diff --git a/lib/tools/common/armbian_utils.py b/lib/tools/common/armbian_utils.py
index cc7d2d310..070eba8d3 100755
--- a/lib/tools/common/armbian_utils.py
+++ b/lib/tools/common/armbian_utils.py
@@ -363,9 +363,16 @@ def armbian_run_command_and_parse_json_from_stdout(exec_cmd: list[str], params:
 	except subprocess.CalledProcessError as e:
 		# decode utf8 manually, universal_newlines messes up bash encoding
 		logs = parse_log_lines_from_stderr(e.stderr)
-		log.error(f"Error calling Armbian command: {' '.join(exec_cmd)}")
-		log.error(f"Error details: params: {params} - return code: {e.returncode} - stderr: {'; '.join(logs[-5:])}")
-		return {"in": params, "out": {}, "logs": logs, "config_ok": False}
+		if e.returncode == 44:
+			# special handling for exit_with_target_not_supported_error() in armbian core.
+			log.warning(f"Skipped target: {' '.join(exec_cmd)}")
+			log.warning(f"Skipped target details 1: {'; '.join(logs[-5:])}")
+			return {"in": params, "out": {}, "logs": logs, "config_ok": False, "target_not_supported": True}
+		else:
+			log.error(f"Error calling Armbian command: {' '.join(exec_cmd)}")
+			log.error(f"Error details 1: params: {params}")
+			log.error(f"Error details 2: code: {e.returncode} - {'; '.join(logs[-5:])}")
+			return {"in": params, "out": {}, "logs": logs, "config_ok": False}
 
 	if result is not None:
 		if result.stderr:
diff --git a/lib/tools/info/artifact-reducer.py b/lib/tools/info/artifact-reducer.py
index 096daf13e..fbb39364a 100644
--- a/lib/tools/info/artifact-reducer.py
+++ b/lib/tools/info/artifact-reducer.py
@@ -27,8 +27,11 @@ all_artifacts: list[dict] = []
 
 # loop over the build infos. for each, construct a structure with the artifacts.
 for build_info in build_infos:
-	if build_info["config_ok"] == False:
-		log.warning(f"Skipping failed config '{build_info['in']}'...")
+	if build_info["config_ok"] is False:
+		if ("target_not_supported" in build_info) and (build_info["target_not_supported"] is True):
+			log.debug(f"Skipping 'target not supported' config '{build_info['in']}'...")
+		else:
+			log.warning(f"Skipping *failed* config '{build_info['in']}'...")
 		continue
 
 	outvars = build_info["out"]
@@ -52,17 +55,17 @@ for build_info in build_infos:
 			pipeline = build_info["in"]["pipeline"]
 			if "build-artifacts" in pipeline:
 				if pipeline["build-artifacts"] == False:
-					log.warning(f"Skipping artifact '{artifact_name}' (pipeline build-artifacts '{pipeline['build-artifacts']}' config)...")
+					log.debug(f"Skipping artifact '{artifact_name}' (pipeline build-artifacts '{pipeline['build-artifacts']}' config)...")
 					continue
 				else:
-					log.warning(f"Keeping artifact '{artifact_name}' (pipeline build-artifacts '{pipeline['build-artifacts']}' config)...")
+					log.debug(f"Keeping artifact '{artifact_name}' (pipeline build-artifacts '{pipeline['build-artifacts']}' config)...")
 			if "only-artifacts" in pipeline:
 				only_artifacts = pipeline["only-artifacts"]
 				if artifact_name not in only_artifacts:
-					log.warning(f"Skipping artifact '{artifact_name}' (pipeline only-artifacts '{','.join(only_artifacts)}' config)...")
+					log.debug(f"Skipping artifact '{artifact_name}' (pipeline only-artifacts '{','.join(only_artifacts)}' config)...")
 					continue
 				else:
-					log.warning(f"Keeping artifact '{artifact_name}' (pipeline only-artifacts '{','.join(only_artifacts)}' config)...")
+					log.debug(f"Keeping artifact '{artifact_name}' (pipeline only-artifacts '{','.join(only_artifacts)}' config)...")
 
 		inputs: dict[str, str] = {}
 		for input_raw in inputs_raw_array:
diff --git a/lib/tools/info/outdated-artifact-image-reducer.py b/lib/tools/info/outdated-artifact-image-reducer.py
index 42e683079..4e042d551 100644
--- a/lib/tools/info/outdated-artifact-image-reducer.py
+++ b/lib/tools/info/outdated-artifact-image-reducer.py
@@ -57,7 +57,7 @@ for oci_name in tags_by_oci_name:
 	if len(tags) > 1:
 		list_tags_escaped_quoted = ', '.join([f"'{tag}'" for tag in tags])
 		log.warning(
-			f"Artifact '{oci_name}' has {len(tags)} different tags: {list_tags_escaped_quoted} - this is certainly a problem, go fix the artifact.")
+			f"Artifact '{oci_name}' has {len(tags)} different tags: {list_tags_escaped_quoted}")
 
 # map images to in.target_id
 images_by_target_id = {}
@@ -107,10 +107,10 @@ for target_id, image in images_by_target_id.items():
 	if "pipeline" in image["in"]:
 		if "build-image" in image["in"]["pipeline"]:
 			if not image["in"]["pipeline"]["build-image"]:
-				log.warning(f"Image {image['in']['target_id']} has a pipeline build-image false, skipping")
+				log.debug(f"Image {image['in']['target_id']} has a pipeline build-image false, skipping")
 				continue
 			else:
-				log.warning(f"Image {image['in']['target_id']} has a pipeline build-image true, processing")
+				log.debug(f"Image {image['in']['target_id']} has a pipeline build-image true, processing")
 
 	if target_id not in artifacts_by_target_id:
 		continue