diff --git a/src/amp/loaders/implementations/_postgres_helpers.py b/src/amp/loaders/implementations/_postgres_helpers.py
index eb0f71e..8b47635 100644
--- a/src/amp/loaders/implementations/_postgres_helpers.py
+++ b/src/amp/loaders/implementations/_postgres_helpers.py
@@ -7,6 +7,31 @@
 from pyarrow import csv
 
 
+def _quote_identifier(name: str) -> str:
+    """Return a safely double-quoted PostgreSQL identifier.
+
+    Wraps the name in double quotes and escapes any embedded double quotes
+    by doubling them (standard SQL identifier quoting rules).  This prevents
+    syntax errors when column or table names collide with PostgreSQL reserved
+    keywords such as `to`, `end`, `index`, etc.
+
+    Args:
+        name: Raw identifier (column or table name)
+
+    Returns:
+        Double-quoted identifier safe for use in SQL DDL/DML statements
+
+    Examples:
+        >>> _quote_identifier('to')
+        '"to"'
+        >>> _quote_identifier('block_num')
+        '"block_num"'
+        >>> _quote_identifier('weird"name')
+        '"weird\"\"name"'
+    """
+    return '"' + name.replace('"', '""') + '"'
+
+
 def prepare_csv_data(data: Union[pa.RecordBatch, pa.Table]) -> Tuple[io.StringIO, List[str]]:
     """
     Convert Arrow data to CSV format optimized for PostgreSQL COPY.
@@ -43,7 +68,8 @@ def prepare_csv_data(data: Union[pa.RecordBatch, pa.Table]) -> Tuple[io.StringIO
 
     csv_buffer = io.StringIO(csv_data)
 
-    # Get column names from Arrow schema
+    # Get column names from Arrow schema (raw, unquoted — quoting is the
+    # caller's responsibility when constructing SQL identifiers)
     column_names = [field.name for field in data.schema]
 
     return csv_buffer, column_names
@@ -103,12 +129,14 @@ def prepare_insert_data(data: Union[pa.RecordBatch, pa.Table]) -> Tuple[str, Lis
     # Convert Arrow data to Python objects
     data_dict = data.to_pydict()
 
-    # Get column names
+    # Get column names and quote each one so reserved keywords (e.g. `to`,
+    # `end`, `index`) do not cause syntax errors in the INSERT statement.
     column_names = [field.name for field in data.schema]
+    quoted_columns = [_quote_identifier(c) for c in column_names]
 
     # Create INSERT statement template
     placeholders = ', '.join(['%s'] * len(column_names))
-    insert_sql = f'({", ".join(column_names)}) VALUES ({placeholders})'
+    insert_sql = f'({", ".join(quoted_columns)}) VALUES ({placeholders})'
 
     # Prepare data for insertion
     rows = []
diff --git a/tests/unit/test_postgres_helpers.py b/tests/unit/test_postgres_helpers.py
new file mode 100644
index 0000000..7b27c33
--- /dev/null
+++ b/tests/unit/test_postgres_helpers.py
@@ -0,0 +1,71 @@
+"""
+Unit tests for PostgreSQL SQL identifier quoting in _postgres_helpers.py.
+
+Verifies that reserved keyword column names (e.g. 'to', 'from') are double-quoted in
+generated INSERT and COPY SQL to prevent syntax errors.
+"""
+
+import pyarrow as pa
+import pytest
+
+from amp.loaders.implementations._postgres_helpers import prepare_insert_data
+
+
+@pytest.fixture
+def eth_tx_batch():
+    """Arrow RecordBatch modelling Ethereum transaction data with reserved keyword column names."""
+    schema = pa.schema(
+        [
+            pa.field('block_hash', pa.binary(32), nullable=False),
+            pa.field('block_num', pa.uint64(), nullable=False),
+            pa.field('tx_index', pa.uint32(), nullable=False),
+            pa.field('tx_hash', pa.binary(32), nullable=False),
+            pa.field('to', pa.binary(20), nullable=True),  # reserved keyword; nullable for contract creation
+            pa.field('nonce', pa.uint64(), nullable=False),
+            pa.field('value', pa.decimal128(38, 0), nullable=False),
+            pa.field('from', pa.binary(20), nullable=False),  # reserved keyword
+        ]
+    )
+    return pa.RecordBatch.from_arrays(
+        [
+            pa.array([b'\x01' * 32, b'\x02' * 32], type=pa.binary(32)),
+            pa.array([18_000_000, 18_000_001], type=pa.uint64()),
+            pa.array([0, 1], type=pa.uint32()),
+            pa.array([b'\x03' * 32, b'\x04' * 32], type=pa.binary(32)),
+            pa.array([b'\xaa' * 20, None], type=pa.binary(20)),  # None = contract creation tx
+            pa.array([0, 1], type=pa.uint64()),
+            pa.array([1_000_000_000, 2_000_000_000], type=pa.decimal128(38, 0)),
+            pa.array([b'\xbb' * 20, b'\xcc' * 20], type=pa.binary(20)),
+        ],
+        schema=schema,
+    )
+
+
+@pytest.mark.unit
+class TestInsertSqlIdentifierQuoting:
+    """
+    prepare_insert_data() must double-quote all column names in the generated
+    INSERT SQL template to prevent reserved-keyword syntax errors.
+    """
+
+    def test_all_column_names_are_quoted_in_insert_sql(self, eth_tx_batch):
+        """Every column in the INSERT template must be wrapped in double quotes."""
+        sql_template, _ = prepare_insert_data(eth_tx_batch)
+
+        for col_name in eth_tx_batch.schema.names:
+            assert f'"{col_name}"' in sql_template, (
+                f"Column '{col_name}' must be double-quoted in the INSERT SQL template.\n"
+                f'Generated template: {sql_template}'
+            )
+
+    def test_placeholder_count_matches_column_count(self, eth_tx_batch):
+        """The VALUES clause must have exactly one %s placeholder per column."""
+        sql_template, _ = prepare_insert_data(eth_tx_batch)
+
+        assert sql_template.count('%s') == len(eth_tx_batch.schema)
+
+    def test_row_count_preserved(self, eth_tx_batch):
+        """The returned rows list must contain one tuple per input row."""
+        _, rows = prepare_insert_data(eth_tx_batch)
+
+        assert len(rows) == eth_tx_batch.num_rows