diff --git a/ETL/L1A.py b/ETL/L1A.py
index bcc6d6d..cd488bb 100644
--- a/ETL/L1A.py
+++ b/ETL/L1A.py
@@ -1,4 +1,16 @@
+"""
+L1A Data Ingestion Script
+
+This script reads raw JSON files from the 'output_arena' directory and ingests them into the SQLite database.
+It supports incremental updates by default, skipping files that have already been processed.
+
+Usage:
+    python ETL/L1A.py           # Standard incremental run
+    python ETL/L1A.py --force   # Force re-process all files (overwrite existing data)
+"""
+
 import os
+
 import json
 import sqlite3
 import glob
diff --git a/ETL/README.md b/ETL/README.md
index c6df99c..77d085f 100644
--- a/ETL/README.md
+++ b/ETL/README.md
@@ -1,7 +1,23 @@
-L1A output_arena/iframe_network.json -> L1A.sqlite(Primary Key: match_id)
+# ETL Pipeline Documentation
+
+## 1. L1A (Raw Data Ingestion)
+**Status**: ✅ Supports Incremental Update
+
+This script ingests raw JSON files from `output_arena/` into `database/L1A/L1A.sqlite`.
+
+### Usage
+```bash
+# Standard Run (Incremental)
+# Only processes new files that are not yet in the database.
+python ETL/L1A.py
+
+# Force Refresh
+# Reprocesses ALL files, overwriting existing records.
+python ETL/L1A.py --force
+```
 
 L1B demoparser2 -> L1B.sqlite
 
 L2 L1A.sqlite (+L1b.sqlite) -> L2.sqlite
 
-L3 Deep Dive.
\ No newline at end of file
+L3 Deep Dive
\ No newline at end of file