diff --git a/.travis.yml b/.travis.yml
index b052eb83..0d272803 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -14,10 +14,8 @@ install:
   - sudo echo "deb [arch=amd64] http://storage.googleapis.com/bazel-apt stable jdk1.8" | sudo tee /etc/apt/sources.list.d/bazel.list
   - curl https://storage.googleapis.com/bazel-apt/doc/apt-key.pub.gpg | sudo apt-key add -
   - sudo apt-get update && sudo apt-get install -y bazel
-  - sudo pip install cpp-coveralls
+  - wget https://dl.influxdata.com/telegraf/releases/telegraf_1.0.1_amd64.deb
+  - sudo dpkg -i telegraf_1.0.1_amd64.deb
 script:
-  - bazel build tests:prometheus_test --collect_code_coverage
-  - mkdir gcov
-  - cd gcov
-  - ../bazel-bin/tests/prometheus_test
-  - cpp-coveralls --exclude external --exclude tests --exclude /usr -b ../bazel-build --gcov . -t ${COVERALLS_TOKEN}
+  - bazel test --test_output=all //tests:prometheus_test
+  - bazel test --test_output=all //tests/integration:scrape_test
diff --git a/tests/BUILD b/tests/BUILD
index 7cbed192..7060041d 100644
--- a/tests/BUILD
+++ b/tests/BUILD
@@ -6,9 +6,3 @@ cc_test(
             "//lib:prometheus-cpp"],
             linkstatic = 1,
 )
-
-cc_binary(
-    name = "sample_server",
-    srcs = ["sample_server.cc"],
-    deps = ["//lib:prometheus-cpp"],
-)
diff --git a/tests/integration/BUILD b/tests/integration/BUILD
new file mode 100644
index 00000000..bcd04a1e
--- /dev/null
+++ b/tests/integration/BUILD
@@ -0,0 +1,12 @@
+cc_binary(
+    name = "sample_server",
+    srcs = ["sample_server.cc"],
+    deps = ["//lib:prometheus-cpp"],
+)
+
+sh_test(
+    name = "scrape_test",
+    srcs = ["scrape.sh"],
+    size = "small",
+    data = ["scrape.conf", "sample_server"],
+)
diff --git a/tests/sample_server.cc b/tests/integration/sample_server.cc
similarity index 100%
rename from tests/sample_server.cc
rename to tests/integration/sample_server.cc
diff --git a/tests/integration/scrape.conf b/tests/integration/scrape.conf
new file mode 100644
index 00000000..2acc7be5
--- /dev/null
+++ b/tests/integration/scrape.conf
@@ -0,0 +1,5 @@
+[[inputs.prometheus]]
+  # An array of urls to scrape metrics from.
+  urls = ["http://localhost:8080/metrics"]
+[[outputs.file]]
+  files = ["stdout"]
diff --git a/tests/integration/scrape.sh b/tests/integration/scrape.sh
new file mode 100755
index 00000000..b5103eac
--- /dev/null
+++ b/tests/integration/scrape.sh
@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+
+telegraf=$(which telegraf)
+if [ ! -x "$telegraf" ] ; then
+    echo "telegraf must be in path for this test to run"
+    exit 1
+fi
+
+tests/integration/sample_server&
+sample_server_pid=$!
+sleep 1
+telegraf_output="$(telegraf -test -config tests/integration/scrape.conf)"
+telegraf_run_result=$?
+kill -9 $sample_server_pid
+
+if [ $telegraf_run_result -ne 0 ] ; then
+    exit $telegraf_run_result
+fi
+
+if [[ ! $telegraf_output == *"time_running_seconds"* ]] ; then
+   echo "Could not find time_running_seconds in exposed metrics:"
+   echo "${telegraf_run_output}"
+   exit 1
+fi
+
+exit 0