diff --git a/deepaas/api/__init__.py b/deepaas/api/__init__.py
index 9a12e939..e1b99e4a 100644
--- a/deepaas/api/__init__.py
+++ b/deepaas/api/__init__.py
@@ -14,6 +14,7 @@
 # License for the specific language governing permissions and limitations
 # under the License.
 
+import pathlib
 
 from aiohttp import web
 import aiohttp_apispec
@@ -75,10 +76,22 @@ async def get_app(
     model.register_v2_models(APP)
 
     v2app = v2.get_app(enable_train=enable_train, enable_predict=enable_predict)
-    APP.add_subapp("/v2", v2app)
+    if base_path:
+        path = str(pathlib.Path(base_path) / "v2")
+    else:
+        path = "/v2"
+    APP.add_subapp(path, v2app)
     versions.register_version("stable", v2.get_version)
 
-    APP.add_routes(versions.routes)
+    if base_path:
+        # Get versions.routes, and transform them to have the base_path, as we cannot
+        # directly modify the routes already created and stored in the RouteTableDef
+        for route in versions.routes:
+            APP.router.add_route(
+                route.method, str(pathlib.Path(base_path + route.path)), route.handler
+            )
+    else:
+        APP.add_routes(versions.routes)
 
     LOG.info("Serving loaded V2 models: %s", list(model.V2_MODELS.keys()))
 
@@ -88,6 +101,9 @@ async def get_app(
             await m.warm()
 
     if swagger:
+        doc = str(pathlib.Path(base_path + doc))
+        swagger = str(pathlib.Path(base_path + "/swagger.json"))
+
         # init docs with all parameters, usual for ApiSpec
         aiohttp_apispec.setup_aiohttp_apispec(
             app=APP,
@@ -101,7 +117,7 @@ async def get_app(
             },
             basePath=base_path,
             version=deepaas.extract_version(),
-            url="/swagger.json",
+            url=swagger,
             swagger_path=doc if enable_doc else None,
             prefix=prefix,
             static_path=static_path,
diff --git a/deepaas/api/versions.py b/deepaas/api/versions.py
index d6241533..48df6c8d 100644
--- a/deepaas/api/versions.py
+++ b/deepaas/api/versions.py
@@ -25,7 +25,7 @@
 routes = web.RouteTableDef()
 
 
-@routes.view("/")
+@routes.view("/", name="versions")
 class Versions(web.View):
     versions = {}
 
diff --git a/deepaas/cmd/run.py b/deepaas/cmd/run.py
index e1a9d0d3..5f616860 100644
--- a/deepaas/cmd/run.py
+++ b/deepaas/cmd/run.py
@@ -15,6 +15,7 @@
 # License for the specific language governing permissions and limitations
 # under the License.
 
+import pathlib
 import sys
 
 from aiohttp import web
@@ -92,7 +93,17 @@ def main():
     config.config_and_logging(sys.argv)
     log = oslo_log.getLogger("deepaas")
 
-    base = "http://{}:{}".format(CONF.listen_ip, CONF.listen_port)
+    base_path = CONF.base_path
+
+    if base_path and not base_path.startswith("/"):
+        print("Base path should start with a '/'.", file=sys.stderr)
+        sys.exit(1)
+    elif base_path:
+        base_path = str(pathlib.Path(base_path))
+    else:
+        base_path = ""
+
+    base = "http://{}:{}{}".format(CONF.listen_ip, CONF.listen_port, base_path)
     spec = "{}/swagger.json".format(base)
     docs = "{}/api".format(base)
     v2 = "{}/v2".format(base)