diff --git a/scanpipe/pipes/scancode.py b/scanpipe/pipes/scancode.py
index 822b3842b..725e89de4 100644
--- a/scanpipe/pipes/scancode.py
+++ b/scanpipe/pipes/scancode.py
@@ -320,7 +320,7 @@ def scan_for_application_packages(project):
     resource_qs = project.codebaseresources.no_status()
 
     # Collect detected Package data and save it to the CodebaseResource it was
-    # detected from.
+    # detected from
     _scan_and_save(
         resource_qs=resource_qs,
         scan_func=scan_for_package_data,
@@ -328,19 +328,20 @@ def scan_for_application_packages(project):
     )
 
     # Iterate through CodebaseResources with Package data and handle them using
-    # the proper Package handler from packagedcode.
+    # the proper Package handler from packagedcode
     assemble_packages(project=project)
 
 
 def add_to_package(package_uid, resource, project):
     """
-    Relate a DiscoveredPackage to `resource` from `project` using `package_uid`.
+    Relate a DiscoveredPackage to `resource` from `project` using `package_uid`
     """
     if not package_uid:
         return
-
-    resource_package = resource.discovered_packages.filter(package_uid=package_uid)
-    if not resource_package.exists():
+    package_associated_with_resource = resource.discovered_packages.filter(
+        package_uid=package_uid
+    ).exists()
+    if not package_associated_with_resource:
         package = project.discoveredpackages.get(package_uid=package_uid)
         resource.discovered_packages.add(package)
 
@@ -350,20 +351,22 @@ def assemble_packages(project):
     Create instances of DiscoveredPackage and DiscoveredDependency for `project`
     from the parsed package data present in the CodebaseResources of `project`.
     """
-    logger.info(f"Project {project} assemble_packages:")
+    logger.info(f"Project: {project}:\n" "Function: assemble_packages\n")
     seen_resource_paths = set()
-
     for resource in project.codebaseresources.has_package_data():
         if resource.path in seen_resource_paths:
             continue
 
-        logger.info(f"  Processing: {resource.path}")
+        logger.info(f"Processing: CodebaseResource {resource.path}\n")
+
         for package_mapping in resource.package_data:
             pd = packagedcode_models.PackageData.from_dict(mapping=package_mapping)
-            logger.info(f"  Package data: {pd.purl}")
+
+            logger.info(f"Processing: PackageData {pd.purl}\n")
 
             handler = get_package_handler(pd)
-            logger.info(f"  Selected package handler: {handler.__name__}")
+
+            logger.info(f"Selected: Package handler {handler}\n")
 
             items = handler.assemble(
                 package_data=pd,
@@ -372,9 +375,14 @@ def assemble_packages(project):
                 package_adder=add_to_package,
             )
 
+            dependencies = []
+            resources = []
             for item in items:
-                logger.info(f"    Processing item: {item}")
+                logger.info(f"Processing: item {item}\n")
                 if isinstance(item, packagedcode_models.Package):
+                    # In order to relate CodebaseResources to
+                    # DiscoveredPackages, we create DiscoveredPackages from
+                    # yielded `Package`s first
                     package_data = item.to_dict()
                     pipes.update_or_create_package(project, package_data)
                 elif isinstance(item, packagedcode_models.Dependency):
@@ -382,9 +390,21 @@ def assemble_packages(project):
                     # DiscoveredDependency model
                     pass
                 elif isinstance(item, CodebaseResource):
-                    seen_resource_paths.add(item.path)
+                    # We store CodebaseResources in `resources` so we can
+                    # process them after we create all Packages assembled from
+                    # `resource`
+                    resources.append(item)
                 else:
-                    logger.info(f"Unknown Package assembly item type: {item!r}")
+                    logger.info(f"Unknown Package assembly item type: {item!r}\n")
+
+            for item in resources + dependencies:
+                logger.info(f"Processing: item {item}\n")
+                if isinstance(item, packagedcode_models.Dependency):
+                    # We will handle Dependencies when we properly implement the
+                    # DiscoveredDependency model
+                    pass
+                elif isinstance(item, CodebaseResource):
+                    seen_resource_paths.add(item.path)
 
 
 def run_scancode(location, output_file, options, raise_on_error=False):