diff --git a/sdv/logging/logger.py b/sdv/logging/logger.py
index 52a178638..adc2c1b25 100644
--- a/sdv/logging/logger.py
+++ b/sdv/logging/logger.py
@@ -1,11 +1,35 @@
 """SDV Logger."""
-
+import csv
 import logging
 from functools import lru_cache
+from io import StringIO
 
 from sdv.logging.utils import get_sdv_logger_config
 
 
+class CSVHandler(logging.Formatter):
+    """Logging formatter to convert to CSV."""
+
+    def __init__(self):
+        super().__init__()
+        self.output = StringIO()
+        headers = [
+            'LEVEL', 'EVENT', 'TIMESTAMP', 'SYNTHESIZER CLASS NAME', 'SYNTHESIZER ID',
+            'TOTAL NUMBER OF TABLES', 'TOTAL NUMBER OF ROWS', 'TOTAL NUMBER OF COLUMNS'
+        ]
+        self.writer = csv.DictWriter(self.output, headers)
+
+    def format(self, record):  # noqa: A003
+        """Format the record and write to CSV."""
+        row = record.msg
+        row['LEVEL'] = record.levelname
+        self.writer.writerow(row)
+        data = self.output.getvalue()
+        self.output.truncate(0)
+        self.output.seek(0)
+        return data.strip()
+
+
 @lru_cache()
 def get_sdv_logger(logger_name):
     """Get a logger instance with the specified name and configuration.
@@ -35,7 +59,7 @@ def get_sdv_logger(logger_name):
             logger.removeHandler(handler)
 
         if logger_name in logger_conf.get('loggers'):
-            formatter = None
+            formatter = CSVHandler()
             config = logger_conf.get('loggers').get(logger_name)
             log_level = getattr(logging, config.get('level', 'INFO'))
             if config.get('format'):
diff --git a/tests/unit/logging/test_logger.py b/tests/unit/logging/test_logger.py
index 4770d39cd..82481e5af 100644
--- a/tests/unit/logging/test_logger.py
+++ b/tests/unit/logging/test_logger.py
@@ -2,7 +2,31 @@
 import logging
 from unittest.mock import Mock, patch
 
-from sdv.logging.logger import get_sdv_logger
+from sdv.logging.logger import CSVHandler, get_sdv_logger
+
+
+class TestCSVHandler:
+
+    def test_format(self):
+        """Test CSV formatter correctly formats the log entry."""
+        # Setup
+        instance = CSVHandler()
+        instance.writer = Mock()
+        instance.output = Mock()
+        record = Mock()
+        record.msg = {
+            'EVENT': 'Instance',
+            'TIMESTAMP': '2024-04-19 16:20:10.037183',
+            'SYNTHESIZER CLASS NAME': 'GaussianCopulaSynthesizer',
+            'SYNTHESIZER ID': 'GaussainCopulaSynthesizer_1.0.0_92aff11e9a5649d1a280990d1231a5f5',
+        }
+        record.levelname = 'INFO'
+
+        # Run
+        instance.format(record)
+
+        # Assert
+        assert instance.writer.writerow.called_once_with({'LEVEL': 'INFO', **record.msg})
 
 
 @patch('sdv.logging.logger.logging.StreamHandler')