diff --git a/src/instructlab/sdg/generate_data.py b/src/instructlab/sdg/generate_data.py
index 70a2e49d..72ea9109 100644
--- a/src/instructlab/sdg/generate_data.py
+++ b/src/instructlab/sdg/generate_data.py
@@ -78,20 +78,21 @@ def _get_response(logger, synth_example):
     return parts[1].strip() if len(parts) == 2 else parts[0].strip()
 
 
-def _gen_train_data(logger, machine_instruction_data, output_file_train):
+def _gen_train_data(logger, output_datasets, output_file_train):
     train_data = []
-    for synth_example in machine_instruction_data:
-        logger.debug(synth_example)
-        user = _get_question(logger, synth_example)
-        if len(synth_example.get("context", "")) > 0:
-            user += "\n" + synth_example["context"]
-        train_data.append(
-            {
-                "system": _SYS_PROMPT,
-                "user": _unescape(user),
-                "assistant": _unescape(_get_response(logger, synth_example)),
-            }
-        )
+    for output_dataset in output_datasets:
+        for synth_example in output_dataset:
+            logger.debug(synth_example)
+            user = _get_question(logger, synth_example)
+            if len(synth_example.get("context", "")) > 0:
+                user += "\n" + synth_example["context"]
+            train_data.append(
+                {
+                    "system": _SYS_PROMPT,
+                    "user": _unescape(user),
+                    "assistant": _unescape(_get_response(logger, synth_example)),
+                }
+            )
 
     with open(output_file_train, "w", encoding="utf-8") as outfile:
         for entry in train_data:
@@ -281,9 +282,9 @@ def generate_data(
         logger.debug("Dataset: %s" % ds)
         new_generated_data = sdg.generate(ds)
         generated_data = (
-            new_generated_data
+            [new_generated_data]
             if generated_data is None
-            else generated_data + new_generated_data
+            else generated_data + [new_generated_data]
         )
         logger.info("Generated %d samples" % len(generated_data))
         logger.debug("Generated data: %s" % generated_data)