2553a61f8575..7fd301f90869 100644
--- a/build/debian-packages/cmake-jessie.diff
+++ b/build/debian-packages/cmake-jessie.diff
@@ -1,56 +1,64 @@
-diff -Nru cmake-3.7.1/debian/changelog cmake-3.7.1/debian/changelog
---- cmake-3.7.1/debian/changelog	2016-12-04 09:01:26.000000000 +0900
-+++ cmake-3.7.1/debian/changelog	2019-07-16 18:17:07.000000000 +0900
-@@ -1,3 +1,15 @@
-+cmake (3.7.1-1.deb8moz1) jessie; urgency=medium
+diff -Nru cmake-3.16.3/debian/changelog cmake-3.16.3/debian/changelog
+--- cmake-3.16.3/debian/changelog	2020-03-16 19:09:14.000000000 +0900
++++ cmake-3.16.3/debian/changelog	2020-06-24 14:59:20.000000000 +0900
+@@ -1,3 +1,17 @@
++cmake (3.16.3-1.deb9moz1) jessie-backports; urgency=medium
 +
 +  * Mozilla backport for jessie.
 +  * debian/rules, debian/control:
 +    - Don't build against system libraries. libuv is missing on jessie, and
 +      it's just simpler to disable the use of system libraries altogether.
++    - But still use system curl.
 +    - Don't build a dbgsym package through dh_strip, that's not supported on
 +      jessie.
++  * debian/compat: Restore a compat level of 10.
 +  * debian/control: Remove versioned dependency on debhelper.
 +
-+ -- Mike Hommey <glandium@mozilla.com>  Tue, 16 Jul 2019 18:17:07 +0900
++ -- Mike Hommey <glandium@goemon>  Wed, 24 Jun 2020 14:59:20 +0900
 +
- cmake (3.7.1-1) unstable; urgency=medium
+ cmake (3.16.3-1~bpo9+1) stretch-backports; urgency=medium
  
-   * New upstream release.
-diff -Nru cmake-3.7.1/debian/control cmake-3.7.1/debian/control
---- cmake-3.7.1/debian/control	2016-11-12 19:55:11.000000000 +0900
-+++ cmake-3.7.1/debian/control	2019-07-16 18:17:07.000000000 +0900
-@@ -4,16 +4,10 @@
+   * Rebuild for stretch-backports.
+diff -Nru cmake-3.16.3/debian/compat cmake-3.16.3/debian/compat
+--- cmake-3.16.3/debian/compat	1970-01-01 09:00:00.000000000 +0900
++++ cmake-3.16.3/debian/compat	2020-06-24 14:57:28.000000000 +0900
+@@ -0,0 +1 @@
++10
+diff -Nru cmake-3.16.3/debian/control cmake-3.16.3/debian/control
+--- cmake-3.16.3/debian/control	2020-03-16 19:09:14.000000000 +0900
++++ cmake-3.16.3/debian/control	2020-06-24 14:59:20.000000000 +0900
+@@ -4,17 +4,10 @@
  Maintainer: Debian CMake Team <pkg-cmake-team@lists.alioth.debian.org>
  Uploaders: Lisandro Damián Nicanor Pérez Meyer <lisandro@debian.org>,
             Felix Geyer <fgeyer@debian.org>
--Build-Depends: debhelper (>= 9.20160114~),
+-Build-Depends: debhelper-compat (= 12),
 +Build-Depends: debhelper,
-                dpkg-dev (>= 1.17.14~),
--               libarchive-dev (>= 2.8.0),
+                freebsd-glue [kfreebsd-any],
+-               libarchive-dev (>= 3.3.3),
 -               libbz2-dev,
                 libcurl4-openssl-dev | libcurl-ssl-dev,
 -               libexpat1-dev,
 -               libjsoncpp-dev,
 -               liblzma-dev,
                 libncurses5-dev,
--               libuv1-dev,
+-               librhash-dev,
+-               libuv1-dev (>= 1.10),
                 procps [!hurd-any],
-                python-sphinx,
+                python3-sphinx,
                 qtbase5-dev <!stage1>,
-diff -Nru cmake-3.7.1/debian/rules cmake-3.7.1/debian/rules
---- cmake-3.7.1/debian/rules	2016-12-04 07:30:25.000000000 +0900
-+++ cmake-3.7.1/debian/rules	2019-07-16 18:17:07.000000000 +0900
-@@ -44,7 +44,7 @@
+diff -Nru cmake-3.16.3/debian/rules cmake-3.16.3/debian/rules
+--- cmake-3.16.3/debian/rules	2020-03-16 19:09:14.000000000 +0900
++++ cmake-3.16.3/debian/rules	2020-06-24 14:59:20.000000000 +0900
+@@ -45,7 +45,7 @@
  override_dh_auto_configure: $(BUILD_FLAGS_FILE)
  	rm -rf Build && mkdir -p Build
  	cd Build && ../bootstrap --prefix=/usr --docdir=/share/doc/cmake --mandir=/share/man \
 -	                         --init=../$(BUILD_FLAGS_FILE) --system-libs \
-+	                         --init=../$(BUILD_FLAGS_FILE) \
++	                         --init=../$(BUILD_FLAGS_FILE) --system-curl \
  	                         --sphinx-man --sphinx-html --sphinx-flags="-D today=\"$(BUILD_DATE)\"" \
  	                         $(BOOTSTRAP_PARALLEL) --verbose
  
-@@ -68,9 +68,6 @@
+@@ -71,9 +71,6 @@
  override_dh_sphinxdoc:
  	dh_sphinxdoc -pcmake-doc
  
@@ -58,5 +66,5 @@ diff -Nru cmake-3.7.1/debian/rules cmake-3.7.1/debian/rules
 -	dh_strip --dbgsym-migration='cmake-dbg (<< 3.5.0-1~)'
 -
  %:
- 	dh $@ --with=sphinxdoc --parallel --builddirectory=Build
+ 	dh $@ --with=sphinxdoc --builddirectory=Build
  
diff --git a/taskcluster/ci/packages/kind.yml b/taskcluster/ci/packages/kind.yml
index bf1345d7cf4a..b342ee8da06f 100644
--- a/taskcluster/ci/packages/kind.yml
+++ b/taskcluster/ci/packages/kind.yml
@@ -70,8 +70,8 @@ jobs:
         run:
             using: debian-package
             dsc:
-                url: http://snapshot.debian.org/archive/debian/20161204T034107Z/pool/main/c/cmake/cmake_3.7.1-1.dsc
-                sha256: 406a12c0d0a2e92d44a8d444fd1b32bcc29a8810e9631427161a7cb411f60172
+                url: http://snapshot.debian.org/archive/debian/20200320T222820Z/pool/main/c/cmake/cmake_3.16.3-1%7Ebpo9%2B1.dsc
+                sha256: 714651ac6c974694eb3452f37a70624d3d786ac02fb8ea4eb8fddae44649105d
             patch: cmake-jessie.diff
 
     deb10-cmake: