diff --git a/redash/admin.py b/redash/admin.py
new file mode 100644
index 0000000000..7144b8c7a0
--- /dev/null
+++ b/redash/admin.py
@@ -0,0 +1,116 @@
+import json
+from flask_admin.contrib.peewee import ModelView
+from flask.ext.admin import Admin
+from flask_admin.contrib.peewee.form import CustomModelConverter
+from flask_admin.form.widgets import DateTimePickerWidget
+from playhouse.postgres_ext import ArrayField, DateTimeTZField
+from wtforms import fields
+from wtforms.widgets import TextInput
+
+from redash import models
+from redash import query_runner
+from redash.permissions import require_permission
+
+
+class ArrayListField(fields.Field):
+    widget = TextInput()
+
+    def _value(self):
+        if self.data:
+            return u', '.join(self.data)
+        else:
+            return u''
+
+    def process_formdata(self, valuelist):
+        if valuelist:
+            self.data = [x.strip() for x in valuelist[0].split(',')]
+        else:
+            self.data = []
+
+
+class JSONTextAreaField(fields.TextAreaField):
+    def process_formdata(self, valuelist):
+        if valuelist:
+            try:
+                json.loads(valuelist[0])
+            except ValueError:
+                raise ValueError(self.gettext(u'Invalid JSON'))
+            self.data = valuelist[0]
+        else:
+            self.data = ''
+
+class PasswordHashField(fields.PasswordField):
+    def _value(self):
+        return u''
+
+    def process_formdata(self, valuelist):
+        if valuelist:
+            self.data = models.pwd_context.encrypt(valuelist[0])
+        else:
+            self.data = u''
+
+
+class PgModelConverter(CustomModelConverter):
+    def __init__(self, view, additional=None):
+        additional = {ArrayField: self.handle_array_field,
+                      DateTimeTZField: self.handle_datetime_tz_field}
+        super(PgModelConverter, self).__init__(view, additional)
+        self.view = view
+
+    def handle_array_field(self, model, field, **kwargs):
+        return field.name, ArrayListField(**kwargs)
+
+    def handle_datetime_tz_field(self, model, field, **kwargs):
+        kwargs['widget'] = DateTimePickerWidget()
+        return field.name, fields.DateTimeField(**kwargs)
+
+
+class BaseModelView(ModelView):
+    model_form_converter = PgModelConverter
+
+    @require_permission('admin')
+    def is_accessible(self):
+        return True
+
+
+class UserModelView(BaseModelView):
+    column_searchable_list = ('name', 'email')
+    form_excluded_columns = ('created_at', 'updated_at')
+    column_exclude_list = ('password_hash',)
+
+    form_overrides = dict(password_hash=PasswordHashField)
+    form_args = {
+        'password_hash': {'label': 'Password'}
+    }
+
+
+def query_runner_type_formatter(view, context, model, name):
+    qr = query_runner.query_runners.get(model.type, None)
+    if qr:
+        return qr.name()
+
+    return model.type
+
+
+class DataSourceModelView(BaseModelView):
+    form_overrides = dict(type=fields.SelectField, options=JSONTextAreaField)
+    form_args = dict(type={
+        'choices': [(k, r.name()) for k, r in query_runner.query_runners.iteritems()]
+    })
+    column_formatters = dict(type=query_runner_type_formatter)
+    column_filters = ('type',)
+
+
+def init_admin(app):
+    admin = Admin(app, name='re:dash admin')
+
+    views = {
+        models.User: UserModelView(models.User),
+        models.DataSource: DataSourceModelView(models.DataSource)
+    }
+
+    for m in models.all_models:
+        if m in views:
+            admin.add_view(views[m])
+        else:
+            admin.add_view(BaseModelView(m))
diff --git a/redash/wsgi.py b/redash/wsgi.py
index 59e68dfd84..c775362f86 100644
--- a/redash/wsgi.py
+++ b/redash/wsgi.py
@@ -4,6 +4,8 @@
 
 from redash import settings, utils
 from redash.models import db
+from redash.admin import init_admin
+
 
 __version__ = '0.4.0'
 
@@ -14,6 +16,7 @@
 
 
 api = Api(app)
+init_admin(app)
 
 # configure our database
 settings.DATABASE_CONFIG.update({'threadlocals': True})
diff --git a/requirements.txt b/requirements.txt
index b600f93fe9..1c6b290174 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,5 @@
 Flask==0.10.1
+Flask-Admin==1.1.0
 Flask-RESTful==0.2.10
 Flask-Login==0.2.9
 Flask-OAuth==0.12
@@ -26,3 +27,4 @@ celery==3.1.11
 jsonschema==2.4.0
 click==3.3
 RestrictedPython==3.6.0
+wtf-peewee==0.2.3