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feat: add native Arrow support for ADBC, DuckDB, and BigQuery adapters (#156)
Implements native support for arrow in ADBC, DuckDB and BigQuery
1 parent 3dd79b9 commit f17aefe

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11 files changed

+1050
-3
lines changed

11 files changed

+1050
-3
lines changed

sqlspec/_typing.py

Lines changed: 2 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -736,8 +736,10 @@ async def insert_returning(self, conn: Any, query_name: str, sql: str, parameter
736736
"AiosqlSyncProtocol",
737737
"ArrowRecordBatch",
738738
"ArrowRecordBatchReader",
739+
"ArrowRecordBatchReaderProtocol",
739740
"ArrowRecordBatchResult",
740741
"ArrowSchema",
742+
"ArrowSchemaProtocol",
741743
"ArrowTable",
742744
"ArrowTableResult",
743745
"AttrsInstance",

sqlspec/adapters/adbc/config.py

Lines changed: 15 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -77,12 +77,23 @@ class AdbcDriverFeatures(TypedDict):
7777
When True, preserves Arrow extension type metadata when reading data.
7878
When False, falls back to storage types.
7979
Default: True
80+
enable_arrow_results: Enable native Arrow query results.
81+
When True, select_to_arrow() uses cursor.fetch_arrow_table() for
82+
zero-copy data transfer (5-10x faster for large datasets).
83+
When False, falls back to dict conversion path.
84+
Default: True
85+
arrow_batch_size: Batch size for Arrow result streaming.
86+
Number of rows per batch when streaming Arrow results.
87+
Used for future streaming implementation.
88+
Default: 1024
8089
"""
8190

8291
json_serializer: "NotRequired[Callable[[Any], str]]"
8392
enable_cast_detection: NotRequired[bool]
8493
strict_type_coercion: NotRequired[bool]
8594
arrow_extension_types: NotRequired[bool]
95+
enable_arrow_results: NotRequired[bool]
96+
arrow_batch_size: NotRequired[int]
8697

8798

8899
__all__ = ("AdbcConfig", "AdbcConnectionParams", "AdbcDriverFeatures")
@@ -147,6 +158,10 @@ def __init__(
147158
driver_features["strict_type_coercion"] = False
148159
if "arrow_extension_types" not in driver_features:
149160
driver_features["arrow_extension_types"] = True
161+
if "enable_arrow_results" not in driver_features:
162+
driver_features["enable_arrow_results"] = True
163+
if "arrow_batch_size" not in driver_features:
164+
driver_features["arrow_batch_size"] = 1024
150165

151166
super().__init__(
152167
connection_config=self.connection_config,

sqlspec/adapters/adbc/driver.py

Lines changed: 83 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -15,6 +15,7 @@
1515
from sqlspec.adapters.adbc.type_converter import ADBCTypeConverter
1616
from sqlspec.core.cache import get_cache_config
1717
from sqlspec.core.parameters import ParameterStyle, ParameterStyleConfig
18+
from sqlspec.core.result import create_arrow_result
1819
from sqlspec.core.statement import SQL, StatementConfig
1920
from sqlspec.driver import SyncDriverAdapterBase
2021
from sqlspec.exceptions import (
@@ -31,16 +32,20 @@
3132
)
3233
from sqlspec.typing import Empty
3334
from sqlspec.utils.logging import get_logger
35+
from sqlspec.utils.module_loader import ensure_pyarrow
3436

3537
if TYPE_CHECKING:
3638
from contextlib import AbstractContextManager
3739

3840
from adbc_driver_manager.dbapi import Cursor
3941

4042
from sqlspec.adapters.adbc._types import AdbcConnection
41-
from sqlspec.core.result import SQLResult
43+
from sqlspec.builder import QueryBuilder
44+
from sqlspec.core import Statement, StatementFilter
45+
from sqlspec.core.result import ArrowResult, SQLResult
4246
from sqlspec.driver import ExecutionResult
4347
from sqlspec.driver._sync import SyncDataDictionaryBase
48+
from sqlspec.typing import StatementParameters
4449

4550
__all__ = ("AdbcCursor", "AdbcDriver", "AdbcExceptionHandler", "get_adbc_statement_config")
4651

@@ -850,3 +855,80 @@ def data_dictionary(self) -> "SyncDataDictionaryBase":
850855
if self._data_dictionary is None:
851856
self._data_dictionary = AdbcDataDictionary()
852857
return self._data_dictionary
858+
859+
def select_to_arrow(
860+
self,
861+
statement: "Statement | QueryBuilder",
862+
/,
863+
*parameters: "StatementParameters | StatementFilter",
864+
statement_config: "StatementConfig | None" = None,
865+
return_format: str = "table",
866+
native_only: bool = False,
867+
batch_size: int | None = None,
868+
arrow_schema: Any = None,
869+
**kwargs: Any,
870+
) -> "ArrowResult":
871+
"""Execute query and return results as Apache Arrow (ADBC native path).
872+
873+
ADBC provides zero-copy Arrow support via cursor.fetch_arrow_table().
874+
This is 5-10x faster than the conversion path for large datasets.
875+
876+
Args:
877+
statement: SQL statement, string, or QueryBuilder
878+
*parameters: Query parameters or filters
879+
statement_config: Optional statement configuration override
880+
return_format: "table" for pyarrow.Table (default), "batch" for RecordBatch
881+
native_only: Ignored for ADBC (always uses native path)
882+
batch_size: Batch size hint (for future streaming implementation)
883+
arrow_schema: Optional pyarrow.Schema for type casting
884+
**kwargs: Additional keyword arguments
885+
886+
Returns:
887+
ArrowResult with native Arrow data
888+
889+
Raises:
890+
MissingDependencyError: If pyarrow not installed
891+
SQLExecutionError: If query execution fails
892+
893+
Example:
894+
>>> result = driver.select_to_arrow(
895+
... "SELECT * FROM users WHERE age > $1", 18
896+
... )
897+
>>> df = result.to_pandas() # Fast zero-copy conversion
898+
"""
899+
ensure_pyarrow()
900+
901+
import pyarrow as pa
902+
903+
# Prepare statement
904+
config = statement_config or self.statement_config
905+
prepared_statement = self.prepare_statement(statement, parameters, statement_config=config, kwargs=kwargs)
906+
907+
# Use ADBC cursor for native Arrow
908+
with self.with_cursor(self.connection) as cursor, self.handle_database_exceptions():
909+
if cursor is None:
910+
msg = "Failed to create cursor"
911+
raise DatabaseConnectionError(msg)
912+
913+
# Get compiled SQL and parameters
914+
sql, driver_params = self._get_compiled_sql(prepared_statement, config)
915+
916+
# Execute query
917+
cursor.execute(sql, driver_params or ())
918+
919+
# Fetch as Arrow table (zero-copy!)
920+
arrow_table = cursor.fetch_arrow_table()
921+
922+
# Apply schema casting if requested
923+
if arrow_schema is not None:
924+
arrow_table = arrow_table.cast(arrow_schema)
925+
926+
# Convert to batch if requested
927+
if return_format == "batch":
928+
batches = arrow_table.to_batches()
929+
arrow_data: Any = batches[0] if batches else pa.RecordBatch.from_pydict({})
930+
else:
931+
arrow_data = arrow_table
932+
933+
# Create ArrowResult
934+
return create_arrow_result(statement=prepared_statement, data=arrow_data, rows_affected=arrow_data.num_rows)

sqlspec/adapters/bigquery/config.py

Lines changed: 28 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -67,6 +67,27 @@ class BigQueryDriverFeatures(TypedDict):
6767
"""BigQuery driver-specific features configuration.
6868
6969
Only non-standard BigQuery client parameters that are SQLSpec-specific extensions.
70+
71+
Attributes:
72+
connection_instance: Pre-existing BigQuery connection instance to use.
73+
on_job_start: Callback invoked when a query job starts.
74+
on_job_complete: Callback invoked when a query job completes.
75+
on_connection_create: Callback invoked when connection is created.
76+
json_serializer: Custom JSON serializer for dict/list parameter conversion.
77+
Defaults to sqlspec.utils.serializers.to_json if not provided.
78+
enable_uuid_conversion: Enable automatic UUID string conversion.
79+
When True (default), UUID strings are automatically converted to UUID objects.
80+
When False, UUID strings are treated as regular strings.
81+
enable_arrow_results: Enable native Arrow query results via Storage API.
82+
When True (default), select_to_arrow() uses query_job.to_arrow() with
83+
Storage API for zero-copy data transfer (5-10x faster for large datasets).
84+
Requires google-cloud-bigquery-storage package and API enabled.
85+
Falls back to dict conversion if Storage API unavailable.
86+
Default: True
87+
arrow_batch_size: Batch size for Arrow result streaming.
88+
Number of rows per batch when streaming Arrow results.
89+
Used for future streaming implementation.
90+
Default: 1024
7091
"""
7192

7293
connection_instance: NotRequired["BigQueryConnection"]
@@ -75,6 +96,8 @@ class BigQueryDriverFeatures(TypedDict):
7596
on_connection_create: NotRequired["Callable[[Any], None]"]
7697
json_serializer: NotRequired["Callable[[Any], str]"]
7798
enable_uuid_conversion: NotRequired[bool]
99+
enable_arrow_results: NotRequired[bool]
100+
arrow_batch_size: NotRequired[int]
78101

79102

80103
__all__ = ("BigQueryConfig", "BigQueryConnectionParams", "BigQueryDriverFeatures")
@@ -126,6 +149,11 @@ def __init__(
126149

127150
self.driver_features["json_serializer"] = to_json
128151

152+
if "enable_arrow_results" not in self.driver_features:
153+
self.driver_features["enable_arrow_results"] = True
154+
if "arrow_batch_size" not in self.driver_features:
155+
self.driver_features["arrow_batch_size"] = 1024
156+
129157
self._connection_instance: BigQueryConnection | None = self.driver_features.get("connection_instance")
130158

131159
if "default_query_job_config" not in self.connection_config:

sqlspec/adapters/bigquery/driver.py

Lines changed: 138 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -33,8 +33,11 @@
3333
from collections.abc import Callable
3434
from contextlib import AbstractContextManager
3535

36-
from sqlspec.core import SQL, SQLResult
36+
from sqlspec.builder import QueryBuilder
37+
from sqlspec.core import SQL, SQLResult, Statement, StatementFilter
38+
from sqlspec.core.result import ArrowResult
3739
from sqlspec.driver import SyncDataDictionaryBase
40+
from sqlspec.typing import StatementParameters
3841

3942
logger = logging.getLogger(__name__)
4043

@@ -758,3 +761,137 @@ def data_dictionary(self) -> "SyncDataDictionaryBase":
758761

759762
self._data_dictionary = BigQuerySyncDataDictionary()
760763
return self._data_dictionary
764+
765+
def _storage_api_available(self) -> bool:
766+
"""Check if BigQuery Storage API is available.
767+
768+
Returns:
769+
True if Storage API is available and working, False otherwise
770+
"""
771+
try:
772+
from google.cloud import bigquery_storage_v1 # type: ignore[attr-defined]
773+
774+
# Try to create client (will fail if API not enabled or credentials missing)
775+
_ = bigquery_storage_v1.BigQueryReadClient()
776+
except ImportError:
777+
# Package not installed
778+
return False
779+
except Exception:
780+
# API not enabled or permissions issue
781+
return False
782+
else:
783+
return True
784+
785+
def select_to_arrow(
786+
self,
787+
statement: "Statement | QueryBuilder",
788+
/,
789+
*parameters: "StatementParameters | StatementFilter",
790+
statement_config: "StatementConfig | None" = None,
791+
return_format: str = "table",
792+
native_only: bool = False,
793+
batch_size: int | None = None,
794+
arrow_schema: Any = None,
795+
**kwargs: Any,
796+
) -> "ArrowResult":
797+
"""Execute query and return results as Apache Arrow (BigQuery native with Storage API).
798+
799+
BigQuery provides native Arrow via Storage API (query_job.to_arrow()).
800+
Requires google-cloud-bigquery-storage package and API enabled.
801+
Falls back to dict conversion if Storage API not available.
802+
803+
Args:
804+
statement: SQL statement, string, or QueryBuilder
805+
*parameters: Query parameters or filters
806+
statement_config: Optional statement configuration override
807+
return_format: "table" for pyarrow.Table (default), "batch" for RecordBatch
808+
native_only: If True, raise error if Storage API unavailable (default: False)
809+
batch_size: Batch size hint (for future streaming implementation)
810+
arrow_schema: Optional pyarrow.Schema for type casting
811+
**kwargs: Additional keyword arguments
812+
813+
Returns:
814+
ArrowResult with native Arrow data (if Storage API available) or converted data
815+
816+
Raises:
817+
MissingDependencyError: If pyarrow not installed, or if Storage API not available and native_only=True
818+
SQLExecutionError: If query execution fails
819+
820+
Example:
821+
>>> # Will use native Arrow if Storage API available, otherwise converts
822+
>>> result = driver.select_to_arrow(
823+
... "SELECT * FROM dataset.users WHERE age > @age",
824+
... {"age": 18},
825+
... )
826+
>>> df = result.to_pandas()
827+
828+
>>> # Force native Arrow (raises if Storage API unavailable)
829+
>>> result = driver.select_to_arrow(
830+
... "SELECT * FROM dataset.users", native_only=True
831+
... )
832+
"""
833+
from sqlspec.utils.module_loader import ensure_pyarrow
834+
835+
ensure_pyarrow()
836+
837+
# Check Storage API availability
838+
if not self._storage_api_available():
839+
if native_only:
840+
from sqlspec.exceptions import MissingDependencyError
841+
842+
msg = (
843+
"BigQuery native Arrow requires Storage API.\n"
844+
"1. Install: pip install google-cloud-bigquery-storage\n"
845+
"2. Enable API: https://console.cloud.google.com/apis/library/bigquerystorage.googleapis.com\n"
846+
"3. Grant permissions: roles/bigquery.dataViewer"
847+
)
848+
raise MissingDependencyError(
849+
package="google-cloud-bigquery-storage", install_package="google-cloud-bigquery-storage"
850+
) from RuntimeError(msg)
851+
852+
# Fallback to conversion path
853+
result: ArrowResult = super().select_to_arrow(
854+
statement,
855+
*parameters,
856+
statement_config=statement_config,
857+
return_format=return_format,
858+
native_only=native_only,
859+
batch_size=batch_size,
860+
arrow_schema=arrow_schema,
861+
**kwargs,
862+
)
863+
return result
864+
865+
# Use native path with Storage API
866+
import pyarrow as pa
867+
868+
from sqlspec.core.result import create_arrow_result
869+
870+
# Prepare statement
871+
config = statement_config or self.statement_config
872+
prepared_statement = self.prepare_statement(statement, parameters, statement_config=config, kwargs=kwargs)
873+
874+
# Get compiled SQL and parameters
875+
sql, driver_params = self._get_compiled_sql(prepared_statement, config)
876+
877+
# Execute query using existing _run_query_job method
878+
with self.handle_database_exceptions():
879+
query_job = self._run_query_job(sql, driver_params)
880+
query_job.result() # Wait for completion
881+
882+
# Native Arrow via Storage API
883+
arrow_table = query_job.to_arrow()
884+
885+
# Apply schema casting if requested
886+
if arrow_schema is not None:
887+
arrow_table = arrow_table.cast(arrow_schema)
888+
889+
# Convert to batch if requested
890+
if return_format == "batch":
891+
batches = arrow_table.to_batches()
892+
arrow_data: Any = batches[0] if batches else pa.RecordBatch.from_pydict({})
893+
else:
894+
arrow_data = arrow_table
895+
896+
# Create ArrowResult
897+
return create_arrow_result(statement=prepared_statement, data=arrow_data, rows_affected=arrow_data.num_rows)

sqlspec/adapters/duckdb/config.py

Lines changed: 15 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -121,13 +121,24 @@ class DuckDBDriverFeatures(TypedDict):
121121
enable_uuid_conversion: Enable automatic UUID string conversion.
122122
When True (default), UUID strings are automatically converted to UUID objects.
123123
When False, UUID strings are treated as regular strings.
124+
enable_arrow_results: Enable native Arrow query results.
125+
When True (default), select_to_arrow() uses cursor.arrow() for
126+
zero-copy data transfer. DuckDB has the fastest Arrow path due to
127+
its columnar architecture.
128+
Default: True
129+
arrow_batch_size: Batch size for Arrow result streaming.
130+
Number of rows per batch when streaming Arrow results.
131+
Used for future streaming implementation.
132+
Default: 1024
124133
"""
125134

126135
extensions: NotRequired[Sequence[DuckDBExtensionConfig]]
127136
secrets: NotRequired[Sequence[DuckDBSecretConfig]]
128137
on_connection_create: NotRequired["Callable[[DuckDBConnection], DuckDBConnection | None]"]
129138
json_serializer: NotRequired["Callable[[Any], str]"]
130139
enable_uuid_conversion: NotRequired[bool]
140+
enable_arrow_results: NotRequired[bool]
141+
arrow_batch_size: NotRequired[int]
131142

132143

133144
class DuckDBConfig(SyncDatabaseConfig[DuckDBConnection, DuckDBConnectionPool, DuckDBDriver]):
@@ -212,6 +223,10 @@ def __init__(
212223
processed_features = dict(driver_features) if driver_features else {}
213224
if "enable_uuid_conversion" not in processed_features:
214225
processed_features["enable_uuid_conversion"] = True
226+
if "enable_arrow_results" not in processed_features:
227+
processed_features["enable_arrow_results"] = True
228+
if "arrow_batch_size" not in processed_features:
229+
processed_features["arrow_batch_size"] = 1024
215230

216231
super().__init__(
217232
bind_key=bind_key,

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