diff --git a/.goreleaser.yml b/.goreleaser.yml
index 32547c9..ed86d19 100644
--- a/.goreleaser.yml
+++ b/.goreleaser.yml
@@ -23,13 +23,3 @@ archive:
       format: zip
   files:
     - LICENSE
-
-dockers:
-  -
-    goos: linux
-    goarch: amd64
-    binaries:
-      - secrethub-http-proxy
-    image_templates:
-      - "secrethub/http-proxy:{{ .Version }}"
-      - "secrethub/http-proxy:latest"
diff --git a/Dockerfile b/Dockerfile
index f4986ba..1674e38 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,7 +1,20 @@
-FROM alpine
+FROM golang:1.12-alpine as build_base
+WORKDIR /build
+ENV GO111MODULE=on
+RUN apk add --update git
+COPY go.mod .
+COPY go.sum .
+RUN go mod download
+
+FROM build_base as build
+RUN apk add --update make
+COPY . .
+RUN make build
 
-COPY secrethub-http-proxy /usr/bin/secrethub-http-proxy
-RUN apk add --no-cache ca-certificates && update-ca-certificates
+FROM alpine
+COPY --from=build /build/secrethub-http-proxy /usr/bin/secrethub-http-proxy
+RUN apk add --no-cache ca-certificates && \
+    update-ca-certificates
 
 EXPOSE 8080
 
diff --git a/README.md b/README.md
index 0feb36d..9bf3c99 100644
--- a/README.md
+++ b/README.md
@@ -107,12 +107,18 @@ Get the source code:
 git clone https://github.com/secrethub/secrethub-http-proxy
 ```
 
-Build it using:
+To build the binary from source, use:
 
 ```
 make build
 ```
 
+To build the Docker image from scratch, you can use:
+
+```
+docker build -t secrethub-http-proxy .
+```
+
 [circleci]: https://circleci.com/gh/secrethub/secrethub-http-proxy
 [discord]: https://discord.gg/NWmxVeb
 [latest-version]: https://github.com/secrethub/secrethub-http-proxy/releases/latest