diff --git a/scripts/metrics/__init__.py b/scripts/metrics/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/scripts/metrics/acceptance_test_groups.json b/scripts/metrics/acceptance_test_groups.json
new file mode 100644
index 0000000000..00cadb69eb
--- /dev/null
+++ b/scripts/metrics/acceptance_test_groups.json
@@ -0,0 +1,6 @@
+{
+    "acceptance.lms": "lms/*.py",
+    "acceptance.studio": "cms/*.py",
+    "acceptance.common_lib": "common/lib/*.py",
+    "acceptance.common_app": "common/djangoapps/*.py"
+}
diff --git a/scripts/metrics/coverage_metrics.py b/scripts/metrics/coverage_metrics.py
new file mode 100644
index 0000000000..44c252dfcc
--- /dev/null
+++ b/scripts/metrics/coverage_metrics.py
@@ -0,0 +1,221 @@
+"""
+Aggregate coverage data from XML reports.
+
+groups.json is a JSON-encoded dict mapping group names to source file glob patterns:
+{
+    "group_1": "group1/*.py",
+    "group_2": "group2/*.py"
+}
+
+This would calculate line coverage percentages for source files in each group,
+and send those metrics to DataDog:
+
+testeng.coverage.group_1 ==> 89.123
+testeng.coverage.group_2 ==> 45.523
+
+The tool uses the *union* of covered lines across each of the input
+coverage XML reports.  If a line is covered *anywhere*, it's considered covered.
+"""
+
+import fnmatch
+import json
+from lxml import etree
+
+
+class CoverageParseError(Exception):
+    """
+    Error occurred while parsing a coverage report.
+    """
+    pass
+
+
+class CoverageData(object):
+    """
+    Aggregate coverage reports.
+    """
+
+    def __init__(self):
+        """
+        Initialize the coverage data, which has no information until you add a report.
+        """
+        self._coverage = dict()
+
+    def add_report(self, report_str):
+        """
+        Add the coverage information from the XML `report_str` to the aggregate data.
+        Raises a `CoverageParseError` if the report XML is not a valid coverage report.
+        """
+        try:
+            root = etree.fromstring(report_str)
+
+        except etree.XMLSyntaxError:
+            raise CoverageParseError("Warning: Could not parse report as XML")
+
+        if root is not None:
+
+            # Get all classes (source files) in the report
+            for class_node in root.xpath('//class'):
+
+                class_filename = class_node.get('filename')
+
+                if class_filename is None:
+                    continue
+
+                # If we haven't seen this source file before, create a dict
+                # to store its coverage information.
+                if class_filename not in self._coverage:
+                    self._coverage[class_filename] = dict()
+
+                # Store info for each line in the source file
+                for line in class_node.xpath('lines/line'):
+
+                    hits = line.get('hits')
+                    line_num = line.get('number')
+
+                    # Ignore lines that do not have the right attributes
+                    if line_num is not None:
+
+                        try:
+                            line_num = int(line_num)
+                            hits = int(hits)
+
+                        except ValueError:
+                            pass
+
+                        else:
+
+                            # If any report says the line is covered, set it to covered
+                            if hits > 0:
+                                self._coverage[class_filename][line_num] = 1
+
+                            # Otherwise if the line is not already covered, set it to uncovered
+                            elif line_num not in self._coverage[class_filename]:
+                                self._coverage[class_filename][line_num] = 0
+
+    def coverage(self, source_pattern="*"):
+        """
+        Calculate line coverage percentage (float) for source files that match
+        `source_pattern` (a fnmatch-style glob pattern).
+
+        If coverage could not be calculated (e.g. because no source files match
+        the pattern), returns None.
+        """
+        num_covered = 0
+        total = 0
+
+        # Find source files that match the pattern then calculate total lines and number covered
+        for filename in fnmatch.filter(self._coverage.keys(), source_pattern):
+            num_covered += sum(self._coverage[filename].values())
+            total += len(self._coverage[filename])
+
+        # Calculate the percentage
+        if total > 0:
+            return float(num_covered) / float(total) * 100.0
+
+        else:
+            print u"Warning: No lines found in source files that match {}".format(source_pattern)
+            return None
+
+    @staticmethod
+    def _parse_report(report_path):
+        """
+        Parse the coverage report as XML and return the resulting tree.
+        If the report could not be found or parsed, return None.
+        """
+        try:
+            return etree.parse(report_path)
+
+        except IOError:
+            print u"Warning: Could not open report at '{path}'".format(path=report_path)
+            return None
+
+        except ValueError:
+            print u"Warning: Could not parse report at '{path}' as XML".format(path=report_path)
+            return None
+
+
+class CoverageMetrics(object):
+    """
+    Collect Coverage Reports for DataDog.
+    """
+
+    def __init__(self, group_json_path, report_paths):
+        self._group_json_path = group_json_path
+        self._report_paths = report_paths
+
+    def coverage_metrics(self):
+        """
+        Find, parse, and create coverage metrics to be sent to DataDog.
+        """
+        print "Loading group definitions..."
+        group_dict = self.load_group_defs(self._group_json_path)
+
+        print "Parsing reports..."
+        metrics = self.parse_reports(self._report_paths)
+
+        print "Creating metrics..."
+        stats = self.create_metrics(metrics, group_dict)
+        print "Done."
+
+        return stats
+
+    @staticmethod
+    def load_group_defs(group_json_path):
+        """
+        Load the dictionary mapping group names to source file patterns
+        from the file located at `group_json_path`.
+
+        Exits with an error message if the groups could not be parsed.
+        """
+        try:
+            with open(group_json_path) as json_file:
+                return json.load(json_file)
+
+        except IOError:
+            print u"Could not open group definition file at '{}'".format(group_json_path)
+            raise
+
+        except ValueError:
+            print u"Could not parse group definitions in '{}'".format(group_json_path)
+            raise
+
+    @staticmethod
+    def parse_reports(report_paths):
+        """
+        Parses each coverage report in `report_paths` and returns
+        a `CoverageData` object containing the aggregate coverage information.
+        """
+        data = CoverageData()
+
+        for path in report_paths:
+
+            try:
+                with open(path) as report_file:
+                    data.add_report(report_file.read())
+
+            except IOError:
+                print u"Warning: could not open {}".format(path)
+
+            except CoverageParseError:
+                print u"Warning: could not parse {} as an XML coverage report".format(path)
+
+        return data
+
+    @staticmethod
+    def create_metrics(data, groups):
+        """
+        Given a `CoverageData` object, create coverage percentages for each group.
+
+        `groups` is a dict mapping aggregate group names to source file patterns.
+        Group names are used in the name of the metric sent to DataDog.
+        """
+        metrics = {}
+        for group_name, pattern in groups.iteritems():
+            metric = 'test_eng.coverage.{group}'.format(group=group_name.replace(' ', '_'))
+            percent = data.coverage(pattern)
+
+            if percent is not None:
+                print u"Sending {} ==> {}%".format(metric, percent)
+                metrics[metric] = percent
+
+        return metrics
diff --git a/scripts/metrics/publish.py b/scripts/metrics/publish.py
new file mode 100644
index 0000000000..9344658d6c
--- /dev/null
+++ b/scripts/metrics/publish.py
@@ -0,0 +1,53 @@
+"""
+Publish Build Stats.
+"""
+
+import os
+import subprocess
+from dogapi import dog_http_api
+from coverage_metrics import CoverageMetrics
+
+
+class PublishStats(object):
+    """
+    Publish stats to DataDog.
+    """
+    def __init__(self, api_key):
+        dog_http_api.api_key = api_key
+
+    @staticmethod
+    def report_metrics(metrics):
+        """
+        Send metrics to DataDog.
+
+        Arguments:
+            metrics (dict): data to publish
+
+        """
+        for key, value in metrics.iteritems():
+            print u"Sending {} ==> {}%".format(key, value)
+            dog_http_api.metric(key, value)
+
+
+def main(api_key):
+    """
+    Send Stats for everything to DataDog.
+    """
+    dir_path = os.path.dirname(os.path.relpath(__file__))
+
+    unit_reports_cmd = ['find', 'reports', '-name', '"coverage.xml"']
+    unit_report_paths = subprocess.check_output(unit_reports_cmd)
+
+    cov_metrics = CoverageMetrics(os.path.join(dir_path, 'unit_test_groups.json'), unit_report_paths)
+    coverage_metrics = cov_metrics.coverage_metrics()
+
+    # Publish Coverage Stats to DataDog
+    PublishStats(api_key).report_metrics(coverage_metrics)
+
+
+if __name__ == "__main__":
+    API_KEY = os.environ.get('DATADOG_API_KEY')
+    if API_KEY:
+        main(API_KEY)
+    else:
+        print 'SKIP: Publish Stats to Datadog'
diff --git a/scripts/metrics/unit_test_groups.json b/scripts/metrics/unit_test_groups.json
new file mode 100644
index 0000000000..d856b95dd8
--- /dev/null
+++ b/scripts/metrics/unit_test_groups.json
@@ -0,0 +1,7 @@
+{
+    "unit.lms": "lms/*.py",
+    "unit.studio": "cms/*.py",
+    "unit.javascript": "*.js",
+    "unit.common_lib": "common/lib/*.py",
+    "unit.common_app": "common/djangoapps/*.py"
+}
diff --git a/tddium.yml b/tddium.yml
index 336d25a429..93e5949e2a 100644
--- a/tddium.yml
+++ b/tddium.yml
@@ -36,7 +36,7 @@ tddium:
       - "reports/diff_quality/diff_quality_pylint.html"
     - :type: junit
       :mode: basic
-      :command: bash ./scripts/run_ut.sh && python ./scripts/cov_merge.py unit
+      :command: bash ./scripts/run_ut.sh && python ./scripts/cov_merge.py unit && python ./scripts/metrics/publish.py
       :invocation: single
       :output: exit-status
       :report_files: