diff --git a/.env b/.env
new file mode 100644
index 0000000..6f135d6
--- /dev/null
+++ b/.env
@@ -0,0 +1,3 @@
+MAKE := "/usr/bin/make"
+  GO := "/usr/local/bin/go"
+  DEP := "/usr/local/bin/dep"
diff --git a/.travis.yml b/.travis.yml
index 54e072a..ce55714 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -6,15 +6,10 @@ install:
   # Fetch dependencies
   - wget -O dep https://github.com/golang/dep/releases/download/v0.3.2/dep-linux-amd64
   - chmod +x dep
-  - ./dep ensure --vendor-only
 script:
-  - set -e
-  # Lint
-  - go get -u github.com/alecthomas/gometalinter
-  - gometalinter --install
-  - ./lint.sh
+  - ./configure
   # Run tests
-  - ./test.sh
+  - make test
 sudo: false
 notifications:
   email: false
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0bdb3a0..4e378da 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,12 @@
 
 ## Changes since v2.2:
 
+- Move automated build to debian base image
+- Add Makefile
+  - Update CI to run `make test`
+  - Update Dockerfile to use `make clean oauth2_proxy`
+  - Update `VERSION` parameter to be set by `ldflags` from Git Status
+  - Remove lint and test scripts
 - Remove Go v1.8.x from Travis CI testing
 - Add CODEOWNERS file
 - Add CONTRIBUTING guide
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index f92d18c..17f7620 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -8,7 +8,7 @@ Download the dependencies using [`dep`](https://github.com/golang/dep).
 ```bash
 cd $GOPATH/src/github.com # Create this directory if it doesn't exist
 git clone git@github.com:<YOUR_FORK>/oauth2_proxy pusher/oauth2_proxy
-dep ensure # Installs dependencies to vendor folder.
+make dep
 ```
 
 ## Pull Requests and Issues
diff --git a/Dockerfile b/Dockerfile
index af11f4f..c141678 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -7,10 +7,10 @@ RUN go get -u github.com/golang/dep/cmd/dep
 RUN dep ensure --vendor-only
 
 # Build image
-RUN CGO_ENABLED=0 GOOS=linux go build
+RUN ./configure && make clean oauth2_proxy
 
-# Copy binary to alpine
-FROM alpine:3.8
+# Copy binary to debian
+FROM debian:stretch
 COPY --from=builder /go/src/github.com/pusher/oauth2_proxy/oauth2_proxy /bin/oauth2_proxy
 
 ENTRYPOINT ["/bin/oauth2_proxy"]
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..9cccf56
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,55 @@
+include .env
+BINARY := oauth2_proxy
+VERSION := $(shell git describe --always --long --dirty --tags 2>/dev/null || echo "undefined")
+
+.PHONY: all
+all: dep lint $(BINARY)
+
+.PHONY: clean
+clean:
+	rm -rf release
+	rm -f $(BINARY)
+
+.PHONY: distclean
+distclean: clean
+	rm -rf vendor
+
+BIN_DIR := $(GOPATH)/bin
+GOMETALINTER := $(BIN_DIR)/gometalinter
+
+$(GOMETALINTER):
+	$(GO) get -u github.com/alecthomas/gometalinter
+	gometalinter --install %> /dev/null
+
+.PHONY: lint
+lint: $(GOMETALINTER)
+	$(GOMETALINTER) --vendor --disable-all \
+		--enable=vet \
+		--enable=vetshadow \
+		--enable=golint \
+		--enable=ineffassign \
+		--enable=goconst \
+		--enable=deadcode \
+		--enable=gofmt \
+		--enable=goimports \
+		--tests ./...
+
+.PHONY: dep
+dep:
+	$(DEP) ensure --vendor-only
+
+.PHONY: build
+build: clean $(BINARY)
+
+$(BINARY):
+	$(GO) build -ldflags="-X main.VERSION=${VERSION}" -o $(BINARY) github.com/pusher/oauth2_proxy
+
+.PHONY: test
+test: dep lint
+	$(GO) test -v -race $(go list ./... | grep -v /vendor/)
+
+.PHONY: release
+release: dep lint test
+	mkdir release
+	GOOS=darwin GOARCH=amd64 go build -ldflags="-X main.VERSION=${VERSION}" -o release/$(BINARY)-darwin-amd64 github.com/pusher/oauth2_proxy
+	GOOS=linux GOARCH=amd64 go build -ldflags="-X main.VERSION=${VERSION}" -o release/$(BINARY)-linux-amd64 github.com/pusher/oauth2_proxy
diff --git a/configure b/configure
new file mode 100755
index 0000000..2de227f
--- /dev/null
+++ b/configure
@@ -0,0 +1,137 @@
+#!/usr/bin/env bash
+
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+BLUE='\033[0;34m'
+NC='\033[0m'
+
+declare -A tools=()
+declare -A desired=()
+
+for arg in "$@"; do
+  case ${arg%%=*} in
+    "--with-go")
+      desired[go]="${arg##*=}"
+      ;;
+    "--with-dep")
+      desired[dep]="${arg##*=}"
+      ;;
+    "--help")
+      printf "${GREEN}$0${NC}\n"
+      printf "  available options:\n"
+      printf "  --with-dep=${BLUE}<path_to_dep_binary>${NC}\n"
+      printf "  --with-go=${BLUE}<path_to_go_binary>${NC}\n"
+      exit 0
+      ;;
+    *)
+      echo "Unknown option: $arg"
+      exit 2
+      ;;
+    esac
+done
+
+vercomp () {
+    if [[ $1 == $2 ]]
+    then
+        return 0
+    fi
+    local IFS=.
+    local i ver1=($1) ver2=($2)
+    # fill empty fields in ver1 with zeros
+    for ((i=${#ver1[@]}; i<${#ver2[@]}; i++))
+    do
+        ver1[i]=0
+    done
+    for ((i=0; i<${#ver1[@]}; i++))
+    do
+        if [[ -z ${ver2[i]} ]]
+        then
+            # fill empty fields in ver2 with zeros
+            ver2[i]=0
+        fi
+        if ((10#${ver1[i]} > 10#${ver2[i]}))
+        then
+            return 1
+        fi
+        if ((10#${ver1[i]} < 10#${ver2[i]}))
+        then
+            return 2
+        fi
+    done
+    return 0
+}
+
+check_for() {
+  echo -n "Checking for $1... "
+  if ! [ -z "${desired[$1]}" ]; then
+    TOOL_PATH="${desired[$1]}"
+  else
+    TOOL_PATH=$(command -v $1)
+  fi
+  if ! [ -x "$TOOL_PATH" -a -f "$TOOL_PATH" ]; then
+    printf "${RED}not found${NC}\n"
+    cd -
+    exit 1
+  else
+    printf "${GREEN}found${NC}\n"
+    tools[$1]=$TOOL_PATH
+  fi
+}
+
+check_go_version() {
+  echo -n "Checking go version... "
+  GO_VERSION=$(${tools[go]} version | ${tools[awk]} '{where = match($0, /[0-9]\.[0-9]+\.[0-9]*/); if (where != 0) print substr($0, RSTART, RLENGTH)}')
+  vercomp $GO_VERSION 1.10
+  case $? in
+    0) ;&
+    1)
+      printf "${GREEN}"
+      echo $GO_VERSION
+      printf "${NC}"
+      ;;
+    2)
+      printf "${RED}"
+      echo "$GO_VERSION < 1.10"
+      exit 1
+      ;;
+  esac
+}
+
+check_docker_version() {
+  echo -n "Checking docker version... "
+  DOCKER_VERSION=$(${tools[docker]} version | ${tools[awk]})
+}
+
+check_go_env() {
+  echo -n "Checking \$GOPATH... "
+  if [ -z "$GOPATH" ]; then
+    printf "${RED}invalid${NC} - GOPATH not set\n"
+    exit 1
+  fi
+  printf "${GREEN}valid${NC} - $GOPATH\n"
+}
+
+cd ${0%/*}
+
+if [ ! -f .env ]; then
+  rm .env
+fi
+
+check_for make
+check_for awk
+check_for go
+check_go_version
+check_go_env
+check_for dep
+
+echo
+
+cat <<- EOF > .env
+	MAKE := "${tools[make]}"
+  GO := "${tools[go]}"
+  DEP := "${tools[dep]}"
+EOF
+
+echo "Environment configuration written to .env"
+
+cd - > /dev/null
diff --git a/lint.sh b/lint.sh
deleted file mode 100755
index 0fa9f5a..0000000
--- a/lint.sh
+++ /dev/null
@@ -1,11 +0,0 @@
-#!/bin/bash
-gometalinter --vendor --disable-all \
---enable=vet \
---enable=vetshadow \
---enable=golint \
---enable=ineffassign \
---enable=goconst \
---enable=deadcode \
---enable=gofmt \
---enable=goimports \
---tests ./...
diff --git a/main.go b/main.go
index 287dc48..c1cde80 100644
--- a/main.go
+++ b/main.go
@@ -84,7 +84,7 @@ func main() {
 	flagSet.Parse(os.Args[1:])
 
 	if *showVersion {
-		fmt.Printf("oauth2_proxy v%s (built with %s)\n", VERSION, runtime.Version())
+		fmt.Printf("oauth2_proxy %s (built with %s)\n", VERSION, runtime.Version())
 		return
 	}
 
diff --git a/test.sh b/test.sh
deleted file mode 100755
index c99556a..0000000
--- a/test.sh
+++ /dev/null
@@ -1,2 +0,0 @@
-#!/bin/bash
-go test -v -race $(go list ./... | grep -v /vendor/)
diff --git a/version.go b/version.go
index c89a1f6..d6fa19b 100644
--- a/version.go
+++ b/version.go
@@ -1,4 +1,4 @@
 package main
 
 // VERSION contains version information
-const VERSION = "2.2.1-alpha"
+var VERSION = "undefined"