diff --git a/requirements.txt b/requirements.txt
index 6408439..9d86e48 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,4 +7,6 @@ lockfile
 python-daemon
 extras
 GitPython>=0.3.2.RC1
-sphinxcontrib-programoutput
\ No newline at end of file
+sphinxcontrib-programoutput
+
+mysql-python
diff --git a/results.json b/results.json
deleted file mode 100644
index 9bdd06d..0000000
--- a/results.json
+++ /dev/null
@@ -1,11256 +0,0 @@
-{
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-                "1": 155, 
-                "2": 3, 
-                "5": 1, 
-                "6": 1
-            }, 
-            "192": {
-                "0": 1976, 
-                "1": 284, 
-                "2": 4, 
-                "3": 2, 
-                "4": 1, 
-                "6": 1
-            }, 
-            "193": {
-                "0": 1802, 
-                "1": 435, 
-                "2": 18, 
-                "3": 8, 
-                "4": 1, 
-                "5": 1, 
-                "6": 1, 
-                "7": 1, 
-                "8": 1
-            }, 
-            "194": {
-                "0": 923, 
-                "1": 999, 
-                "2": 240, 
-                "3": 53, 
-                "4": 14, 
-                "5": 9, 
-                "6": 4, 
-                "7": 5, 
-                "8": 3, 
-                "9": 3, 
-                "10": 3, 
-                "11": 3, 
-                "12": 2, 
-                "13": 3, 
-                "14": 1, 
-                "15": 2, 
-                "18": 1
-            }, 
-            "195": {
-                "0": 2029, 
-                "1": 236, 
-                "2": 2, 
-                "9": 1
-            }, 
-            "196": {
-                "0": 2019, 
-                "1": 243, 
-                "2": 4, 
-                "3": 2
-            }, 
-            "197": {
-                "0": 2114, 
-                "1": 152, 
-                "3": 1, 
-                "6": 1
-            }, 
-            "198": {
-                "0": 2123, 
-                "1": 145
-            }, 
-            "199": {
-                "0": 2082, 
-                "1": 184, 
-                "2": 2
-            }, 
-            "200": {
-                "0": 1772, 
-                "1": 452, 
-                "2": 20, 
-                "3": 5, 
-                "4": 6, 
-                "5": 2, 
-                "6": 4, 
-                "7": 1, 
-                "8": 3, 
-                "9": 1, 
-                "14": 1, 
-                "15": 1
-            }, 
-            "201": {
-                "0": 2233, 
-                "1": 35
-            }, 
-            "202": {
-                "0": 2071, 
-                "1": 192, 
-                "2": 3, 
-                "3": 1, 
-                "9": 1
-            }, 
-            "203": {
-                "0": 1594, 
-                "1": 610, 
-                "2": 35, 
-                "3": 8, 
-                "4": 9, 
-                "5": 8, 
-                "6": 2, 
-                "7": 2
-            }, 
-            "204": {
-                "0": 2095, 
-                "1": 172, 
-                "3": 1
-            }, 
-            "205": {
-                "0": 1957, 
-                "1": 298, 
-                "2": 8, 
-                "3": 3, 
-                "4": 2
-            }, 
-            "206": {
-                "0": 1750, 
-                "1": 491, 
-                "2": 15, 
-                "3": 5, 
-                "4": 4, 
-                "6": 2, 
-                "7": 1
-            }, 
-            "207": {
-                "0": 2091, 
-                "1": 173, 
-                "2": 2, 
-                "3": 1, 
-                "5": 1
-            }, 
-            "208": {
-                "0": 1983, 
-                "1": 272, 
-                "2": 8, 
-                "3": 3, 
-                "4": 1, 
-                "5": 1
-            }, 
-            "209": {
-                "0": 1342, 
-                "1": 822, 
-                "2": 72, 
-                "3": 15, 
-                "4": 6, 
-                "5": 5, 
-                "6": 1, 
-                "8": 4, 
-                "9": 1
-            }, 
-            "210": {
-                "0": 2089, 
-                "1": 175, 
-                "2": 1, 
-                "3": 2, 
-                "9": 1
-            }, 
-            "211": {
-                "0": 2078, 
-                "1": 188, 
-                "2": 1, 
-                "8": 1
-            }, 
-            "212": {
-                "0": 2046, 
-                "1": 220, 
-                "2": 1, 
-                "8": 1
-            }, 
-            "213": {
-                "0": 1896, 
-                "1": 356, 
-                "2": 8, 
-                "3": 5, 
-                "4": 2, 
-                "9": 1
-            }, 
-            "214": {
-                "0": 1964, 
-                "1": 290, 
-                "2": 10, 
-                "3": 2, 
-                "4": 1, 
-                "7": 1
-            }, 
-            "215": {
-                "0": 2216, 
-                "1": 52
-            }, 
-            "216": {
-                "0": 1540, 
-                "1": 653, 
-                "2": 74, 
-                "4": 1
-            }, 
-            "217": {
-                "0": 2234, 
-                "1": 34
-            }, 
-            "218": {
-                "0": 2229, 
-                "1": 39
-            }, 
-            "219": {
-                "0": 2236, 
-                "1": 32
-            }, 
-            "220": {
-                "0": 2231, 
-                "1": 36, 
-                "4": 1
-            }, 
-            "221": {
-                "0": 2228, 
-                "1": 39, 
-                "2": 1
-            }, 
-            "222": {
-                "0": 2240, 
-                "1": 28
-            }, 
-            "223": {
-                "0": 2240, 
-                "1": 28
-            }, 
-            "224": {
-                "0": 2234, 
-                "1": 34
-            }, 
-            "225": {
-                "0": 2241, 
-                "1": 27
-            }, 
-            "226": {
-                "0": 2223, 
-                "1": 45
-            }, 
-            "227": {
-                "0": 2213, 
-                "1": 55
-            }, 
-            "228": {
-                "0": 2068, 
-                "1": 190, 
-                "2": 6, 
-                "3": 3, 
-                "5": 1
-            }, 
-            "229": {
-                "0": 29, 
-                "1": 3
-            }
-        }
-    }
-}
\ No newline at end of file
diff --git a/turbo_hipster/cmd/analyse_historical.py b/turbo_hipster/cmd/analyse_historical.py
index d643c88..8e36e52 100644
--- a/turbo_hipster/cmd/analyse_historical.py
+++ b/turbo_hipster/cmd/analyse_historical.py
@@ -19,6 +19,7 @@ import argparse
 import datetime
 import json
 import logging
+import MySQLdb
 import os
 import re
 import sys
@@ -56,7 +57,12 @@ def main():
         auth_version=2.0)
     log.info('Got connection to swift')
 
-    a = Analyser()
+    # Open the results database
+    db = MySQLdb.connect(host=config['results']['host'],
+                         user=config['results']['username'],
+                         passwd=config['results']['password'],
+                         db=config['results']['database'])
+    cursor = db.cursor(MySQLdb.cursors.DictCursor)
 
     # Iterate through the logs and determine timing information. This probably
     # should be done in a "more cloudy" way, but this is good enough for now.
@@ -69,9 +75,26 @@ def main():
 
         for item in items:
             log.info('Processing %s' % item['name'])
-            a.process(connection, swift_config['container'], item['name'])
+            cursor.execute('select count(*) from summary where path="%s";'
+                           % item['name'])
+            if cursor.rowcount == 0:
+                for engine, dataset, migration in process(
+                        connection, swift_config['container'], item['name']):
+                    if not 'duration' in migration:
+                        continue
+
+                    cursor.execute('insert ignore into summary'
+                                   '(path, parsed_at, engine, dataset, '
+                                   'migration, duration, stats_json) '
+                                   'values("%s", now(), "%s", '
+                                   '"%s", "%s", %d, "%s");'
+                                   % (item['name'], engine, dataset,
+                                      '%s->%s' % (migration['from'],
+                                                  migration['to']),
+                                      migration['duration'],
+                                      migration['stats']))
+                cursor.execute('commit;')
 
-        a.dump()
         items = connection.get_container(swift_config['container'],
                                          marker=item['name'], limit=1000)[1]
 
@@ -79,53 +102,40 @@ TEST_NAME1_RE = re.compile('.*/gate-real-db-upgrade_nova_([^_]+)_([^/]*)/.*')
 TEST_NAME2_RE = re.compile('.*/gate-real-db-upgrade_nova_([^_]+)/.*/(.*).log')
 
 
-class Analyser(object):
+def process(connection, container, name):
     log = logging.getLogger(__name__)
+    engine_name = None
+    test_name = None
 
-    def __init__(self):
-        self.results = {}
-
-    def dump(self):
-        with open('results.json', 'w') as f:
-            f.write(json.dumps(self.results, indent=4, sort_keys=True))
-
-    def process(self, connection, container, name):
-        engine_name = None
-        test_name = None
-
-        m = TEST_NAME1_RE.match(name)
+    m = TEST_NAME1_RE.match(name)
+    if m:
+        engine_name = m.group(1)
+        test_name = m.group(2)
+    else:
+        m = TEST_NAME2_RE.match(name)
         if m:
             engine_name = m.group(1)
             test_name = m.group(2)
-        else:
-            m = TEST_NAME2_RE.match(name)
-            if m:
-                engine_name = m.group(1)
-                test_name = m.group(2)
 
-        if not engine_name or not test_name:
-            self.log.warn('Log name %s does not match regexp' % name)
-            return
+    if not engine_name or not test_name:
+        log.warn('Log name %s does not match regexp' % name)
+        return
 
-        content = connection.get_object(container, name)[1]
-        with open('/tmp/logcontent', 'w') as f:
-            f.write(content)
+    content = connection.get_object(container, name)[1]
+    with open('/tmp/logcontent', 'w') as f:
+        f.write(content)
 
-        lp = handle_results.LogParser('/tmp/logcontent', None)
-        lp.process_log()
-        if not lp.migrations:
-            self.log.warn('Log %s contained no migrations' % name)
+    lp = handle_results.LogParser('/tmp/logcontent', None)
+    lp.process_log()
+    if not lp.migrations:
+        log.warn('Log %s contained no migrations' % name)
 
-        for migration in lp.migrations:
-            duration = migration['end'] - migration['start']
-            self.results.setdefault(engine_name, {})
-            self.results[engine_name].setdefault(test_name, {})
-            self.results[engine_name][test_name].setdefault(migration['to'],
-                                                            {})
-            self.results[engine_name][test_name][migration['to']]\
-                .setdefault(duration, 0)
-            self.results[engine_name][test_name][migration['to']][duration] \
-                += 1
+    for migration in lp.migrations:
+        if not 'start' in migration:
+            continue
+        if not 'end' in migration:
+            continue
+        yield (engine_name, test_name, migration)
 
 
 if __name__ == '__main__':
diff --git a/turbo_hipster/task_plugins/gate_real_db_upgrade/handle_results.py b/turbo_hipster/task_plugins/gate_real_db_upgrade/handle_results.py
index dd415de..19c5f7c 100644
--- a/turbo_hipster/task_plugins/gate_real_db_upgrade/handle_results.py
+++ b/turbo_hipster/task_plugins/gate_real_db_upgrade/handle_results.py
@@ -123,6 +123,11 @@ class LogParser(object):
                 elif MIGRATION_START_RE.search(line):
                     if current_migration:
                         current_migration['stats'] = migration_stats
+                        if (('start' in current_migration and
+                             'end' in current_migration)):
+                            current_migration['duration'] = (
+                                current_migration['end'] -
+                                current_migration['start'])
                         self.migrations.append(current_migration)
                         current_migration = {}
                         migration_stats = {}
@@ -176,6 +181,10 @@ class LogParser(object):
 
             if current_migration:
                 current_migration['stats'] = migration_stats
+                if (('start' in current_migration and
+                     'end' in current_migration)):
+                    current_migration['duration'] = (
+                        current_migration['end'] - current_migration['start'])
                 self.migrations.append(current_migration)
 
     def line_to_time(self, line):
diff --git a/turbo_hipster/task_plugins/gate_real_db_upgrade/task.py b/turbo_hipster/task_plugins/gate_real_db_upgrade/task.py
index 867c500..e79fdb8 100644
--- a/turbo_hipster/task_plugins/gate_real_db_upgrade/task.py
+++ b/turbo_hipster/task_plugins/gate_real_db_upgrade/task.py
@@ -147,9 +147,10 @@ class Runner(object):
                     self.messages.append(warn)
 
             for migration in lp.migrations:
-                duration = migration['end'] - migration['start']
                 if not (handle_results.check_migration(
-                        migration, 'maximum_migration_times', duration,
+                        migration,
+                        'maximum_migration_times',
+                        migration['duration'],
                         dataset['config'])):
                     self.success = False
                     self.messages.append('WARNING - Migration %s took too long'