diff --git a/certbot-dns-cloudflare/Dockerfile b/certbot-dns-cloudflare/Dockerfile
index 27dcc8751..b017913de 100644
--- a/certbot-dns-cloudflare/Dockerfile
+++ b/certbot-dns-cloudflare/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-cloudflare
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-cloudflare
+RUN pip install -r src/certbot-dns-cloudflare/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-cloudflare
diff --git a/certbot-dns-cloudflare/plugin_dependencies.txt b/certbot-dns-cloudflare/plugin_dependencies.txt
new file mode 100644
index 000000000..01de24017
--- /dev/null
+++ b/certbot-dns-cloudflare/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+cloudflare==1.5.1
+future==0.16.0
+logger==1.4
+PyYAML==3.13
diff --git a/certbot-dns-cloudxns/Dockerfile b/certbot-dns-cloudxns/Dockerfile
index cc84ea65b..c917517a8 100644
--- a/certbot-dns-cloudxns/Dockerfile
+++ b/certbot-dns-cloudxns/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-cloudxns
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-cloudxns
+RUN pip install -r src/certbot-dns-cloudxns/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-cloudxns
diff --git a/certbot-dns-cloudxns/plugin_dependencies.txt b/certbot-dns-cloudxns/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-cloudxns/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0
diff --git a/certbot-dns-digitalocean/Dockerfile b/certbot-dns-digitalocean/Dockerfile
index 8bdd0619f..0b26958cc 100644
--- a/certbot-dns-digitalocean/Dockerfile
+++ b/certbot-dns-digitalocean/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-digitalocean
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-digitalocean
+RUN pip install -r src/certbot-dns-digitalocean/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-digitalocean
diff --git a/certbot-dns-digitalocean/plugin_dependencies.txt b/certbot-dns-digitalocean/plugin_dependencies.txt
new file mode 100644
index 000000000..ce8a18f1e
--- /dev/null
+++ b/certbot-dns-digitalocean/plugin_dependencies.txt
@@ -0,0 +1 @@
+python-digitalocean==1.11
diff --git a/certbot-dns-dnsimple/Dockerfile b/certbot-dns-dnsimple/Dockerfile
index 38d2be80e..ec08f68c3 100644
--- a/certbot-dns-dnsimple/Dockerfile
+++ b/certbot-dns-dnsimple/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-dnsimple
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-dnsimple
+RUN pip install -r src/certbot-dns-dnsimple/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-dnsimple
diff --git a/certbot-dns-dnsimple/plugin_dependencies.txt b/certbot-dns-dnsimple/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-dnsimple/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0
diff --git a/certbot-dns-dnsmadeeasy/Dockerfile b/certbot-dns-dnsmadeeasy/Dockerfile
index ff7936925..49b7de595 100644
--- a/certbot-dns-dnsmadeeasy/Dockerfile
+++ b/certbot-dns-dnsmadeeasy/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-dnsmadeeasy
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-dnsmadeeasy
+RUN pip install -r src/certbot-dns-dnsmadeeasy/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-dnsmadeeasy
diff --git a/certbot-dns-dnsmadeeasy/plugin_dependencies.txt b/certbot-dns-dnsmadeeasy/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-dnsmadeeasy/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0
diff --git a/certbot-dns-gehirn/Dockerfile b/certbot-dns-gehirn/Dockerfile
index 48ad902b5..8733f2b24 100644
--- a/certbot-dns-gehirn/Dockerfile
+++ b/certbot-dns-gehirn/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-gehirn
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-gehirn
+RUN pip install -r src/certbot-dns-gehirn/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-gehirn
diff --git a/certbot-dns-gehirn/plugin_dependencies.txt b/certbot-dns-gehirn/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-gehirn/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0
diff --git a/certbot-dns-google/Dockerfile b/certbot-dns-google/Dockerfile
index 4a258d0ee..a0e711fb6 100644
--- a/certbot-dns-google/Dockerfile
+++ b/certbot-dns-google/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-google
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-google
+RUN pip install -r src/certbot-dns-google/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-google
diff --git a/certbot-dns-google/plugin_dependencies.txt b/certbot-dns-google/plugin_dependencies.txt
new file mode 100644
index 000000000..25734b963
--- /dev/null
+++ b/certbot-dns-google/plugin_dependencies.txt
@@ -0,0 +1,8 @@
+google-api-python-client==1.5.0
+httplib2==0.10.3
+oauth2client==2.0.0
+pyasn1==0.1.9
+pyasn1-modules==0.0.10
+rsa==3.4.2
+simplejson==3.16.0
+uritemplate==0.6
diff --git a/certbot-dns-linode/Dockerfile b/certbot-dns-linode/Dockerfile
index 2e237b521..de5d6c95a 100644
--- a/certbot-dns-linode/Dockerfile
+++ b/certbot-dns-linode/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-linode
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-linode
+RUN pip install -r src/certbot-dns-linode/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-linode
diff --git a/certbot-dns-linode/plugin_dependencies.txt b/certbot-dns-linode/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-linode/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0
diff --git a/certbot-dns-luadns/Dockerfile b/certbot-dns-luadns/Dockerfile
index 6efb4d777..a68669592 100644
--- a/certbot-dns-luadns/Dockerfile
+++ b/certbot-dns-luadns/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-luadns
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-luadns
+RUN pip install -r src/certbot-dns-luadns/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-luadns
diff --git a/certbot-dns-luadns/plugin_dependencies.txt b/certbot-dns-luadns/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-luadns/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0
diff --git a/certbot-dns-nsone/Dockerfile b/certbot-dns-nsone/Dockerfile
index 88fc13c57..7c3f1bec5 100644
--- a/certbot-dns-nsone/Dockerfile
+++ b/certbot-dns-nsone/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-nsone
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-nsone
+RUN pip install -r src/certbot-dns-nsone/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-nsone
diff --git a/certbot-dns-nsone/plugin_dependencies.txt b/certbot-dns-nsone/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-nsone/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0
diff --git a/certbot-dns-ovh/Dockerfile b/certbot-dns-ovh/Dockerfile
index e8da96d95..45cc22c26 100644
--- a/certbot-dns-ovh/Dockerfile
+++ b/certbot-dns-ovh/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-ovh
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-ovh
+RUN pip install -r src/certbot-dns-ovh/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-ovh
diff --git a/certbot-dns-ovh/plugin_dependencies.txt b/certbot-dns-ovh/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-ovh/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0
diff --git a/certbot-dns-rfc2136/Dockerfile b/certbot-dns-rfc2136/Dockerfile
index 1b8feb2f8..f8a32f21c 100644
--- a/certbot-dns-rfc2136/Dockerfile
+++ b/certbot-dns-rfc2136/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-rfc2136
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-rfc2136
+RUN pip install -r src/certbot-dns-rfc2136/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-rfc2136
diff --git a/certbot-dns-rfc2136/plugin_dependencies.txt b/certbot-dns-rfc2136/plugin_dependencies.txt
new file mode 100644
index 000000000..a5d652679
--- /dev/null
+++ b/certbot-dns-rfc2136/plugin_dependencies.txt
@@ -0,0 +1 @@
+dnspython==1.15.0
diff --git a/certbot-dns-route53/Dockerfile b/certbot-dns-route53/Dockerfile
index a1b8d6caf..3ecaed2c8 100644
--- a/certbot-dns-route53/Dockerfile
+++ b/certbot-dns-route53/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-route53
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-route53
+RUN pip install -r src/certbot-dns-route53/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-route53
diff --git a/certbot-dns-route53/plugin_dependencies.txt b/certbot-dns-route53/plugin_dependencies.txt
new file mode 100644
index 000000000..8d239c955
--- /dev/null
+++ b/certbot-dns-route53/plugin_dependencies.txt
@@ -0,0 +1,7 @@
+boto3==1.9.36
+botocore==1.12.36
+docutils==0.12
+futures==3.1.1
+jmespath==0.9.3
+python-dateutil==2.6.1
+s3transfer==0.1.11
diff --git a/certbot-dns-sakuracloud/Dockerfile b/certbot-dns-sakuracloud/Dockerfile
index 694773f61..66ebd6fbc 100644
--- a/certbot-dns-sakuracloud/Dockerfile
+++ b/certbot-dns-sakuracloud/Dockerfile
@@ -2,4 +2,5 @@ FROM certbot/certbot
 
 COPY . src/certbot-dns-sakuracloud
 
-RUN pip install --no-cache-dir --editable src/certbot-dns-sakuracloud
+RUN pip install -r src/certbot-dns-sakuracloud/plugin_dependencies.txt \
+    && pip install --no-cache-dir --editable src/certbot-dns-sakuracloud
diff --git a/certbot-dns-sakuracloud/plugin_dependencies.txt b/certbot-dns-sakuracloud/plugin_dependencies.txt
new file mode 100644
index 000000000..b6d512fb4
--- /dev/null
+++ b/certbot-dns-sakuracloud/plugin_dependencies.txt
@@ -0,0 +1,4 @@
+dns-lexicon==3.0.8
+future==0.16.0
+PyYAML==3.13
+tldextract==2.2.0