diff --git a/module_build_service/scheduler/producer.py b/module_build_service/scheduler/producer.py
index 116d035d..17e1d33c 100644
--- a/module_build_service/scheduler/producer.py
+++ b/module_build_service/scheduler/producer.py
@@ -179,7 +179,15 @@ class MBSProducer(PollingProducer):
                     state=models.BUILD_STATES['build']).all():
             # If there are no components in the build state on the module build,
             # then no possible event will start off new component builds
-            if not module_build.current_batch(koji.BUILD_STATES['BUILDING']):
+            unbuilt_components = [
+                c for c in module_build.component_builds
+                if (c.state != koji.BUILD_STATES['COMPLETE']
+                    and c.state != koji.BUILD_STATES["FAILED"]
+                    and c.state != koji.BUILD_STATES["CANCELED"])
+            ]
+
+            if (not module_build.current_batch(koji.BUILD_STATES['BUILDING'])
+                and unbuilt_components):
                 # Initialize the builder...
                 builder = GenericBuilder.create_from_module(
                     session, module_build, config)