From 98b374d22d21353a19bb44fcde932841a06162f8 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Wed, 30 Oct 2024 13:47:06 +0100
Subject: [PATCH 01/30] add PoC for ibis table support on readabledbapidataset

---
 dlt/common/destination/reference.py        |  8 ++++++
 dlt/common/libs/ibis.py                    |  9 ++++++
 dlt/destinations/dataset.py                | 26 +++++++++++++++++-
 dlt/destinations/impl/duckdb/sql_client.py |  6 ++--
 tests/load/test_read_interfaces.py         | 32 ++++++++++++++++++++++
 5 files changed, 76 insertions(+), 5 deletions(-)
 create mode 100644 dlt/common/libs/ibis.py

diff --git a/dlt/common/destination/reference.py b/dlt/common/destination/reference.py
index 6c198dd468..bf14a34eda 100644
--- a/dlt/common/destination/reference.py
+++ b/dlt/common/destination/reference.py
@@ -76,12 +76,16 @@
     try:
         from dlt.common.libs.pandas import DataFrame
         from dlt.common.libs.pyarrow import Table as ArrowTable
+        from dlt.common.libs.ibis import Table as IbisTable
     except MissingDependencyException:
         DataFrame = Any
         ArrowTable = Any
+        IbisTable = Any
+
 else:
     DataFrame = Any
     ArrowTable = Any
+    IbisTable = Any
 
 
 class StorageSchemaInfo(NamedTuple):
@@ -507,6 +511,8 @@ def arrow(self, chunk_size: int = None) -> Optional[ArrowTable]:
         """fetch arrow table of first 'chunk_size' items"""
         ...
 
+    def ibis(self, chunk_size: int = None) -> Optional[IbisTable]: ...
+
     def iter_df(self, chunk_size: int) -> Generator[DataFrame, None, None]:
         """iterate over data frames tables of 'chunk_size' items"""
         ...
@@ -515,6 +521,8 @@ def iter_arrow(self, chunk_size: int) -> Generator[ArrowTable, None, None]:
         """iterate over arrow tables of 'chunk_size' items"""
         ...
 
+    def iter_ibis(self, chunk_size: int) -> Generator[IbisTable, None, None]: ...
+
     def fetchall(self) -> List[Tuple[Any, ...]]:
         """fetch all items as list of python tuples"""
         ...
diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
new file mode 100644
index 0000000000..397489c036
--- /dev/null
+++ b/dlt/common/libs/ibis.py
@@ -0,0 +1,9 @@
+from typing import Any
+from dlt.common.exceptions import MissingDependencyException
+
+try:
+    import ibis  # type: ignore[import-untyped]
+    from ibis import Table
+    from ibis import memtable
+except ModuleNotFoundError:
+    raise MissingDependencyException("dlt ibis Helpers", ["ibis"])
diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index cffdc0f059..86e07b4286 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -1,8 +1,9 @@
-from typing import Any, Generator, Optional, Sequence, Union, List
+from typing import Any, Generator, Optional, Sequence, Union, List, TYPE_CHECKING
 from dlt.common.json import json
 from copy import deepcopy
 
 from dlt.common.normalizers.naming.naming import NamingConvention
+from dlt.common.exceptions import MissingDependencyException
 
 from contextlib import contextmanager
 from dlt.common.destination.reference import (
@@ -21,6 +22,14 @@
 from dlt.common.schema import Schema
 from dlt.common.exceptions import DltException
 
+if TYPE_CHECKING:
+    try:
+        from dlt.common.libs.ibis import Table as IbisTable
+    except MissingDependencyException:
+        IbisTable = Any
+else:
+    IbisTable = Any
+
 
 class DatasetException(DltException):
     pass
@@ -78,6 +87,21 @@ def __init__(
         self.iter_arrow = self._wrap_iter("iter_arrow")  # type: ignore
         self.iter_fetch = self._wrap_iter("iter_fetch")  # type: ignore
 
+    # TODO: where should this go, should cursors support "native" ibis or do we do a conversion somewhere
+    def ibis(self, chunk_size: int = None) -> Optional[IbisTable]:
+        from dlt.common.libs.ibis import memtable
+
+        if arrow := self.arrow(chunk_size=chunk_size):
+            return memtable(arrow)
+        return None
+
+    # TODO: where should this go, should cursors support "native" ibis or do we do a conversion somewhere
+    def iter_ibis(self, chunk_size: int) -> Generator[IbisTable, None, None]:
+        from dlt.common.libs.ibis import memtable
+
+        for arrow in self.iter_arrow(chunk_size=chunk_size):
+            yield memtable(arrow)
+
     @property
     def sql_client(self) -> SqlClientBase[Any]:
         return self._dataset.sql_client
diff --git a/dlt/destinations/impl/duckdb/sql_client.py b/dlt/destinations/impl/duckdb/sql_client.py
index 89a522c8f7..ee73965df6 100644
--- a/dlt/destinations/impl/duckdb/sql_client.py
+++ b/dlt/destinations/impl/duckdb/sql_client.py
@@ -52,10 +52,8 @@ def iter_arrow(self, chunk_size: int) -> Generator[ArrowTable, None, None]:
             yield self.native_cursor.fetch_arrow_table()
             return
         # iterate
-        try:
-            yield from self.native_cursor.fetch_record_batch(chunk_size)
-        except StopIteration:
-            pass
+        for item in self.native_cursor.fetch_record_batch(chunk_size):
+            yield ArrowTable.from_batches([item])
 
 
 class DuckDbSqlClient(SqlClientBase[duckdb.DuckDBPyConnection], DBTransaction):
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index c6019ecf2d..64b671186c 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -251,6 +251,38 @@ def test_db_cursor_access(populated_pipeline: Pipeline) -> None:
     assert set(ids) == set(range(total_records))
 
 
+@pytest.mark.no_load
+@pytest.mark.essential
+@pytest.mark.parametrize(
+    "populated_pipeline",
+    configs,
+    indirect=True,
+    ids=lambda x: x.name,
+)
+def test_ibis_access(populated_pipeline: Pipeline) -> None:
+    table_relationship = populated_pipeline._dataset().items
+    total_records = _total_records(populated_pipeline)
+    chunk_size = _chunk_size(populated_pipeline)
+    expected_chunk_counts = _expected_chunk_count(populated_pipeline)
+
+    # full table
+    t = table_relationship.ibis()
+    assert t.count().to_pandas() == total_records
+
+    # chunk
+    t = table_relationship.ibis(chunk_size=chunk_size)
+    assert set(t.columns) == set(EXPECTED_COLUMNS)
+    assert t.count().to_pandas() == chunk_size
+
+    # check frame amount and items counts
+    tables = list(table_relationship.iter_ibis(chunk_size=chunk_size))
+    assert [t.count().to_pandas() for t in tables] == expected_chunk_counts
+
+    # check all items are present
+    ids = reduce(lambda a, b: a + b, [t[EXPECTED_COLUMNS[0]].to_pandas().tolist() for t in tables])
+    assert set(ids) == set(range(total_records))
+
+
 @pytest.mark.no_load
 @pytest.mark.essential
 @pytest.mark.parametrize(

From df7f63f0ca200e1b2300d671ccbf829ad8243ae9 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Wed, 30 Oct 2024 14:54:30 +0100
Subject: [PATCH 02/30] add PoC for exposing an ibis backend for a destination

---
 dlt/common/libs/ibis.py            |  1 +
 dlt/destinations/dataset.py        | 29 +++++++++++++++++++++++++++++
 dlt/pipeline/pipeline.py           | 15 ++++++++++++++-
 tests/load/test_read_interfaces.py | 29 +++++++++++++++++++++++++++--
 4 files changed, 71 insertions(+), 3 deletions(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index 397489c036..3e4221bb52 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -5,5 +5,6 @@
     import ibis  # type: ignore[import-untyped]
     from ibis import Table
     from ibis import memtable
+    from ibis import BaseBackend
 except ModuleNotFoundError:
     raise MissingDependencyException("dlt ibis Helpers", ["ibis"])
diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index 86e07b4286..5e24a0d9a3 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -25,10 +25,13 @@
 if TYPE_CHECKING:
     try:
         from dlt.common.libs.ibis import Table as IbisTable
+        from dlt.common.libs.ibis import BaseBackend as IbisBackend
     except MissingDependencyException:
         IbisTable = Any
+        IbisBackend = Any
 else:
     IbisTable = Any
+    IbisBackend = Any
 
 
 class DatasetException(DltException):
@@ -334,3 +337,29 @@ def dataset(
     if dataset_type == "dbapi":
         return ReadableDBAPIDataset(destination, dataset_name, schema)
     raise NotImplementedError(f"Dataset of type {dataset_type} not implemented")
+
+
+def create_ibis_backend(
+    destination: TDestinationReferenceArg, dataset_name: str, schema: Schema
+) -> IbisBackend:
+    from dlt.common.libs.ibis import ibis
+
+    # TODO: abstract out destination client related stuff
+    destination = Destination.from_reference(destination)
+    client_spec = destination.spec()
+    if isinstance(client_spec, DestinationClientDwhConfiguration):
+        client_spec._bind_dataset_name(dataset_name=dataset_name, default_schema_name=schema.name)
+    client = destination.client(schema, client_spec)
+
+    if destination.destination_type not in [
+        "dlt.destinations.postgres",
+        "dlt.destinations.duckdb",
+        "dlt.destinations.filesystem",
+    ]:
+        raise NotImplementedError()
+
+    ibis = ibis.connect(client.config.credentials.to_native_representation())
+    # NOTE: there seems to be no standardized way to set the current dataset / schema in ibis
+    ibis.raw_sql(f"SET search_path TO {dataset_name};")
+
+    return ibis
diff --git a/dlt/pipeline/pipeline.py b/dlt/pipeline/pipeline.py
index 037458f9c1..df7b83c6a5 100644
--- a/dlt/pipeline/pipeline.py
+++ b/dlt/pipeline/pipeline.py
@@ -110,7 +110,7 @@
 from dlt.destinations.sql_client import SqlClientBase, WithSqlClient
 from dlt.destinations.fs_client import FSClientBase
 from dlt.destinations.job_client_impl import SqlJobClientBase
-from dlt.destinations.dataset import dataset
+from dlt.destinations.dataset import dataset, create_ibis_backend
 from dlt.load.configuration import LoaderConfiguration
 from dlt.load import Load
 
@@ -149,6 +149,11 @@
 from dlt.common.storages.load_package import TLoadPackageState
 from dlt.pipeline.helpers import refresh_source
 
+try:
+    from dlt.common.libs.ibis import BaseBackend as IbisBackend
+except MissingDependencyException:
+    IbisBackend = None
+
 
 def with_state_sync(may_extract_state: bool = False) -> Callable[[TFun], TFun]:
     def decorator(f: TFun) -> TFun:
@@ -1798,3 +1803,11 @@ def _dataset(self, dataset_type: TDatasetType = "dbapi") -> SupportsReadableData
             schema=(self.default_schema if self.default_schema_name else None),
             dataset_type=dataset_type,
         )
+
+    def _ibis(self) -> IbisBackend:
+        """return a connected ibis backend"""
+        return create_ibis_backend(
+            self.destination,
+            self.dataset_name,
+            schema=(self.default_schema if self.default_schema_name else None),
+        )
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index 64b671186c..8e1e588208 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -131,7 +131,7 @@ def double_items():
     yield pipeline
 
     # NOTE: we need to drop pipeline data here since we are keeping the pipelines around for the whole module
-    drop_pipeline_data(pipeline)
+    # drop_pipeline_data(pipeline)
 
 
 # NOTE: we collect all destination configs centrally, this way the session based
@@ -259,7 +259,7 @@ def test_db_cursor_access(populated_pipeline: Pipeline) -> None:
     indirect=True,
     ids=lambda x: x.name,
 )
-def test_ibis_access(populated_pipeline: Pipeline) -> None:
+def test_ibis_tables_access(populated_pipeline: Pipeline) -> None:
     table_relationship = populated_pipeline._dataset().items
     total_records = _total_records(populated_pipeline)
     chunk_size = _chunk_size(populated_pipeline)
@@ -283,6 +283,31 @@ def test_ibis_access(populated_pipeline: Pipeline) -> None:
     assert set(ids) == set(range(total_records))
 
 
+@pytest.mark.no_load
+@pytest.mark.essential
+@pytest.mark.parametrize(
+    "populated_pipeline",
+    configs,
+    indirect=True,
+    ids=lambda x: x.name,
+)
+def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
+    total_records = _total_records(populated_pipeline)
+    ibis_connection = populated_pipeline._ibis()
+
+    assert ibis_connection.list_tables() == [
+        "_dlt_loads",
+        "_dlt_pipeline_state",
+        "_dlt_version",
+        "double_items",
+        "items",
+        "items__children",
+    ]
+
+    items_table = ibis_connection.table("items")
+    assert items_table.count().to_pandas() == total_records
+
+
 @pytest.mark.no_load
 @pytest.mark.essential
 @pytest.mark.parametrize(

From 767d6de34e18d58f4c94f14304e8e5a06f389be5 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Thu, 31 Oct 2024 16:54:35 +0100
Subject: [PATCH 03/30] install ibis dependency for tests

---
 tests/load/test_read_interfaces.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index 8e1e588208..0fa1fba5af 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -260,6 +260,11 @@ def test_db_cursor_access(populated_pipeline: Pipeline) -> None:
     ids=lambda x: x.name,
 )
 def test_ibis_tables_access(populated_pipeline: Pipeline) -> None:
+    # NOTE: we should generalize this with a context for certain deps
+    import subprocess
+
+    subprocess.check_call(["pip", "install", "ibis-framework[duckdb,postgres,bigquery]"])
+
     table_relationship = populated_pipeline._dataset().items
     total_records = _total_records(populated_pipeline)
     chunk_size = _chunk_size(populated_pipeline)
@@ -292,6 +297,11 @@ def test_ibis_tables_access(populated_pipeline: Pipeline) -> None:
     ids=lambda x: x.name,
 )
 def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
+    # NOTE: we should generalize this with a context for certain deps
+    import subprocess
+
+    subprocess.check_call(["pip", "install", "ibis-framework[duckdb,postgres,bigquery]"])
+
     total_records = _total_records(populated_pipeline)
     ibis_connection = populated_pipeline._ibis()
 

From 854b855f7c4babf7c14333dac8387ac6f4902aa1 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Thu, 31 Oct 2024 17:34:31 +0100
Subject: [PATCH 04/30] add support for filesystem

---
 dlt/destinations/dataset.py                   | 60 +++++++++++++------
 .../impl/filesystem/sql_client.py             |  5 ++
 tests/load/test_read_interfaces.py            |  1 +
 3 files changed, 48 insertions(+), 18 deletions(-)

diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index 5e24a0d9a3..3c53cbb2be 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -1,4 +1,4 @@
-from typing import Any, Generator, Optional, Sequence, Union, List, TYPE_CHECKING
+from typing import Any, Generator, Optional, Sequence, Union, List, TYPE_CHECKING, cast
 from dlt.common.json import json
 from copy import deepcopy
 
@@ -266,12 +266,7 @@ def sql_client(self) -> SqlClientBase[Any]:
         return self._sql_client
 
     def _destination_client(self, schema: Schema) -> JobClientBase:
-        client_spec = self._destination.spec()
-        if isinstance(client_spec, DestinationClientDwhConfiguration):
-            client_spec._bind_dataset_name(
-                dataset_name=self._dataset_name, default_schema_name=schema.name
-            )
-        return self._destination.client(schema, client_spec)
+        return _get_client_for_destination(self._destination, schema, self._dataset_name)
 
     def _ensure_client_and_schema(self) -> None:
         """Lazy load schema and client"""
@@ -339,27 +334,56 @@ def dataset(
     raise NotImplementedError(f"Dataset of type {dataset_type} not implemented")
 
 
+from dlt.common.destination.reference import JobClientBase
+
+
 def create_ibis_backend(
     destination: TDestinationReferenceArg, dataset_name: str, schema: Schema
 ) -> IbisBackend:
     from dlt.common.libs.ibis import ibis
+    import duckdb
+    from dlt.destinations.impl.duckdb.factory import DuckDbCredentials
 
-    # TODO: abstract out destination client related stuff
     destination = Destination.from_reference(destination)
-    client_spec = destination.spec()
-    if isinstance(client_spec, DestinationClientDwhConfiguration):
-        client_spec._bind_dataset_name(dataset_name=dataset_name, default_schema_name=schema.name)
-    client = destination.client(schema, client_spec)
+    client = _get_client_for_destination(destination, schema, dataset_name)
+
+    if destination.destination_type in ["dlt.destinations.postgres", "dlt.destinations.duckdb"]:
+        credentials = client.config.credentials.to_native_representation()
+        ibis = ibis.connect(credentials)
+    elif destination.destination_type == "dlt.destinations.filesystem":
+        from dlt.destinations.impl.filesystem.sql_client import (
+            FilesystemClient,
+            FilesystemSqlClient,
+        )
+
+        # we create an in memory duckdb and create all tables on there
+        duck = duckdb.connect(":memory:")
+        fs_client = cast(FilesystemClient, client)
+        creds = DuckDbCredentials(duck)
+        sql_client = FilesystemSqlClient(
+            fs_client, dataset_name=fs_client.dataset_name, credentials=creds
+        )
+
+        # NOTE: we should probably have the option for the user to only select a subset of tables here
+        with sql_client as _:
+            sql_client.create_views_for_all_tables()
+        ibis = ibis.duckdb.from_connection(duck)
 
-    if destination.destination_type not in [
-        "dlt.destinations.postgres",
-        "dlt.destinations.duckdb",
-        "dlt.destinations.filesystem",
-    ]:
+    else:
         raise NotImplementedError()
 
-    ibis = ibis.connect(client.config.credentials.to_native_representation())
     # NOTE: there seems to be no standardized way to set the current dataset / schema in ibis
     ibis.raw_sql(f"SET search_path TO {dataset_name};")
 
     return ibis
+
+
+# helpers
+def _get_client_for_destination(
+    destination: TDestinationReferenceArg, schema: Schema, dataset_name: str
+) -> JobClientBase:
+    destination = Destination.from_reference(destination)
+    client_spec = destination.spec()
+    if isinstance(client_spec, DestinationClientDwhConfiguration):
+        client_spec._bind_dataset_name(dataset_name=dataset_name, default_schema_name=schema.name)
+    return destination.client(schema, client_spec)
diff --git a/dlt/destinations/impl/filesystem/sql_client.py b/dlt/destinations/impl/filesystem/sql_client.py
index fec761ff36..8da6d758e0 100644
--- a/dlt/destinations/impl/filesystem/sql_client.py
+++ b/dlt/destinations/impl/filesystem/sql_client.py
@@ -192,11 +192,16 @@ def open_connection(self) -> duckdb.DuckDBPyConnection:
             # set up dataset
             if not self.has_dataset():
                 self.create_dataset()
+                print("CREATE")
+                print(self.fully_qualified_dataset_name())
             self._conn.sql(f"USE {self.fully_qualified_dataset_name()}")
             self.create_authentication()
 
         return self._conn
 
+    def create_views_for_all_tables(self) -> None:
+        self.create_views_for_tables({v: v for v in self.fs_client.schema.tables.keys()})
+
     @raise_database_error
     def create_views_for_tables(self, tables: Dict[str, str]) -> None:
         """Add the required tables as views to the duckdb in memory instance"""
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index 0fa1fba5af..6288e5ffcf 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -305,6 +305,7 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
     total_records = _total_records(populated_pipeline)
     ibis_connection = populated_pipeline._ibis()
 
+    # just do a basic check to see wether ibis can connect
     assert ibis_connection.list_tables() == [
         "_dlt_loads",
         "_dlt_pipeline_state",

From b7bd1e3ecd198e11719ef54261a6c5b22aaff901 Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Sun, 3 Nov 2024 13:49:05 +0100
Subject: [PATCH 05/30] remove print statments

---
 dlt/destinations/impl/filesystem/sql_client.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/dlt/destinations/impl/filesystem/sql_client.py b/dlt/destinations/impl/filesystem/sql_client.py
index 8da6d758e0..883ee61e55 100644
--- a/dlt/destinations/impl/filesystem/sql_client.py
+++ b/dlt/destinations/impl/filesystem/sql_client.py
@@ -192,8 +192,6 @@ def open_connection(self) -> duckdb.DuckDBPyConnection:
             # set up dataset
             if not self.has_dataset():
                 self.create_dataset()
-                print("CREATE")
-                print(self.fully_qualified_dataset_name())
             self._conn.sql(f"USE {self.fully_qualified_dataset_name()}")
             self.create_authentication()
 

From ef536e10448ec6d7d71af8e29d1751838b0595ef Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Thu, 7 Nov 2024 15:30:46 +0100
Subject: [PATCH 06/30] remove ibis tables from dbapirelation

---
 dlt/common/destination/reference.py |  4 ----
 dlt/destinations/dataset.py         | 15 ------------
 tests/load/test_read_interfaces.py  | 37 -----------------------------
 3 files changed, 56 deletions(-)

diff --git a/dlt/common/destination/reference.py b/dlt/common/destination/reference.py
index bf14a34eda..380252a6fe 100644
--- a/dlt/common/destination/reference.py
+++ b/dlt/common/destination/reference.py
@@ -511,8 +511,6 @@ def arrow(self, chunk_size: int = None) -> Optional[ArrowTable]:
         """fetch arrow table of first 'chunk_size' items"""
         ...
 
-    def ibis(self, chunk_size: int = None) -> Optional[IbisTable]: ...
-
     def iter_df(self, chunk_size: int) -> Generator[DataFrame, None, None]:
         """iterate over data frames tables of 'chunk_size' items"""
         ...
@@ -521,8 +519,6 @@ def iter_arrow(self, chunk_size: int) -> Generator[ArrowTable, None, None]:
         """iterate over arrow tables of 'chunk_size' items"""
         ...
 
-    def iter_ibis(self, chunk_size: int) -> Generator[IbisTable, None, None]: ...
-
     def fetchall(self) -> List[Tuple[Any, ...]]:
         """fetch all items as list of python tuples"""
         ...
diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index 3c53cbb2be..1c4e5ff675 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -90,21 +90,6 @@ def __init__(
         self.iter_arrow = self._wrap_iter("iter_arrow")  # type: ignore
         self.iter_fetch = self._wrap_iter("iter_fetch")  # type: ignore
 
-    # TODO: where should this go, should cursors support "native" ibis or do we do a conversion somewhere
-    def ibis(self, chunk_size: int = None) -> Optional[IbisTable]:
-        from dlt.common.libs.ibis import memtable
-
-        if arrow := self.arrow(chunk_size=chunk_size):
-            return memtable(arrow)
-        return None
-
-    # TODO: where should this go, should cursors support "native" ibis or do we do a conversion somewhere
-    def iter_ibis(self, chunk_size: int) -> Generator[IbisTable, None, None]:
-        from dlt.common.libs.ibis import memtable
-
-        for arrow in self.iter_arrow(chunk_size=chunk_size):
-            yield memtable(arrow)
-
     @property
     def sql_client(self) -> SqlClientBase[Any]:
         return self._dataset.sql_client
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index 6288e5ffcf..1e84f5a5e8 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -251,43 +251,6 @@ def test_db_cursor_access(populated_pipeline: Pipeline) -> None:
     assert set(ids) == set(range(total_records))
 
 
-@pytest.mark.no_load
-@pytest.mark.essential
-@pytest.mark.parametrize(
-    "populated_pipeline",
-    configs,
-    indirect=True,
-    ids=lambda x: x.name,
-)
-def test_ibis_tables_access(populated_pipeline: Pipeline) -> None:
-    # NOTE: we should generalize this with a context for certain deps
-    import subprocess
-
-    subprocess.check_call(["pip", "install", "ibis-framework[duckdb,postgres,bigquery]"])
-
-    table_relationship = populated_pipeline._dataset().items
-    total_records = _total_records(populated_pipeline)
-    chunk_size = _chunk_size(populated_pipeline)
-    expected_chunk_counts = _expected_chunk_count(populated_pipeline)
-
-    # full table
-    t = table_relationship.ibis()
-    assert t.count().to_pandas() == total_records
-
-    # chunk
-    t = table_relationship.ibis(chunk_size=chunk_size)
-    assert set(t.columns) == set(EXPECTED_COLUMNS)
-    assert t.count().to_pandas() == chunk_size
-
-    # check frame amount and items counts
-    tables = list(table_relationship.iter_ibis(chunk_size=chunk_size))
-    assert [t.count().to_pandas() for t in tables] == expected_chunk_counts
-
-    # check all items are present
-    ids = reduce(lambda a, b: a + b, [t[EXPECTED_COLUMNS[0]].to_pandas().tolist() for t in tables])
-    assert set(ids) == set(range(total_records))
-
-
 @pytest.mark.no_load
 @pytest.mark.essential
 @pytest.mark.parametrize(

From da787683aa9bb67a4e4b0351f34d675b939d44c2 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Thu, 7 Nov 2024 15:51:27 +0100
Subject: [PATCH 07/30] clean up interfaces

---
 dlt/common/destination/reference.py               | 11 ++++++++---
 dlt/destinations/dataset.py                       |  8 ++++++++
 dlt/pipeline/pipeline.py                          | 13 -------------
 tests/destinations/test_readable_dbapi_dataset.py |  2 +-
 tests/load/test_read_interfaces.py                |  2 +-
 5 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/dlt/common/destination/reference.py b/dlt/common/destination/reference.py
index 380252a6fe..032061492c 100644
--- a/dlt/common/destination/reference.py
+++ b/dlt/common/destination/reference.py
@@ -76,16 +76,16 @@
     try:
         from dlt.common.libs.pandas import DataFrame
         from dlt.common.libs.pyarrow import Table as ArrowTable
-        from dlt.common.libs.ibis import Table as IbisTable
+        from dlt.common.libs.ibis import BaseBackend as IbisBackend
     except MissingDependencyException:
         DataFrame = Any
         ArrowTable = Any
-        IbisTable = Any
+        IbisBackend = Any
 
 else:
     DataFrame = Any
     ArrowTable = Any
-    IbisTable = Any
+    IbisBackend = Any
 
 
 class StorageSchemaInfo(NamedTuple):
@@ -578,12 +578,17 @@ def close(self) -> None: ...
 class SupportsReadableDataset(Protocol):
     """A readable dataset retrieved from a destination, has support for creating readable relations for a query or table"""
 
+    @property
+    def schema(self) -> Schema: ...
+
     def __call__(self, query: Any) -> SupportsReadableRelation: ...
 
     def __getitem__(self, table: str) -> SupportsReadableRelation: ...
 
     def __getattr__(self, table: str) -> SupportsReadableRelation: ...
 
+    def ibis(self) -> IbisBackend: ...
+
 
 class JobClientBase(ABC):
     def __init__(
diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index 1c4e5ff675..7a8e3843d2 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -240,6 +240,14 @@ def __init__(
         self._sql_client: SqlClientBase[Any] = None
         self._schema: Schema = None
 
+    def ibis(self) -> IbisBackend:
+        """return a connected ibis backend"""
+        return create_ibis_backend(
+            self._destination,
+            self._dataset_name,
+            schema=self.schema,
+        )
+
     @property
     def schema(self) -> Schema:
         self._ensure_client_and_schema()
diff --git a/dlt/pipeline/pipeline.py b/dlt/pipeline/pipeline.py
index df7b83c6a5..e7794efa6e 100644
--- a/dlt/pipeline/pipeline.py
+++ b/dlt/pipeline/pipeline.py
@@ -149,11 +149,6 @@
 from dlt.common.storages.load_package import TLoadPackageState
 from dlt.pipeline.helpers import refresh_source
 
-try:
-    from dlt.common.libs.ibis import BaseBackend as IbisBackend
-except MissingDependencyException:
-    IbisBackend = None
-
 
 def with_state_sync(may_extract_state: bool = False) -> Callable[[TFun], TFun]:
     def decorator(f: TFun) -> TFun:
@@ -1803,11 +1798,3 @@ def _dataset(self, dataset_type: TDatasetType = "dbapi") -> SupportsReadableData
             schema=(self.default_schema if self.default_schema_name else None),
             dataset_type=dataset_type,
         )
-
-    def _ibis(self) -> IbisBackend:
-        """return a connected ibis backend"""
-        return create_ibis_backend(
-            self.destination,
-            self.dataset_name,
-            schema=(self.default_schema if self.default_schema_name else None),
-        )
diff --git a/tests/destinations/test_readable_dbapi_dataset.py b/tests/destinations/test_readable_dbapi_dataset.py
index 0e01bb5267..4745735371 100644
--- a/tests/destinations/test_readable_dbapi_dataset.py
+++ b/tests/destinations/test_readable_dbapi_dataset.py
@@ -91,7 +91,7 @@ def test_computed_schema_columns() -> None:
 
     # now add columns
     relation = dataset.items
-    dataset.schema.tables["items"] = {  # type: ignore[attr-defined]
+    dataset.schema.tables["items"] = {
         "columns": {"one": {"data_type": "text"}, "two": {"data_type": "json"}}
     }
 
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index 1e84f5a5e8..e4e5fb437d 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -266,7 +266,7 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
     subprocess.check_call(["pip", "install", "ibis-framework[duckdb,postgres,bigquery]"])
 
     total_records = _total_records(populated_pipeline)
-    ibis_connection = populated_pipeline._ibis()
+    ibis_connection = populated_pipeline._dataset().ibis()
 
     # just do a basic check to see wether ibis can connect
     assert ibis_connection.list_tables() == [

From 902bf923517e111cd86fad8d0146f2767712153e Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Thu, 7 Nov 2024 16:18:11 +0100
Subject: [PATCH 08/30] move backend creation and skip tests for unsupported
 backend

---
 dlt/common/libs/ibis.py            | 53 +++++++++++++++++++++++++++++-
 dlt/destinations/dataset.py        | 49 +++------------------------
 dlt/pipeline/pipeline.py           |  2 +-
 tests/load/test_read_interfaces.py | 10 +++++-
 4 files changed, 66 insertions(+), 48 deletions(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index 3e4221bb52..918e5c19c6 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -1,5 +1,9 @@
-from typing import Any
+from typing import cast
+
 from dlt.common.exceptions import MissingDependencyException
+from dlt.common.schema import Schema
+
+from dlt.common.destination.reference import TDestinationReferenceArg, Destination, JobClientBase
 
 try:
     import ibis  # type: ignore[import-untyped]
@@ -8,3 +12,50 @@
     from ibis import BaseBackend
 except ModuleNotFoundError:
     raise MissingDependencyException("dlt ibis Helpers", ["ibis"])
+
+
+SUPPORTED_DESTINATIONS = [
+    "dlt.destinations.postgres",
+    "dlt.destinations.duckdb",
+    "dlt.destinations.filesystem",
+]
+
+
+def create_ibis_backend(
+    destination: TDestinationReferenceArg, dataset_name: str, client: JobClientBase
+) -> BaseBackend:
+    """Create a given ibis backend for a destination client and dataset"""
+    import duckdb
+    from dlt.destinations.impl.duckdb.factory import DuckDbCredentials
+
+    # check if destination is supported
+    destination_type = Destination.from_reference(destination).destination_type
+    if destination_type not in SUPPORTED_DESTINATIONS:
+        raise NotImplementedError(f"Destination of type {destination_type} not supported")
+
+    if destination_type in ["dlt.destinations.postgres", "dlt.destinations.duckdb"]:
+        credentials = client.config.credentials.to_native_representation()
+        con = ibis.connect(credentials)
+    elif destination_type == "dlt.destinations.filesystem":
+        from dlt.destinations.impl.filesystem.sql_client import (
+            FilesystemClient,
+            FilesystemSqlClient,
+        )
+
+        # we create an in memory duckdb and create all tables on there
+        duck = duckdb.connect(":memory:")
+        fs_client = cast(FilesystemClient, client)
+        creds = DuckDbCredentials(duck)
+        sql_client = FilesystemSqlClient(
+            fs_client, dataset_name=fs_client.dataset_name, credentials=creds
+        )
+
+        # NOTE: we should probably have the option for the user to only select a subset of tables here
+        with sql_client as _:
+            sql_client.create_views_for_all_tables()
+        con = ibis.duckdb.from_connection(duck)
+
+    # NOTE: there seems to be no standardized way to set the current dataset / schema in ibis
+    con.raw_sql(f"SET search_path TO {dataset_name};")
+
+    return con
diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index 7a8e3843d2..b6e1cfaef2 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -242,10 +242,13 @@ def __init__(
 
     def ibis(self) -> IbisBackend:
         """return a connected ibis backend"""
+        from dlt.common.libs.ibis import create_ibis_backend
+
+        self._ensure_client_and_schema()
         return create_ibis_backend(
             self._destination,
             self._dataset_name,
-            schema=self.schema,
+            self._destination_client(self.schema),
         )
 
     @property
@@ -327,50 +330,6 @@ def dataset(
     raise NotImplementedError(f"Dataset of type {dataset_type} not implemented")
 
 
-from dlt.common.destination.reference import JobClientBase
-
-
-def create_ibis_backend(
-    destination: TDestinationReferenceArg, dataset_name: str, schema: Schema
-) -> IbisBackend:
-    from dlt.common.libs.ibis import ibis
-    import duckdb
-    from dlt.destinations.impl.duckdb.factory import DuckDbCredentials
-
-    destination = Destination.from_reference(destination)
-    client = _get_client_for_destination(destination, schema, dataset_name)
-
-    if destination.destination_type in ["dlt.destinations.postgres", "dlt.destinations.duckdb"]:
-        credentials = client.config.credentials.to_native_representation()
-        ibis = ibis.connect(credentials)
-    elif destination.destination_type == "dlt.destinations.filesystem":
-        from dlt.destinations.impl.filesystem.sql_client import (
-            FilesystemClient,
-            FilesystemSqlClient,
-        )
-
-        # we create an in memory duckdb and create all tables on there
-        duck = duckdb.connect(":memory:")
-        fs_client = cast(FilesystemClient, client)
-        creds = DuckDbCredentials(duck)
-        sql_client = FilesystemSqlClient(
-            fs_client, dataset_name=fs_client.dataset_name, credentials=creds
-        )
-
-        # NOTE: we should probably have the option for the user to only select a subset of tables here
-        with sql_client as _:
-            sql_client.create_views_for_all_tables()
-        ibis = ibis.duckdb.from_connection(duck)
-
-    else:
-        raise NotImplementedError()
-
-    # NOTE: there seems to be no standardized way to set the current dataset / schema in ibis
-    ibis.raw_sql(f"SET search_path TO {dataset_name};")
-
-    return ibis
-
-
 # helpers
 def _get_client_for_destination(
     destination: TDestinationReferenceArg, schema: Schema, dataset_name: str
diff --git a/dlt/pipeline/pipeline.py b/dlt/pipeline/pipeline.py
index e7794efa6e..037458f9c1 100644
--- a/dlt/pipeline/pipeline.py
+++ b/dlt/pipeline/pipeline.py
@@ -110,7 +110,7 @@
 from dlt.destinations.sql_client import SqlClientBase, WithSqlClient
 from dlt.destinations.fs_client import FSClientBase
 from dlt.destinations.job_client_impl import SqlJobClientBase
-from dlt.destinations.dataset import dataset, create_ibis_backend
+from dlt.destinations.dataset import dataset
 from dlt.load.configuration import LoaderConfiguration
 from dlt.load import Load
 
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index e4e5fb437d..551903cd24 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -260,11 +260,19 @@ def test_db_cursor_access(populated_pipeline: Pipeline) -> None:
     ids=lambda x: x.name,
 )
 def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
-    # NOTE: we should generalize this with a context for certain deps
+    # NOTE: we could generalize this with a context for certain deps
     import subprocess
 
     subprocess.check_call(["pip", "install", "ibis-framework[duckdb,postgres,bigquery]"])
 
+    from dlt.common.libs.ibis import SUPPORTED_DESTINATIONS
+
+    # check correct error if not supported
+    if populated_pipeline.destination.destination_type not in SUPPORTED_DESTINATIONS:
+        with pytest.raises(NotImplementedError):
+            populated_pipeline._dataset().ibis()
+        return
+
     total_records = _total_records(populated_pipeline)
     ibis_connection = populated_pipeline._dataset().ibis()
 

From cc4d6ff69783092c104a3b7a9a5fef1bdfef7694 Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Thu, 7 Nov 2024 19:04:33 +0100
Subject: [PATCH 09/30] fix dependencies and typing

---
 dlt/common/libs/ibis.py     |   2 -
 dlt/destinations/dataset.py |   3 -
 poetry.lock                 | 687 +++++++++++++++++++-----------------
 pyproject.toml              |   1 +
 4 files changed, 360 insertions(+), 333 deletions(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index 918e5c19c6..294706bb70 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -7,8 +7,6 @@
 
 try:
     import ibis  # type: ignore[import-untyped]
-    from ibis import Table
-    from ibis import memtable
     from ibis import BaseBackend
 except ModuleNotFoundError:
     raise MissingDependencyException("dlt ibis Helpers", ["ibis"])
diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index b6e1cfaef2..b0ab6f7108 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -24,13 +24,10 @@
 
 if TYPE_CHECKING:
     try:
-        from dlt.common.libs.ibis import Table as IbisTable
         from dlt.common.libs.ibis import BaseBackend as IbisBackend
     except MissingDependencyException:
-        IbisTable = Any
         IbisBackend = Any
 else:
-    IbisTable = Any
     IbisBackend = Any
 
 
diff --git a/poetry.lock b/poetry.lock
index 00980992fa..0b58265f7f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "about-time"
@@ -78,128 +78,113 @@ wrapt = ">=1.10.10,<2.0.0"
 awscli = ["awscli (>=1.31.2,<1.32.35)"]
 boto3 = ["boto3 (>=1.33.2,<1.34.35)"]
 
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.4.3"
-description = "Happy Eyeballs for asyncio"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
-    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
-]
-
 [[package]]
 name = "aiohttp"
-version = "3.10.10"
+version = "3.8.5"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.6"
 files = [
-    {file = "aiohttp-3.10.10-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:be7443669ae9c016b71f402e43208e13ddf00912f47f623ee5994e12fc7d4b3f"},
-    {file = "aiohttp-3.10.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7b06b7843929e41a94ea09eb1ce3927865387e3e23ebe108e0d0d09b08d25be9"},
-    {file = "aiohttp-3.10.10-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:333cf6cf8e65f6a1e06e9eb3e643a0c515bb850d470902274239fea02033e9a8"},
-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:274cfa632350225ce3fdeb318c23b4a10ec25c0e2c880eff951a3842cf358ac1"},
-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d9e5e4a85bdb56d224f412d9c98ae4cbd032cc4f3161818f692cd81766eee65a"},
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-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ab5a5a0c7a7991d90446a198689c0535be89bbd6b410a1f9a66688f0880ec026"},
-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:578a4b875af3e0daaf1ac6fa983d93e0bbfec3ead753b6d6f33d467100cdc67b"},
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+
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-async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
+async-timeout = ">=4.0.0a3,<5.0"
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+charset-normalizer = ">=2.0,<4.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli", "aiodns", "cchardet"]
 
 [[package]]
 name = "aioitertools"
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 ]
 
+[[package]]
+name = "atpublic"
+version = "5.0"
+description = "Keep all y'all's __all__'s in sync"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
 [[package]]
 name = "attrs"
 version = "23.1.0"
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-version = "0.21.0"
+version = "0.19.1"
 description = "Native Delta Lake Python binding based on delta-rs with Pandas integration"
 optional = true
 python-versions = ">=3.8"
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 version = "3.4"
@@ -6441,6 +6582,17 @@ files = [
 [package.dependencies]
 future = "*"
 
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 version = "0.11.2"
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 [package.extras]
 dev = ["nose", "pipreqs", "twine"]
 
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+    {file = "yarl-1.9.2-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:662e6016409828ee910f5d9602a2729a8a57d74b163c89a837de3fea050c7582"},
+    {file = "yarl-1.9.2-cp37-cp37m-win32.whl", hash = "sha256:f364d3480bffd3aa566e886587eaca7c8c04d74f6e8933f3f2c996b7f09bee1b"},
+    {file = "yarl-1.9.2-cp37-cp37m-win_amd64.whl", hash = "sha256:6a5883464143ab3ae9ba68daae8e7c5c95b969462bbe42e2464d60e7e2698368"},
+    {file = "yarl-1.9.2-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:5610f80cf43b6202e2c33ba3ec2ee0a2884f8f423c8f4f62906731d876ef4fac"},
+    {file = "yarl-1.9.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:b9a4e67ad7b646cd6f0938c7ebfd60e481b7410f574c560e455e938d2da8e0f4"},
+    {file = "yarl-1.9.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:83fcc480d7549ccebe9415d96d9263e2d4226798c37ebd18c930fce43dfb9574"},
+    {file = "yarl-1.9.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5fcd436ea16fee7d4207c045b1e340020e58a2597301cfbcfdbe5abd2356c2fb"},
+    {file = "yarl-1.9.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:84e0b1599334b1e1478db01b756e55937d4614f8654311eb26012091be109d59"},
+    {file = "yarl-1.9.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3458a24e4ea3fd8930e934c129b676c27452e4ebda80fbe47b56d8c6c7a63a9e"},
+    {file = "yarl-1.9.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:838162460b3a08987546e881a2bfa573960bb559dfa739e7800ceeec92e64417"},
+    {file = "yarl-1.9.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f4e2d08f07a3d7d3e12549052eb5ad3eab1c349c53ac51c209a0e5991bbada78"},
+    {file = "yarl-1.9.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:de119f56f3c5f0e2fb4dee508531a32b069a5f2c6e827b272d1e0ff5ac040333"},
+    {file = "yarl-1.9.2-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:149ddea5abf329752ea5051b61bd6c1d979e13fbf122d3a1f9f0c8be6cb6f63c"},
+    {file = "yarl-1.9.2-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:674ca19cbee4a82c9f54e0d1eee28116e63bc6fd1e96c43031d11cbab8b2afd5"},
+    {file = "yarl-1.9.2-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:9b3152f2f5677b997ae6c804b73da05a39daa6a9e85a512e0e6823d81cdad7cc"},
+    {file = "yarl-1.9.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:5415d5a4b080dc9612b1b63cba008db84e908b95848369aa1da3686ae27b6d2b"},
+    {file = "yarl-1.9.2-cp38-cp38-win32.whl", hash = "sha256:f7a3d8146575e08c29ed1cd287068e6d02f1c7bdff8970db96683b9591b86ee7"},
+    {file = "yarl-1.9.2-cp38-cp38-win_amd64.whl", hash = "sha256:63c48f6cef34e6319a74c727376e95626f84ea091f92c0250a98e53e62c77c72"},
+    {file = "yarl-1.9.2-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:75df5ef94c3fdc393c6b19d80e6ef1ecc9ae2f4263c09cacb178d871c02a5ba9"},
+    {file = "yarl-1.9.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:c027a6e96ef77d401d8d5a5c8d6bc478e8042f1e448272e8d9752cb0aff8b5c8"},
+    {file = "yarl-1.9.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:f3b078dbe227f79be488ffcfc7a9edb3409d018e0952cf13f15fd6512847f3f7"},
+    {file = "yarl-1.9.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:59723a029760079b7d991a401386390c4be5bfec1e7dd83e25a6a0881859e716"},
+    {file = "yarl-1.9.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b03917871bf859a81ccb180c9a2e6c1e04d2f6a51d953e6a5cdd70c93d4e5a2a"},
+    {file = "yarl-1.9.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c1012fa63eb6c032f3ce5d2171c267992ae0c00b9e164efe4d73db818465fac3"},
+    {file = "yarl-1.9.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a74dcbfe780e62f4b5a062714576f16c2f3493a0394e555ab141bf0d746bb955"},
+    {file = "yarl-1.9.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8c56986609b057b4839968ba901944af91b8e92f1725d1a2d77cbac6972b9ed1"},
+    {file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:2c315df3293cd521033533d242d15eab26583360b58f7ee5d9565f15fee1bef4"},
+    {file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:b7232f8dfbd225d57340e441d8caf8652a6acd06b389ea2d3222b8bc89cbfca6"},
+    {file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:53338749febd28935d55b41bf0bcc79d634881195a39f6b2f767870b72514caf"},
+    {file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:066c163aec9d3d073dc9ffe5dd3ad05069bcb03fcaab8d221290ba99f9f69ee3"},
+    {file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8288d7cd28f8119b07dd49b7230d6b4562f9b61ee9a4ab02221060d21136be80"},
+    {file = "yarl-1.9.2-cp39-cp39-win32.whl", hash = "sha256:b124e2a6d223b65ba8768d5706d103280914d61f5cae3afbc50fc3dfcc016623"},
+    {file = "yarl-1.9.2-cp39-cp39-win_amd64.whl", hash = "sha256:61016e7d582bc46a5378ffdd02cd0314fb8ba52f40f9cf4d9a5e7dbef88dee18"},
+    {file = "yarl-1.9.2.tar.gz", hash = "sha256:04ab9d4b9f587c06d801c2abfe9317b77cdf996c65a90d5e84ecc45010823571"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
-propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
@@ -10292,4 +10323,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<3.13"
-content-hash = "f932b4e28b8d08489ca58a67e6844006a21dc73d453c3eae8469cd57760bb891"
+content-hash = "18cd8f3bd2a10b5cc206e6b12fc9fe6d7af20d92891ada7080751856149439a4"
diff --git a/pyproject.toml b/pyproject.toml
index 6eb162ac55..a4d739889f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -167,6 +167,7 @@ pytest-mock = "^3.14.0"
 types-regex = "^2024.5.15.20240519"
 flake8-print = "^5.0.0"
 mimesis = "^7.0.0"
+ibis-framework = { version = ">=9.0.0", markers = "python_version >= '3.10'"}
 
 [tool.poetry.group.sources]
 optional = true

From d73ece3ec6934a602567c3c328595cd018cd46f2 Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Thu, 7 Nov 2024 19:17:13 +0100
Subject: [PATCH 10/30] mark import not found, can't be linted on 3.8 and 3.9

---
 dlt/common/libs/ibis.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index 294706bb70..bf1b340eb0 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -6,7 +6,7 @@
 from dlt.common.destination.reference import TDestinationReferenceArg, Destination, JobClientBase
 
 try:
-    import ibis  # type: ignore[import-untyped]
+    import ibis  # type: ignore[import-not-found]
     from ibis import BaseBackend
 except ModuleNotFoundError:
     raise MissingDependencyException("dlt ibis Helpers", ["ibis"])

From a7a9001bce75145dbe2764bd92e4bde89586cdf7 Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Mon, 11 Nov 2024 18:12:24 +0100
Subject: [PATCH 11/30] add snowflake and bigquery support

---
 dlt/common/libs/ibis.py            | 17 ++++++++++---
 tests/load/test_read_interfaces.py | 39 +++++++++++++++++++++---------
 2 files changed, 40 insertions(+), 16 deletions(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index bf1b340eb0..30ce8ee9fa 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -16,6 +16,8 @@
     "dlt.destinations.postgres",
     "dlt.destinations.duckdb",
     "dlt.destinations.filesystem",
+    "dlt.destinations.bigquery",
+    "dlt.destinations.snowflake",
 ]
 
 
@@ -29,11 +31,21 @@ def create_ibis_backend(
     # check if destination is supported
     destination_type = Destination.from_reference(destination).destination_type
     if destination_type not in SUPPORTED_DESTINATIONS:
-        raise NotImplementedError(f"Destination of type {destination_type} not supported")
+        raise NotImplementedError(f"Destination of type {destination_type} not supported by ibis.")
 
     if destination_type in ["dlt.destinations.postgres", "dlt.destinations.duckdb"]:
         credentials = client.config.credentials.to_native_representation()
         con = ibis.connect(credentials)
+    elif destination_type == "dlt.destinations.snowflake":
+        credentials = client.config.credentials.to_connector_params()
+        con = ibis.snowflake.connect(**credentials)
+    elif destination_type == "dlt.destinations.bigquery":
+        credentials = client.config.credentials.to_native_credentials()
+        con = ibis.bigquery.connect(
+            credentials=credentials,
+            project_id=client.sql_client.project_id,
+            location=client.sql_client.location,
+        )
     elif destination_type == "dlt.destinations.filesystem":
         from dlt.destinations.impl.filesystem.sql_client import (
             FilesystemClient,
@@ -53,7 +65,4 @@ def create_ibis_backend(
             sql_client.create_views_for_all_tables()
         con = ibis.duckdb.from_connection(duck)
 
-    # NOTE: there seems to be no standardized way to set the current dataset / schema in ibis
-    con.raw_sql(f"SET search_path TO {dataset_name};")
-
     return con
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index 551903cd24..ef83beb59a 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -263,10 +263,14 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
     # NOTE: we could generalize this with a context for certain deps
     import subprocess
 
-    subprocess.check_call(["pip", "install", "ibis-framework[duckdb,postgres,bigquery]"])
+    subprocess.check_call(
+        ["pip", "install", "ibis-framework[duckdb,postgres,bigquery,snowflake,bigquery]"]
+    )
 
     from dlt.common.libs.ibis import SUPPORTED_DESTINATIONS
 
+    return
+
     # check correct error if not supported
     if populated_pipeline.destination.destination_type not in SUPPORTED_DESTINATIONS:
         with pytest.raises(NotImplementedError):
@@ -276,18 +280,29 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
     total_records = _total_records(populated_pipeline)
     ibis_connection = populated_pipeline._dataset().ibis()
 
+    dataset_name = populated_pipeline.dataset_name
+
+    map_i = lambda x: x
+    if populated_pipeline.destination.destination_type == "dlt.destinations.snowflake":
+        map_i = lambda x: x.upper()
+
     # just do a basic check to see wether ibis can connect
-    assert ibis_connection.list_tables() == [
-        "_dlt_loads",
-        "_dlt_pipeline_state",
-        "_dlt_version",
-        "double_items",
-        "items",
-        "items__children",
-    ]
-
-    items_table = ibis_connection.table("items")
-    assert items_table.count().to_pandas() == total_records
+    assert set(ibis_connection.list_tables(database=dataset_name)) == {
+        map_i(x)
+        for x in [
+            "_dlt_loads",
+            "_dlt_pipeline_state",
+            "_dlt_version",
+            "double_items",
+            "items",
+            "items__children",
+        ]
+    }
+
+    # TODO, ibis needs describe permission on snowflake?
+    if not populated_pipeline.destination.destination_type == "dlt.destinations.snowflake":
+        items_table = ibis_connection.table(map_i("items"), database=dataset_name)
+        assert items_table.count().to_pandas() == total_records
 
 
 @pytest.mark.no_load

From cf0a8eb7b4f31e6b6f5f7a504e41adf58195cff0 Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Mon, 11 Nov 2024 18:44:35 +0100
Subject: [PATCH 12/30] add redshift and maybe fix linter

---
 dlt/common/libs/ibis.py            | 25 ++++++++++++++++++-------
 poetry.lock                        | 10 +++++-----
 pyproject.toml                     |  2 +-
 tests/load/test_read_interfaces.py |  6 +-----
 4 files changed, 25 insertions(+), 18 deletions(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index 30ce8ee9fa..bfd41b3db3 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -6,8 +6,8 @@
 from dlt.common.destination.reference import TDestinationReferenceArg, Destination, JobClientBase
 
 try:
-    import ibis  # type: ignore[import-not-found]
-    from ibis import BaseBackend
+    import ibis  # type: ignore
+    from ibis import BaseBackend  # type: ignore
 except ModuleNotFoundError:
     raise MissingDependencyException("dlt ibis Helpers", ["ibis"])
 
@@ -18,6 +18,7 @@
     "dlt.destinations.filesystem",
     "dlt.destinations.bigquery",
     "dlt.destinations.snowflake",
+    "dlt.destinations.redshift",
 ]
 
 
@@ -33,18 +34,28 @@ def create_ibis_backend(
     if destination_type not in SUPPORTED_DESTINATIONS:
         raise NotImplementedError(f"Destination of type {destination_type} not supported by ibis.")
 
-    if destination_type in ["dlt.destinations.postgres", "dlt.destinations.duckdb"]:
+    if destination_type in [
+        "dlt.destinations.postgres",
+        "dlt.destinations.duckdb",
+        "dlt.destinations.redshift",
+    ]:
         credentials = client.config.credentials.to_native_representation()
         con = ibis.connect(credentials)
     elif destination_type == "dlt.destinations.snowflake":
-        credentials = client.config.credentials.to_connector_params()
+        from dlt.destinations.impl.snowflake.snowflake import SnowflakeClient
+
+        sf_client = cast(SnowflakeClient, client)
+        credentials = sf_client.config.credentials.to_connector_params()
         con = ibis.snowflake.connect(**credentials)
     elif destination_type == "dlt.destinations.bigquery":
-        credentials = client.config.credentials.to_native_credentials()
+        from dlt.destinations.impl.bigquery.bigquery import BigQueryClient
+
+        bq_client = cast(BigQueryClient, client)
+        credentials = bq_client.config.credentials.to_native_credentials()
         con = ibis.bigquery.connect(
             credentials=credentials,
-            project_id=client.sql_client.project_id,
-            location=client.sql_client.location,
+            project_id=bq_client.sql_client.project_id,
+            location=bq_client.sql_client.location,
         )
     elif destination_type == "dlt.destinations.filesystem":
         from dlt.destinations.impl.filesystem.sql_client import (
diff --git a/poetry.lock b/poetry.lock
index 0b58265f7f..73ec02a375 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -761,7 +761,7 @@ files = [
 name = "atpublic"
 version = "5.0"
 description = "Keep all y'all's __all__'s in sync"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "atpublic-5.0-py3-none-any.whl", hash = "sha256:b651dcd886666b1042d1e38158a22a4f2c267748f4e97fde94bc492a4a28a3f3"},
@@ -4463,7 +4463,7 @@ files = [
 name = "ibis-framework"
 version = "10.0.0.dev231"
 description = "The portable Python dataframe library"
-optional = false
+optional = true
 python-versions = "<4.0,>=3.10"
 files = [
     {file = "ibis_framework-10.0.0.dev231-py3-none-any.whl", hash = "sha256:8689cbcd55c3680bdb5fd51ff0d2a10260372c1b15661c123b0460087cfdbda2"},
@@ -6586,7 +6586,7 @@ future = "*"
 name = "parsy"
 version = "2.1"
 description = "Easy-to-use parser combinators, for parsing in pure Python"
-optional = false
+optional = true
 python-versions = ">=3.7"
 files = [
     {file = "parsy-2.1-py3-none-any.whl", hash = "sha256:8f18e7b11985e7802e7e3ecbd8291c6ca243d29820b1186e4c84605db4efffa0"},
@@ -9381,7 +9381,7 @@ files = [
 name = "toolz"
 version = "1.0.0"
 description = "List processing tools and functional utilities"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "toolz-1.0.0-py3-none-any.whl", hash = "sha256:292c8f1c4e7516bf9086f8850935c799a874039c8bcf959d47b600e4c44a6236"},
@@ -10323,4 +10323,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<3.13"
-content-hash = "18cd8f3bd2a10b5cc206e6b12fc9fe6d7af20d92891ada7080751856149439a4"
+content-hash = "301bd844ec665836d72611e77a549b1d6d3398445d25b4daaf6ffc22a7bcaa30"
diff --git a/pyproject.toml b/pyproject.toml
index a4d739889f..f0396e29ce 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -167,7 +167,7 @@ pytest-mock = "^3.14.0"
 types-regex = "^2024.5.15.20240519"
 flake8-print = "^5.0.0"
 mimesis = "^7.0.0"
-ibis-framework = { version = ">=9.0.0", markers = "python_version >= '3.10'"}
+ibis-framework = { version = ">=9.0.0", markers = "python_version >= '3.10'", optional = true}
 
 [tool.poetry.group.sources]
 optional = true
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index ef83beb59a..0c42041fc7 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -263,14 +263,10 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
     # NOTE: we could generalize this with a context for certain deps
     import subprocess
 
-    subprocess.check_call(
-        ["pip", "install", "ibis-framework[duckdb,postgres,bigquery,snowflake,bigquery]"]
-    )
+    subprocess.check_call(["pip", "install", "ibis-framework[duckdb,postgres,bigquery,snowflake]"])
 
     from dlt.common.libs.ibis import SUPPORTED_DESTINATIONS
 
-    return
-
     # check correct error if not supported
     if populated_pipeline.destination.destination_type not in SUPPORTED_DESTINATIONS:
         with pytest.raises(NotImplementedError):

From 371a557022c94d20d5c6e364f2ae12d815bd044e Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Mon, 11 Nov 2024 18:57:37 +0100
Subject: [PATCH 13/30] fix linter

---
 dlt/common/libs/ibis.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index bfd41b3db3..f6eed9241e 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -7,7 +7,7 @@
 
 try:
     import ibis  # type: ignore
-    from ibis import BaseBackend  # type: ignore
+    from ibis import BaseBackend
 except ModuleNotFoundError:
     raise MissingDependencyException("dlt ibis Helpers", ["ibis"])
 

From 7f2328fca2044e7e6e05423e1f99ce29fe36742a Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Mon, 11 Nov 2024 18:59:35 +0100
Subject: [PATCH 14/30] remove unneeded dependency

---
 dlt/common/libs/ibis.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index f6eed9241e..5d22e66138 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -1,7 +1,6 @@
 from typing import cast
 
 from dlt.common.exceptions import MissingDependencyException
-from dlt.common.schema import Schema
 
 from dlt.common.destination.reference import TDestinationReferenceArg, Destination, JobClientBase
 

From c8181409909a1af1b71d0dcb3b191f2549730cec Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Mon, 11 Nov 2024 19:32:03 +0100
Subject: [PATCH 15/30] add in missing pipeline drop

---
 tests/load/test_read_interfaces.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index 0c42041fc7..c0dd9a5eaf 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -131,7 +131,7 @@ def double_items():
     yield pipeline
 
     # NOTE: we need to drop pipeline data here since we are keeping the pipelines around for the whole module
-    # drop_pipeline_data(pipeline)
+    drop_pipeline_data(pipeline)
 
 
 # NOTE: we collect all destination configs centrally, this way the session based

From 2682c2b790e7d2965f000ad2a21be796993cfd35 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 11:12:18 +0100
Subject: [PATCH 16/30] fix snowflake table access test

---
 tests/load/test_read_interfaces.py | 10 ++++------
 1 file changed, 4 insertions(+), 6 deletions(-)

diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index c0dd9a5eaf..3d8a0b8e55 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -276,12 +276,12 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
     total_records = _total_records(populated_pipeline)
     ibis_connection = populated_pipeline._dataset().ibis()
 
-    dataset_name = populated_pipeline.dataset_name
-
     map_i = lambda x: x
     if populated_pipeline.destination.destination_type == "dlt.destinations.snowflake":
         map_i = lambda x: x.upper()
 
+    dataset_name = map_i(populated_pipeline.dataset_name)
+
     # just do a basic check to see wether ibis can connect
     assert set(ibis_connection.list_tables(database=dataset_name)) == {
         map_i(x)
@@ -295,10 +295,8 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
         ]
     }
 
-    # TODO, ibis needs describe permission on snowflake?
-    if not populated_pipeline.destination.destination_type == "dlt.destinations.snowflake":
-        items_table = ibis_connection.table(map_i("items"), database=dataset_name)
-        assert items_table.count().to_pandas() == total_records
+    items_table = ibis_connection.table(map_i("items"), database=dataset_name)
+    assert items_table.count().to_pandas() == total_records
 
 
 @pytest.mark.no_load

From fff06d766f3b9e6b70090315585e15dd2d5db98f Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 11:32:42 +0100
Subject: [PATCH 17/30] add mssql support

---
 dlt/common/libs/ibis.py            | 13 +++++++++++++
 tests/load/test_read_interfaces.py |  4 +++-
 2 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index 5d22e66138..a4bc00858c 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -18,6 +18,7 @@
     "dlt.destinations.bigquery",
     "dlt.destinations.snowflake",
     "dlt.destinations.redshift",
+    "dlt.destinations.mssql",
 ]
 
 
@@ -46,6 +47,18 @@ def create_ibis_backend(
         sf_client = cast(SnowflakeClient, client)
         credentials = sf_client.config.credentials.to_connector_params()
         con = ibis.snowflake.connect(**credentials)
+    elif destination_type == "dlt.destinations.mssql":
+        from dlt.destinations.impl.mssql.mssql import MsSqlJobClient
+
+        mssql_client = cast(MsSqlJobClient, client)
+        con = ibis.mssql.connect(
+            host=mssql_client.config.credentials.host,
+            port=mssql_client.config.credentials.port,
+            database=mssql_client.config.credentials.database,
+            user=mssql_client.config.credentials.username,
+            password=mssql_client.config.credentials.password,
+            driver=mssql_client.config.credentials.driver,
+        )
     elif destination_type == "dlt.destinations.bigquery":
         from dlt.destinations.impl.bigquery.bigquery import BigQueryClient
 
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index 3d8a0b8e55..a8f285b34d 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -263,7 +263,9 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
     # NOTE: we could generalize this with a context for certain deps
     import subprocess
 
-    subprocess.check_call(["pip", "install", "ibis-framework[duckdb,postgres,bigquery,snowflake]"])
+    subprocess.check_call(
+        ["pip", "install", "ibis-framework[duckdb,postgres,bigquery,snowflake,mssql]"]
+    )
 
     from dlt.common.libs.ibis import SUPPORTED_DESTINATIONS
 

From 75341068da1ddd9c8dbdcb98a538009c0bce85a2 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 13:13:22 +0100
Subject: [PATCH 18/30] enable synapse

---
 dlt/common/libs/ibis.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index a4bc00858c..e88a340d50 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -19,6 +19,7 @@
     "dlt.destinations.snowflake",
     "dlt.destinations.redshift",
     "dlt.destinations.mssql",
+    "dlt.destinations.synapse",
 ]
 
 
@@ -47,7 +48,7 @@ def create_ibis_backend(
         sf_client = cast(SnowflakeClient, client)
         credentials = sf_client.config.credentials.to_connector_params()
         con = ibis.snowflake.connect(**credentials)
-    elif destination_type == "dlt.destinations.mssql":
+    elif destination_type in ["dlt.destinations.mssql", "dlt.destinations.synapse"]:
         from dlt.destinations.impl.mssql.mssql import MsSqlJobClient
 
         mssql_client = cast(MsSqlJobClient, client)

From c78e282ca7d836b227d0942e300574ac66ebd4f1 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 13:48:01 +0100
Subject: [PATCH 19/30] add clickhouse support

---
 dlt/common/libs/ibis.py            | 18 ++++++++++++++
 tests/load/test_read_interfaces.py | 39 +++++++++++++++++++++---------
 2 files changed, 45 insertions(+), 12 deletions(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index e88a340d50..ff898ed587 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -20,6 +20,11 @@
     "dlt.destinations.redshift",
     "dlt.destinations.mssql",
     "dlt.destinations.synapse",
+    "dlt.destinations.clickhouse",
+    # NOTE: Athena could theoretically work with trino backend, but according to
+    # https://github.com/ibis-project/ibis/issues/7682 connecting with aws credentials
+    # does not work yet.
+    # "dlt.destinations.athena",
 ]
 
 
@@ -70,6 +75,19 @@ def create_ibis_backend(
             project_id=bq_client.sql_client.project_id,
             location=bq_client.sql_client.location,
         )
+    elif destination_type == "dlt.destinations.clickhouse":
+        from dlt.destinations.impl.clickhouse.clickhouse import ClickHouseClient
+
+        ch_client = cast(ClickHouseClient, client)
+        con = ibis.clickhouse.connect(
+            host=ch_client.config.credentials.host,
+            port=ch_client.config.credentials.http_port,
+            database=ch_client.config.credentials.database,
+            user=ch_client.config.credentials.username,
+            password=ch_client.config.credentials.password,
+            secure=bool(ch_client.config.credentials.secure),
+            # compression=True,
+        )
     elif destination_type == "dlt.destinations.filesystem":
         from dlt.destinations.impl.filesystem.sql_client import (
             FilesystemClient,
diff --git a/tests/load/test_read_interfaces.py b/tests/load/test_read_interfaces.py
index a8f285b34d..47cc634365 100644
--- a/tests/load/test_read_interfaces.py
+++ b/tests/load/test_read_interfaces.py
@@ -264,7 +264,7 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
     import subprocess
 
     subprocess.check_call(
-        ["pip", "install", "ibis-framework[duckdb,postgres,bigquery,snowflake,mssql]"]
+        ["pip", "install", "ibis-framework[duckdb,postgres,bigquery,snowflake,mssql,clickhouse]"]
     )
 
     from dlt.common.libs.ibis import SUPPORTED_DESTINATIONS
@@ -283,21 +283,36 @@ def test_ibis_dataset_access(populated_pipeline: Pipeline) -> None:
         map_i = lambda x: x.upper()
 
     dataset_name = map_i(populated_pipeline.dataset_name)
+    table_like_statement = None
+    table_name_prefix = ""
+    addtional_tables = []
+
+    # clickhouse has no datasets, but table prefixes and a sentinel table
+    if populated_pipeline.destination.destination_type == "dlt.destinations.clickhouse":
+        table_like_statement = dataset_name + "."
+        table_name_prefix = dataset_name + "___"
+        dataset_name = None
+        addtional_tables = ["dlt_sentinel_table"]
+
+    add_table_prefix = lambda x: table_name_prefix + x
 
     # just do a basic check to see wether ibis can connect
-    assert set(ibis_connection.list_tables(database=dataset_name)) == {
-        map_i(x)
-        for x in [
-            "_dlt_loads",
-            "_dlt_pipeline_state",
-            "_dlt_version",
-            "double_items",
-            "items",
-            "items__children",
-        ]
+    assert set(ibis_connection.list_tables(database=dataset_name, like=table_like_statement)) == {
+        add_table_prefix(map_i(x))
+        for x in (
+            [
+                "_dlt_loads",
+                "_dlt_pipeline_state",
+                "_dlt_version",
+                "double_items",
+                "items",
+                "items__children",
+            ]
+            + addtional_tables
+        )
     }
 
-    items_table = ibis_connection.table(map_i("items"), database=dataset_name)
+    items_table = ibis_connection.table(add_table_prefix(map_i("items")), database=dataset_name)
     assert items_table.count().to_pandas() == total_records
 
 

From 23951d0312f40622581ba0c56772d691f96a87ef Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 13:49:50 +0100
Subject: [PATCH 20/30] enable motherduck

---
 dlt/common/libs/ibis.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index ff898ed587..b3537c0234 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -14,6 +14,7 @@
 SUPPORTED_DESTINATIONS = [
     "dlt.destinations.postgres",
     "dlt.destinations.duckdb",
+    "dlt.destinations.motherduck",
     "dlt.destinations.filesystem",
     "dlt.destinations.bigquery",
     "dlt.destinations.snowflake",
@@ -44,6 +45,7 @@ def create_ibis_backend(
         "dlt.destinations.postgres",
         "dlt.destinations.duckdb",
         "dlt.destinations.redshift",
+        "dlt.destinations.motherduck",
     ]:
         credentials = client.config.credentials.to_native_representation()
         con = ibis.connect(credentials)

From 49eae5f1551516cca68c7fa543b7083df2c2a90f Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 13:52:52 +0100
Subject: [PATCH 21/30] post rebase lock file update

---
 poetry.lock | 495 ++++++++++++++++++++++++++++++++++------------------
 1 file changed, 321 insertions(+), 174 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 73ec02a375..4f20d105da 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "about-time"
@@ -79,112 +79,127 @@ awscli = ["awscli (>=1.31.2,<1.32.35)"]
 boto3 = ["boto3 (>=1.33.2,<1.34.35)"]
 
 [[package]]
-name = "aiohttp"
-version = "3.8.5"
-description = "Async http client/server framework (asyncio)"
+name = "aiohappyeyeballs"
+version = "2.4.3"
+description = "Happy Eyeballs for asyncio"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 aiosignal = ">=1.1.2"
-async-timeout = ">=4.0.0a3,<5.0"
+async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
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-yarl = ">=1.0,<2.0"
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 [package.extras]
-speedups = ["Brotli", "aiodns", "cchardet"]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aioitertools"
@@ -6845,6 +6860,113 @@ six = "*"
 [package.extras]
 dev = ["nose", "pipreqs", "twine"]
 
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+    {file = "yarl-1.15.2-cp39-cp39-win_amd64.whl", hash = "sha256:81dadafb3aa124f86dc267a2168f71bbd2bfb163663661ab0038f6e4b8edb810"},
+    {file = "yarl-1.15.2-py3-none-any.whl", hash = "sha256:0d3105efab7c5c091609abacad33afff33bdff0035bece164c98bcf5a85ef90a"},
+    {file = "yarl-1.15.2.tar.gz", hash = "sha256:a39c36f4218a5bb668b4f06874d676d35a035ee668e6e7e3538835c703634b84"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
@@ -10323,4 +10470,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<3.13"
-content-hash = "301bd844ec665836d72611e77a549b1d6d3398445d25b4daaf6ffc22a7bcaa30"
+content-hash = "7dc17a8c8d5bec491bafc20f562fa762047df6ed8c1864c2e21b619d89ce525c"

From c3eaf8049a9eb3f5ca3999a7010461dc757b26fd Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 14:26:19 +0100
Subject: [PATCH 22/30] enable motherduck

---
 dlt/common/libs/ibis.py | 19 ++++++++++++++-----
 1 file changed, 14 insertions(+), 5 deletions(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index b3537c0234..6855e0deb1 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -33,19 +33,26 @@ def create_ibis_backend(
     destination: TDestinationReferenceArg, dataset_name: str, client: JobClientBase
 ) -> BaseBackend:
     """Create a given ibis backend for a destination client and dataset"""
-    import duckdb
-    from dlt.destinations.impl.duckdb.factory import DuckDbCredentials
 
     # check if destination is supported
     destination_type = Destination.from_reference(destination).destination_type
     if destination_type not in SUPPORTED_DESTINATIONS:
         raise NotImplementedError(f"Destination of type {destination_type} not supported by ibis.")
 
-    if destination_type in [
+    if destination_type in ["dlt.destinations.motherduck", "dlt.destinations.duckdb"]:
+        import duckdb
+        from dlt.destinations.impl.duckdb.duck import DuckDbClient
+
+        duck_client = cast(DuckDbClient, client)
+        duck = duckdb.connect(
+            database=duck_client.config.credentials._conn_str(),
+            read_only=duck_client.config.credentials.read_only,
+            config=duck_client.config.credentials._get_conn_config(),
+        )
+        con = ibis.duckdb.from_connection(duck)
+    elif destination_type in [
         "dlt.destinations.postgres",
-        "dlt.destinations.duckdb",
         "dlt.destinations.redshift",
-        "dlt.destinations.motherduck",
     ]:
         credentials = client.config.credentials.to_native_representation()
         con = ibis.connect(credentials)
@@ -91,10 +98,12 @@ def create_ibis_backend(
             # compression=True,
         )
     elif destination_type == "dlt.destinations.filesystem":
+        import duckdb
         from dlt.destinations.impl.filesystem.sql_client import (
             FilesystemClient,
             FilesystemSqlClient,
         )
+        from dlt.destinations.impl.duckdb.factory import DuckDbCredentials
 
         # we create an in memory duckdb and create all tables on there
         duck = duckdb.connect(":memory:")

From b01c950c7c3fe69aa600a3b38c7bedf6f573b566 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 17:45:48 +0100
Subject: [PATCH 23/30] add missing ibis framework extras

---
 poetry.lock    | 90 +++++++++++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml |  2 +-
 2 files changed, 90 insertions(+), 2 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 4f20d105da..20fcfe0267 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1829,6 +1829,9 @@ files = [
 [package.dependencies]
 certifi = "*"
 lz4 = "*"
+numpy = {version = "*", optional = true, markers = "extra == \"numpy\""}
+pandas = {version = "*", optional = true, markers = "extra == \"pandas\""}
+pyarrow = {version = "*", optional = true, markers = "extra == \"arrow\""}
 pytz = "*"
 urllib3 = ">=1.26"
 zstandard = "*"
@@ -3519,6 +3522,31 @@ opentelemetry = ["opentelemetry-api (>=1.1.0)", "opentelemetry-instrumentation (
 pandas = ["db-dtypes (>=0.3.0,<2.0.0dev)", "importlib-metadata (>=1.0.0)", "pandas (>=1.1.0)", "pyarrow (>=3.0.0)"]
 tqdm = ["tqdm (>=4.7.4,<5.0.0dev)"]
 
+[[package]]
+name = "google-cloud-bigquery-storage"
+version = "2.27.0"
+description = "Google Cloud Bigquery Storage API client library"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "google_cloud_bigquery_storage-2.27.0-py2.py3-none-any.whl", hash = "sha256:3bfa8f74a61ceaffd3bfe90be5bbef440ad81c1c19ac9075188cccab34bffc2b"},
+    {file = "google_cloud_bigquery_storage-2.27.0.tar.gz", hash = "sha256:522faba9a68bea7e9857071c33fafce5ee520b7b175da00489017242ade8ec27"},
+]
+
+[package.dependencies]
+google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
+google-auth = ">=2.14.1,<3.0.0dev"
+proto-plus = [
+    {version = ">=1.22.0,<2.0.0dev", markers = "python_version < \"3.11\""},
+    {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""},
+]
+protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
+
+[package.extras]
+fastavro = ["fastavro (>=0.21.2)"]
+pandas = ["importlib-metadata (>=1.0.0)", "pandas (>=0.21.1)"]
+pyarrow = ["pyarrow (>=0.15.0)"]
+
 [[package]]
 name = "google-cloud-core"
 version = "2.3.3"
@@ -4487,9 +4515,24 @@ files = [
 
 [package.dependencies]
 atpublic = ">=2.3,<6"
+clickhouse-connect = {version = ">=0.5.23,<1", extras = ["arrow", "numpy", "pandas"], optional = true, markers = "extra == \"clickhouse\""}
+db-dtypes = {version = ">=0.3,<2", optional = true, markers = "extra == \"bigquery\""}
+duckdb = {version = ">=0.10,<1.2", optional = true, markers = "extra == \"duckdb\""}
+google-cloud-bigquery = {version = ">=3,<4", optional = true, markers = "extra == \"bigquery\""}
+google-cloud-bigquery-storage = {version = ">=2,<3", optional = true, markers = "extra == \"bigquery\""}
+numpy = {version = ">=1.23.2,<3", optional = true, markers = "extra == \"bigquery\" or extra == \"clickhouse\" or extra == \"datafusion\" or extra == \"druid\" or extra == \"duckdb\" or extra == \"exasol\" or extra == \"flink\" or extra == \"impala\" or extra == \"mssql\" or extra == \"mysql\" or extra == \"oracle\" or extra == \"polars\" or extra == \"postgres\" or extra == \"pyspark\" or extra == \"snowflake\" or extra == \"sqlite\" or extra == \"risingwave\" or extra == \"trino\""}
+packaging = {version = ">=21.3,<25", optional = true, markers = "extra == \"duckdb\" or extra == \"oracle\" or extra == \"polars\" or extra == \"pyspark\""}
+pandas = {version = ">=1.5.3,<3", optional = true, markers = "extra == \"bigquery\" or extra == \"clickhouse\" or extra == \"datafusion\" or extra == \"druid\" or extra == \"duckdb\" or extra == \"exasol\" or extra == \"flink\" or extra == \"impala\" or extra == \"mssql\" or extra == \"mysql\" or extra == \"oracle\" or extra == \"polars\" or extra == \"postgres\" or extra == \"pyspark\" or extra == \"snowflake\" or extra == \"sqlite\" or extra == \"risingwave\" or extra == \"trino\""}
 parsy = ">=2,<3"
+psycopg2 = {version = ">=2.8.4,<3", optional = true, markers = "extra == \"postgres\" or extra == \"risingwave\""}
+pyarrow = {version = ">=10.0.1,<19", optional = true, markers = "extra == \"bigquery\" or extra == \"clickhouse\" or extra == \"datafusion\" or extra == \"druid\" or extra == \"duckdb\" or extra == \"exasol\" or extra == \"flink\" or extra == \"impala\" or extra == \"mssql\" or extra == \"mysql\" or extra == \"oracle\" or extra == \"polars\" or extra == \"postgres\" or extra == \"pyspark\" or extra == \"snowflake\" or extra == \"sqlite\" or extra == \"risingwave\" or extra == \"trino\""}
+pyarrow-hotfix = {version = ">=0.4,<1", optional = true, markers = "extra == \"bigquery\" or extra == \"clickhouse\" or extra == \"datafusion\" or extra == \"druid\" or extra == \"duckdb\" or extra == \"exasol\" or extra == \"flink\" or extra == \"impala\" or extra == \"mssql\" or extra == \"mysql\" or extra == \"oracle\" or extra == \"polars\" or extra == \"postgres\" or extra == \"pyspark\" or extra == \"snowflake\" or extra == \"sqlite\" or extra == \"risingwave\" or extra == \"trino\""}
+pydata-google-auth = {version = ">=1.4.0,<2", optional = true, markers = "extra == \"bigquery\""}
+pyodbc = {version = ">=4.0.39,<6", optional = true, markers = "extra == \"mssql\""}
 python-dateutil = ">=2.8.2,<3"
 pytz = ">=2022.7"
+rich = {version = ">=12.4.4,<14", optional = true, markers = "extra == \"bigquery\" or extra == \"clickhouse\" or extra == \"datafusion\" or extra == \"druid\" or extra == \"duckdb\" or extra == \"exasol\" or extra == \"flink\" or extra == \"impala\" or extra == \"mssql\" or extra == \"mysql\" or extra == \"oracle\" or extra == \"polars\" or extra == \"postgres\" or extra == \"pyspark\" or extra == \"snowflake\" or extra == \"sqlite\" or extra == \"risingwave\" or extra == \"trino\""}
+snowflake-connector-python = {version = ">=3.0.2,<3.3.0b1 || >3.3.0b1,<4", optional = true, markers = "extra == \"snowflake\""}
 sqlglot = ">=23.4,<25.29"
 toolz = ">=0.11,<2"
 typing-extensions = ">=4.3.0,<5"
@@ -7032,6 +7075,24 @@ files = [
 [package.extras]
 test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 
+[[package]]
+name = "psycopg2"
+version = "2.9.10"
+description = "psycopg2 - Python-PostgreSQL Database Adapter"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "psycopg2-2.9.10-cp310-cp310-win32.whl", hash = "sha256:5df2b672140f95adb453af93a7d669d7a7bf0a56bcd26f1502329166f4a61716"},
+    {file = "psycopg2-2.9.10-cp310-cp310-win_amd64.whl", hash = "sha256:c6f7b8561225f9e711a9c47087388a97fdc948211c10a4bccbf0ba68ab7b3b5a"},
+    {file = "psycopg2-2.9.10-cp311-cp311-win32.whl", hash = "sha256:47c4f9875125344f4c2b870e41b6aad585901318068acd01de93f3677a6522c2"},
+    {file = "psycopg2-2.9.10-cp311-cp311-win_amd64.whl", hash = "sha256:0435034157049f6846e95103bd8f5a668788dd913a7c30162ca9503fdf542cb4"},
+    {file = "psycopg2-2.9.10-cp312-cp312-win32.whl", hash = "sha256:65a63d7ab0e067e2cdb3cf266de39663203d38d6a8ed97f5ca0cb315c73fe067"},
+    {file = "psycopg2-2.9.10-cp312-cp312-win_amd64.whl", hash = "sha256:4a579d6243da40a7b3182e0430493dbd55950c493d8c68f4eec0b302f6bbf20e"},
+    {file = "psycopg2-2.9.10-cp39-cp39-win32.whl", hash = "sha256:9d5b3b94b79a844a986d029eee38998232451119ad653aea42bb9220a8c5066b"},
+    {file = "psycopg2-2.9.10-cp39-cp39-win_amd64.whl", hash = "sha256:88138c8dedcbfa96408023ea2b0c369eda40fe5d75002c0964c78f46f11fa442"},
+    {file = "psycopg2-2.9.10.tar.gz", hash = "sha256:12ec0b40b0273f95296233e8750441339298e6a572f7039da5b260e3c8b60e11"},
+]
+
 [[package]]
 name = "psycopg2-binary"
 version = "2.9.7"
@@ -7177,6 +7238,17 @@ numpy = ">=1.16.6"
 [package.extras]
 test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
 
+[[package]]
+name = "pyarrow-hotfix"
+version = "0.6"
+description = ""
+optional = true
+python-versions = ">=3.5"
+files = [
+    {file = "pyarrow_hotfix-0.6-py3-none-any.whl", hash = "sha256:dcc9ae2d220dff0083be6a9aa8e0cdee5182ad358d4931fce825c545e5c89178"},
+    {file = "pyarrow_hotfix-0.6.tar.gz", hash = "sha256:79d3e030f7ff890d408a100ac16d6f00b14d44a502d7897cd9fc3e3a534e9945"},
+]
+
 [[package]]
 name = "pyasn1"
 version = "0.5.0"
@@ -7379,6 +7451,22 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pydata-google-auth"
+version = "1.8.2"
+description = "PyData helpers for authenticating to Google APIs"
+optional = true
+python-versions = "*"
+files = [
+    {file = "pydata-google-auth-1.8.2.tar.gz", hash = "sha256:547b6c0fbea657dcecd50887c5db8640ebec062a59a2b88e8ff8e53a04818303"},
+    {file = "pydata_google_auth-1.8.2-py2.py3-none-any.whl", hash = "sha256:a9dce59af4a170ea60c4b2ebbc83ee1f74d34255a4f97b2469ae9a4a0dc98e99"},
+]
+
+[package.dependencies]
+google-auth = {version = ">=1.25.0,<3.0dev", markers = "python_version >= \"3.6\""}
+google-auth-oauthlib = {version = ">=0.4.0", markers = "python_version >= \"3.6\""}
+setuptools = "*"
+
 [[package]]
 name = "pydoc-markdown"
 version = "4.8.2"
@@ -10470,4 +10558,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<3.13"
-content-hash = "7dc17a8c8d5bec491bafc20f562fa762047df6ed8c1864c2e21b619d89ce525c"
+content-hash = "629c59d0647be062198089878d95d6eab18c75fd8d840ccd3d3afb39cd245c24"
diff --git a/pyproject.toml b/pyproject.toml
index f0396e29ce..5532e44b28 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -167,7 +167,7 @@ pytest-mock = "^3.14.0"
 types-regex = "^2024.5.15.20240519"
 flake8-print = "^5.0.0"
 mimesis = "^7.0.0"
-ibis-framework = { version = ">=9.0.0", markers = "python_version >= '3.10'", optional = true}
+ibis-framework = { version = ">=9.0.0", markers = "python_version >= '3.10'", optional = true, extras = ["duckdb", "postgres", "bigquery", "snowflake", "mssql", "clickhouse"]}
 
 [tool.poetry.group.sources]
 optional = true

From e450b58f6f9e4e20fce3e6957b1a7602ecab4cb5 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 17:46:16 +0100
Subject: [PATCH 24/30] remove argument of create ibis backend

---
 dlt/common/libs/ibis.py     | 2 +-
 dlt/destinations/dataset.py | 1 -
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/dlt/common/libs/ibis.py b/dlt/common/libs/ibis.py
index 6855e0deb1..ba6f363e66 100644
--- a/dlt/common/libs/ibis.py
+++ b/dlt/common/libs/ibis.py
@@ -30,7 +30,7 @@
 
 
 def create_ibis_backend(
-    destination: TDestinationReferenceArg, dataset_name: str, client: JobClientBase
+    destination: TDestinationReferenceArg, client: JobClientBase
 ) -> BaseBackend:
     """Create a given ibis backend for a destination client and dataset"""
 
diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index b0ab6f7108..f53606cae3 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -244,7 +244,6 @@ def ibis(self) -> IbisBackend:
         self._ensure_client_and_schema()
         return create_ibis_backend(
             self._destination,
-            self._dataset_name,
             self._destination_client(self.schema),
         )
 

From 313caef268309e2908ff6e51e973cc3ec6ee4905 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 18:59:19 +0100
Subject: [PATCH 25/30] extract destination client factories into dataset file

---
 dlt/destinations/dataset.py          | 101 ++++++++++++++++++++++---
 dlt/pipeline/pipeline.py             | 108 +++++++++------------------
 tests/load/pipeline/test_postgres.py |   6 +-
 tests/pipeline/test_pipeline.py      |  17 +++--
 4 files changed, 138 insertions(+), 94 deletions(-)

diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index f53606cae3..84847b546a 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -1,11 +1,15 @@
-from typing import Any, Generator, Optional, Sequence, Union, List, TYPE_CHECKING, cast
+from typing import Any, Generator, Sequence, Union, TYPE_CHECKING, Tuple
+
+from contextlib import contextmanager
+
+from dlt import version
+
 from dlt.common.json import json
-from copy import deepcopy
 
 from dlt.common.normalizers.naming.naming import NamingConvention
 from dlt.common.exceptions import MissingDependencyException
 
-from contextlib import contextmanager
+from dlt.common.destination import AnyDestination
 from dlt.common.destination.reference import (
     SupportsReadableRelation,
     SupportsReadableDataset,
@@ -15,6 +19,9 @@
     JobClientBase,
     WithStateSync,
     DestinationClientDwhConfiguration,
+    DestinationClientStagingConfiguration,
+    DestinationClientConfiguration,
+    DestinationClientDwhWithStagingConfiguration,
 )
 
 from dlt.common.schema.typing import TTableSchemaColumns
@@ -258,7 +265,9 @@ def sql_client(self) -> SqlClientBase[Any]:
         return self._sql_client
 
     def _destination_client(self, schema: Schema) -> JobClientBase:
-        return _get_client_for_destination(self._destination, schema, self._dataset_name)
+        return get_destination_clients(
+            schema, destination=self._destination, destination_dataset_name=self._dataset_name
+        )[0]
 
     def _ensure_client_and_schema(self) -> None:
         """Lazy load schema and client"""
@@ -327,11 +336,79 @@ def dataset(
 
 
 # helpers
-def _get_client_for_destination(
-    destination: TDestinationReferenceArg, schema: Schema, dataset_name: str
-) -> JobClientBase:
-    destination = Destination.from_reference(destination)
-    client_spec = destination.spec()
-    if isinstance(client_spec, DestinationClientDwhConfiguration):
-        client_spec._bind_dataset_name(dataset_name=dataset_name, default_schema_name=schema.name)
-    return destination.client(schema, client_spec)
+def get_destination_client_initial_config(
+    destination: AnyDestination,
+    schema_name: str,
+    dataset_name: str,
+    as_staging: bool = False,
+    use_single_dataset: bool = False,
+) -> DestinationClientConfiguration:
+    client_spec = destination.spec
+
+    # this client supports many schemas and datasets
+    if issubclass(client_spec, DestinationClientDwhConfiguration):
+        if issubclass(client_spec, DestinationClientStagingConfiguration):
+            spec: DestinationClientDwhConfiguration = client_spec(as_staging_destination=as_staging)
+        else:
+            spec = client_spec()
+
+        spec._bind_dataset_name(dataset_name, schema_name if not use_single_dataset else None)
+        return spec
+
+    return client_spec()
+
+
+def get_destination_clients(
+    schema: Schema,
+    destination: AnyDestination = None,
+    destination_dataset_name: str = None,
+    destination_initial_config: DestinationClientConfiguration = None,
+    staging: AnyDestination = None,
+    staging_dataset_name: str = None,
+    staging_initial_config: DestinationClientConfiguration = None,
+    use_single_dataset: bool = False,
+) -> Tuple[JobClientBase, JobClientBase]:
+    destination = Destination.from_reference(destination) if destination else None
+    staging = Destination.from_reference(staging) if staging else None
+    try:
+        # resolve staging config in order to pass it to destination client config
+        staging_client = None
+        if staging:
+            if not staging_initial_config:
+                # this is just initial config - without user configuration injected
+                staging_initial_config = get_destination_client_initial_config(
+                    staging,
+                    dataset_name=staging_dataset_name,
+                    schema_name=schema.name,
+                    as_staging=True,
+                    use_single_dataset=use_single_dataset,
+                )
+            # create the client - that will also resolve the config
+            staging_client = staging.client(schema, staging_initial_config)
+
+        if not destination_initial_config:
+            # config is not provided then get it with injected credentials
+            initial_config = get_destination_client_initial_config(
+                destination,
+                dataset_name=destination_dataset_name,
+                schema_name=schema.name,
+                use_single_dataset=use_single_dataset,
+            )
+
+        # attach the staging client config to destination client config - if its type supports it
+        if (
+            staging_client
+            and isinstance(initial_config, DestinationClientDwhWithStagingConfiguration)
+            and isinstance(staging_client.config, DestinationClientStagingConfiguration)
+        ):
+            initial_config.staging_config = staging_client.config
+        # create instance with initial_config properly set
+        client = destination.client(schema, initial_config)
+        return client, staging_client
+    except ModuleNotFoundError:
+        client_spec = destination.spec()
+        raise MissingDependencyException(
+            f"{client_spec.destination_type} destination",
+            [f"{version.DLT_PKG_NAME}[{client_spec.destination_type}]"],
+            "Dependencies for specific destinations are available as extras of dlt",
+        )
diff --git a/dlt/pipeline/pipeline.py b/dlt/pipeline/pipeline.py
index 037458f9c1..e35e11e7a6 100644
--- a/dlt/pipeline/pipeline.py
+++ b/dlt/pipeline/pipeline.py
@@ -110,7 +110,11 @@
 from dlt.destinations.sql_client import SqlClientBase, WithSqlClient
 from dlt.destinations.fs_client import FSClientBase
 from dlt.destinations.job_client_impl import SqlJobClientBase
-from dlt.destinations.dataset import dataset
+from dlt.destinations.dataset import (
+    dataset,
+    get_destination_client_initial_config,
+    get_destination_clients,
+)
 from dlt.load.configuration import LoaderConfiguration
 from dlt.load import Load
 
@@ -583,7 +587,7 @@ def load(
             return None
 
         # make sure that destination is set and client is importable and can be instantiated
-        client, staging_client = self._get_destination_clients(self.default_schema)
+        client, staging_client = self._get_destination_clients()
 
         # create default loader config and the loader
         load_config = LoaderConfiguration(
@@ -834,7 +838,7 @@ def _sync_destination(
                     if self.default_schema_name is None:
                         should_wipe = True
                     else:
-                        with self._get_destination_clients(self.default_schema)[0] as job_client:
+                        with self._get_destination_clients()[0] as job_client:
                             # and storage is not initialized
                             should_wipe = not job_client.is_storage_initialized()
                     if should_wipe:
@@ -1034,8 +1038,7 @@ def sql_client(self, schema_name: str = None) -> SqlClientBase[Any]:
         #         "Sql Client is not available in a pipeline without a default schema. Extract some data first or restore the pipeline from the destination using 'restore_from_destination' flag. There's also `_inject_schema` method for advanced users."
         #     )
         schema = self._get_schema_or_create(schema_name)
-        client_config = self._get_destination_client_initial_config()
-        client = self._get_destination_clients(schema, client_config)[0]
+        client = self._get_destination_clients(schema)[0]
         if isinstance(client, WithSqlClient):
             return client.sql_client
         else:
@@ -1102,8 +1105,7 @@ def _get_schema_or_create(self, schema_name: str = None) -> Schema:
             return Schema(self.pipeline_name)
 
     def _sql_job_client(self, schema: Schema) -> SqlJobClientBase:
-        client_config = self._get_destination_client_initial_config()
-        client = self._get_destination_clients(schema, client_config)[0]
+        client = self._get_destination_clients(schema)[0]
         if isinstance(client, SqlJobClientBase):
             return client
         else:
@@ -1249,11 +1251,13 @@ def _extract_source(
 
         return load_id
 
-    def _get_destination_client_initial_config(
-        self, destination: AnyDestination = None, as_staging: bool = False
-    ) -> DestinationClientConfiguration:
-        destination = destination or self._destination
-        if not destination:
+    def _get_destination_clients(
+        self,
+        schema: Schema = None,
+        initial_config: DestinationClientConfiguration = None,
+        initial_staging_config: DestinationClientConfiguration = None,
+    ) -> Tuple[JobClientBase, JobClientBase]:
+        if not self._destination:
             raise PipelineConfigMissing(
                 self.pipeline_name,
                 "destination",
@@ -1261,75 +1265,33 @@ def _get_destination_client_initial_config(
                 "Please provide `destination` argument to `pipeline`, `run` or `load` method"
                 " directly or via .dlt config.toml file or environment variable.",
             )
-        client_spec = destination.spec
 
-        # this client supports many schemas and datasets
-        if issubclass(client_spec, DestinationClientDwhConfiguration):
-            if not self.dataset_name and self.dev_mode:
-                logger.warning(
-                    "Dev mode may not work if dataset name is not set. Please set the"
-                    " dataset_name argument in dlt.pipeline or run method"
-                )
-            # set default schema name to load all incoming data to a single dataset, no matter what is the current schema name
-            default_schema_name = (
-                None if self.config.use_single_dataset else self.default_schema_name
-            )
+        schema = schema or self.default_schema
 
-            if issubclass(client_spec, DestinationClientStagingConfiguration):
-                spec: DestinationClientDwhConfiguration = client_spec(
-                    as_staging_destination=as_staging
-                )
-            else:
-                spec = client_spec()
+        destination_client, staging_client = get_destination_clients(
+            schema=schema,
+            destination=self._destination,
+            destination_dataset_name=self.dataset_name,
+            destination_initial_config=initial_config,
+            staging=self._staging,
             # in case of destination that does not need dataset name, we still must
             # provide one to staging
             # TODO: allow for separate staging_dataset_name, that will require to migrate pipeline state
             #   to store it.
-            dataset_name = self.dataset_name
-            if not dataset_name and as_staging:
-                dataset_name = self._make_dataset_name(None, destination)
-            spec._bind_dataset_name(dataset_name, default_schema_name)
-            return spec
+            staging_dataset_name=self.dataset_name
+            or self._make_dataset_name(None, self._destination),
+            staging_initial_config=initial_staging_config,
+            use_single_dataset=self.config.use_single_dataset,
+        )
 
-        return client_spec()
+        if isinstance(destination_client.config, DestinationClientStagingConfiguration):
+            if not self.dataset_name and self.dev_mode:
+                logger.warning(
+                    "Dev mode may not work if dataset name is not set. Please set the"
+                    " dataset_name argument in dlt.pipeline or run method"
+                )
 
-    def _get_destination_clients(
-        self,
-        schema: Schema,
-        initial_config: DestinationClientConfiguration = None,
-        initial_staging_config: DestinationClientConfiguration = None,
-    ) -> Tuple[JobClientBase, JobClientBase]:
-        try:
-            # resolve staging config in order to pass it to destination client config
-            staging_client = None
-            if self._staging:
-                if not initial_staging_config:
-                    # this is just initial config - without user configuration injected
-                    initial_staging_config = self._get_destination_client_initial_config(
-                        self._staging, as_staging=True
-                    )
-                # create the client - that will also resolve the config
-                staging_client = self._staging.client(schema, initial_staging_config)
-            if not initial_config:
-                # config is not provided then get it with injected credentials
-                initial_config = self._get_destination_client_initial_config(self._destination)
-            # attach the staging client config to destination client config - if its type supports it
-            if (
-                self._staging
-                and isinstance(initial_config, DestinationClientDwhWithStagingConfiguration)
-                and isinstance(staging_client.config, DestinationClientStagingConfiguration)
-            ):
-                initial_config.staging_config = staging_client.config
-            # create instance with initial_config properly set
-            client = self._destination.client(schema, initial_config)
-            return client, staging_client
-        except ModuleNotFoundError:
-            client_spec = self._destination.spec()
-            raise MissingDependencyException(
-                f"{client_spec.destination_type} destination",
-                [f"{version.DLT_PKG_NAME}[{client_spec.destination_type}]"],
-                "Dependencies for specific destinations are available as extras of dlt",
-            )
+        return destination_client, staging_client
 
     def _get_destination_capabilities(self) -> DestinationCapabilitiesContext:
         if not self._destination:
diff --git a/tests/load/pipeline/test_postgres.py b/tests/load/pipeline/test_postgres.py
index c8dc0e10cc..29ad21941e 100644
--- a/tests/load/pipeline/test_postgres.py
+++ b/tests/load/pipeline/test_postgres.py
@@ -76,7 +76,7 @@ def test_pipeline_explicit_destination_credentials(
             credentials="postgresql://loader:loader@localhost:7777/dlt_data",
         ),
     )
-    c = p._get_destination_clients(Schema("s"), p._get_destination_client_initial_config())[0]
+    c = p._get_destination_clients(Schema("s"))[0]
     assert c.config.credentials.port == 7777  # type: ignore[attr-defined]
 
     # TODO: may want to clear the env completely and ignore/mock config files somehow to avoid side effects
@@ -89,7 +89,7 @@ def test_pipeline_explicit_destination_credentials(
             credentials="postgresql://loader:loader@localhost:5432/dlt_data",
         ),
     )
-    c = p._get_destination_clients(Schema("s"), p._get_destination_client_initial_config())[0]
+    c = p._get_destination_clients(Schema("s"))[0]
     assert c.config.credentials.host == "localhost"  # type: ignore[attr-defined]
 
     # explicit partial credentials will use config providers
@@ -102,7 +102,7 @@ def test_pipeline_explicit_destination_credentials(
             credentials="postgresql://localhost:5432/dlt_data",
         ),
     )
-    c = p._get_destination_clients(Schema("s"), p._get_destination_client_initial_config())[0]
+    c = p._get_destination_clients(Schema("s"))[0]
     assert c.config.credentials.username == "UN"  # type: ignore[attr-defined]
     # host is taken form explicit credentials
     assert c.config.credentials.host == "localhost"  # type: ignore[attr-defined]
diff --git a/tests/pipeline/test_pipeline.py b/tests/pipeline/test_pipeline.py
index 38ba3713bb..73d7db8ad7 100644
--- a/tests/pipeline/test_pipeline.py
+++ b/tests/pipeline/test_pipeline.py
@@ -64,6 +64,8 @@
     many_delayed,
 )
 
+from dlt.destinations.dataset import get_destination_client_initial_config
+
 DUMMY_COMPLETE = dummy(completed_prob=1)  # factory set up to complete jobs
 
 
@@ -422,11 +424,10 @@ def test_destination_staging_config(environment: Any) -> None:
     )
     schema = Schema("foo")
     p._inject_schema(schema)
-    initial_config = p._get_destination_client_initial_config(p.staging, as_staging=True)
-    staging_config = fs_dest.configuration(initial_config)  # type: ignore[arg-type]
 
-    # Ensure that as_staging flag is set in the final resolved conifg
-    assert staging_config.as_staging_destination is True
+    _, staging_client = p._get_destination_clients()
+
+    assert staging_client.config.as_staging_destination is True  # type: ignore
 
 
 def test_destination_factory_defaults_resolve_from_config(environment: Any) -> None:
@@ -450,7 +451,9 @@ def test_destination_credentials_in_factory(environment: Any) -> None:
 
     p = dlt.pipeline(pipeline_name="dummy_pipeline", destination=redshift_dest)
 
-    initial_config = p._get_destination_client_initial_config(p.destination)
+    initial_config = get_destination_client_initial_config(
+        p.destination, "some_schema_name", p.dataset_name
+    )
     dest_config = redshift_dest.configuration(initial_config)  # type: ignore[arg-type]
     # Explicit factory arg supersedes config
     assert dest_config.credentials.database == "other_db"
@@ -458,7 +461,9 @@ def test_destination_credentials_in_factory(environment: Any) -> None:
     redshift_dest = redshift()
     p = dlt.pipeline(pipeline_name="dummy_pipeline", destination=redshift_dest)
 
-    initial_config = p._get_destination_client_initial_config(p.destination)
+    initial_config = get_destination_client_initial_config(
+        p.destination, "some_schema_name", p.dataset_name
+    )
     dest_config = redshift_dest.configuration(initial_config)  # type: ignore[arg-type]
     assert dest_config.credentials.database == "some_db"
 

From f93a5152c288ff82ed612d461c7553d455d78979 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 19:06:56 +0100
Subject: [PATCH 26/30] fix partial loading example

---
 docs/examples/partial_loading/partial_loading.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/docs/examples/partial_loading/partial_loading.py b/docs/examples/partial_loading/partial_loading.py
index 1d73a2aec0..60485e0a7e 100644
--- a/docs/examples/partial_loading/partial_loading.py
+++ b/docs/examples/partial_loading/partial_loading.py
@@ -104,9 +104,7 @@ def delete_old_backfills(load_info: LoadInfo, p: dlt.Pipeline, table_name: str)
     pattern = re.compile(rf"{load_id}")  # Compile regex pattern for the current load ID
 
     # Initialize the filesystem client
-    fs_client: FilesystemClient = p.destination.client(  # type: ignore
-        p.default_schema, initial_config=p._get_destination_client_initial_config(p.destination)
-    )
+    fs_client: FilesystemClient = p._get_destination_clients()[0]  # type: ignore
 
     # Construct the table directory path
     table_dir = os.path.join(fs_client.dataset_path, table_name)

From 71a404cbd11c758ba13d31b77614db062e42d21d Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Tue, 12 Nov 2024 19:38:27 +0100
Subject: [PATCH 27/30] fix setting of default schema name in destination
 config

---
 dlt/common/destination/reference.py |  1 -
 dlt/destinations/dataset.py         | 15 +++++++--------
 dlt/pipeline/pipeline.py            |  9 ++++-----
 3 files changed, 11 insertions(+), 14 deletions(-)

diff --git a/dlt/common/destination/reference.py b/dlt/common/destination/reference.py
index 032061492c..86cd838d4e 100644
--- a/dlt/common/destination/reference.py
+++ b/dlt/common/destination/reference.py
@@ -295,7 +295,6 @@ def _make_dataset_name(self, schema_name: str) -> str:
         # if default schema is None then suffix is not added
         if self.default_schema_name is not None and schema_name != self.default_schema_name:
             return (self.dataset_name or "") + "_" + schema_name
-
         return self.dataset_name
 
 
diff --git a/dlt/destinations/dataset.py b/dlt/destinations/dataset.py
index 84847b546a..449969faf0 100644
--- a/dlt/destinations/dataset.py
+++ b/dlt/destinations/dataset.py
@@ -338,10 +338,9 @@ def dataset(
 # helpers
 def get_destination_client_initial_config(
     destination: AnyDestination,
-    schema_name: str,
+    default_schema_name: str,
     dataset_name: str,
     as_staging: bool = False,
-    use_single_dataset: bool = False,
 ) -> DestinationClientConfiguration:
     client_spec = destination.spec
 
@@ -352,7 +351,7 @@ def get_destination_client_initial_config(
         else:
             spec = client_spec()
 
-        spec._bind_dataset_name(dataset_name, schema_name if not use_single_dataset else None)
+        spec._bind_dataset_name(dataset_name, default_schema_name)
         return spec
 
     return client_spec()
@@ -366,10 +365,12 @@ def get_destination_clients(
     staging: AnyDestination = None,
     staging_dataset_name: str = None,
     staging_initial_config: DestinationClientConfiguration = None,
-    use_single_dataset: bool = False,
+    # pipeline specific settings
+    default_schema_name: str = None,
 ) -> Tuple[JobClientBase, JobClientBase]:
     destination = Destination.from_reference(destination) if destination else None
     staging = Destination.from_reference(staging) if staging else None
+
     try:
         # resolve staging config in order to pass it to destination client config
         staging_client = None
@@ -379,9 +380,8 @@ def get_destination_clients(
                 staging_initial_config = get_destination_client_initial_config(
                     staging,
                     dataset_name=staging_dataset_name,
-                    schema_name=schema.name,
+                    default_schema_name=default_schema_name,
                     as_staging=True,
-                    use_single_dataset=use_single_dataset,
                 )
             # create the client - that will also resolve the config
             staging_client = staging.client(schema, staging_initial_config)
@@ -391,8 +391,7 @@ def get_destination_clients(
             initial_config = get_destination_client_initial_config(
                 destination,
                 dataset_name=destination_dataset_name,
-                schema_name=schema.name,
-                use_single_dataset=use_single_dataset,
+                default_schema_name=default_schema_name,
             )
 
         # attach the staging client config to destination client config - if its type supports it
diff --git a/dlt/pipeline/pipeline.py b/dlt/pipeline/pipeline.py
index e35e11e7a6..4b8f93f144 100644
--- a/dlt/pipeline/pipeline.py
+++ b/dlt/pipeline/pipeline.py
@@ -112,7 +112,6 @@
 from dlt.destinations.job_client_impl import SqlJobClientBase
 from dlt.destinations.dataset import (
     dataset,
-    get_destination_client_initial_config,
     get_destination_clients,
 )
 from dlt.load.configuration import LoaderConfiguration
@@ -1266,10 +1265,11 @@ def _get_destination_clients(
                 " directly or via .dlt config.toml file or environment variable.",
             )
 
-        schema = schema or self.default_schema
-
         destination_client, staging_client = get_destination_clients(
-            schema=schema,
+            schema=schema or self.default_schema,
+            default_schema_name=(
+                self.default_schema_name if not self.config.use_single_dataset else None
+            ),
             destination=self._destination,
             destination_dataset_name=self.dataset_name,
             destination_initial_config=initial_config,
@@ -1281,7 +1281,6 @@ def _get_destination_clients(
             staging_dataset_name=self.dataset_name
             or self._make_dataset_name(None, self._destination),
             staging_initial_config=initial_staging_config,
-            use_single_dataset=self.config.use_single_dataset,
         )
 
         if isinstance(destination_client.config, DestinationClientStagingConfiguration):

From 20b4dae3a51fe832688031dd9a4ca8b7da8b4e1a Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Wed, 13 Nov 2024 11:36:32 +0100
Subject: [PATCH 28/30] fix default dataset for staging destination

---
 dlt/pipeline/pipeline.py        | 3 +--
 tests/pipeline/test_pipeline.py | 2 +-
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/dlt/pipeline/pipeline.py b/dlt/pipeline/pipeline.py
index 4b8f93f144..09eb03daef 100644
--- a/dlt/pipeline/pipeline.py
+++ b/dlt/pipeline/pipeline.py
@@ -1278,8 +1278,7 @@ def _get_destination_clients(
             # provide one to staging
             # TODO: allow for separate staging_dataset_name, that will require to migrate pipeline state
             #   to store it.
-            staging_dataset_name=self.dataset_name
-            or self._make_dataset_name(None, self._destination),
+            staging_dataset_name=self.dataset_name or self._make_dataset_name(None, self._staging),
             staging_initial_config=initial_staging_config,
         )
 
diff --git a/tests/pipeline/test_pipeline.py b/tests/pipeline/test_pipeline.py
index 73d7db8ad7..3832bad81a 100644
--- a/tests/pipeline/test_pipeline.py
+++ b/tests/pipeline/test_pipeline.py
@@ -419,7 +419,7 @@ def test_destination_staging_config(environment: Any) -> None:
     fs_dest = filesystem("file:///testing-bucket")
     p = dlt.pipeline(
         pipeline_name="staging_pipeline",
-        destination=redshift(credentials="redshift://loader:loader@localhost:5432/dlt_data"),
+        destination=dummy(),
         staging=fs_dest,
     )
     schema = Schema("foo")

From cf954cada8a164d7cace7c85951d3d6e62f41f21 Mon Sep 17 00:00:00 2001
From: dave <shrps@posteo.net>
Date: Mon, 18 Nov 2024 11:14:38 +0100
Subject: [PATCH 29/30] post rebase lockfile update

---
 poetry.lock | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 20fcfe0267..61dd5f68ca 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2503,17 +2503,17 @@ files = [
 
 [[package]]
 name = "deltalake"
-version = "0.19.1"
+version = "0.21.0"
 description = "Native Delta Lake Python binding based on delta-rs with Pandas integration"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "deltalake-0.19.1-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:ddaaaa9c85a17791c3997cf320ac11dc1725d16cf4b6f0ff1b130853e7b56cd0"},
-    {file = "deltalake-0.19.1-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:e0184d5a3f0d4f4f1fb992c3bdc8736329b78b6a4faf1a278109ec35d9945c1d"},
-    {file = "deltalake-0.19.1-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ec9d117fcf6c198f3d554be2f3a6291ca3838530650db236741ff48d4d47abb4"},
-    {file = "deltalake-0.19.1-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:447ef721319ed15f7b5f6da507efd5fed0e6172e5ae55ac044d5b8fc9b812e47"},
-    {file = "deltalake-0.19.1-cp38-abi3-win_amd64.whl", hash = "sha256:b15bc343a9f8f3de80fbedcebd5d9472b539eb0f538a71739c7fcf699089127e"},
-    {file = "deltalake-0.19.1.tar.gz", hash = "sha256:5e09fabb221fb81e989c283c16278eaffb6e85706d98364abcda5c0c6ca73598"},
+    {file = "deltalake-0.21.0-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:4b4a352da534a173d837906357c808cd36dd216974b9df2c3998acb98d04954a"},
+    {file = "deltalake-0.21.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:2e7762af03fed0a67ce8f89b6b75356a74e485f52923c73a5c850c6c574d3481"},
+    {file = "deltalake-0.21.0-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:02870db9dfe4694034fb209cb4822f85ba1a11885e353e11fd0dfb51b0af67d2"},
+    {file = "deltalake-0.21.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:92ccd486243dbe17c45a6ca06b108351dfd07708d34e75405fcb13033c63d176"},
+    {file = "deltalake-0.21.0-cp38-abi3-win_amd64.whl", hash = "sha256:dc84334a0f8df1f4f5c6ca9aaffbeffb896f43de6744d0c77c306ca8ba27041b"},
+    {file = "deltalake-0.21.0.tar.gz", hash = "sha256:88f92cede44b2737431dbf86d43ed3b3c8cb73db56e99138aea1a6d93e9c6821"},
 ]
 
 [package.dependencies]
@@ -10558,4 +10558,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<3.13"
-content-hash = "629c59d0647be062198089878d95d6eab18c75fd8d840ccd3d3afb39cd245c24"
+content-hash = "749c79ead9b1a800cbe5d9c93650e2ede7e9bcb240d07ff2d1787d032a0f2fa6"

From 7f767b8ee98dc888f1beee5d890633c884951a39 Mon Sep 17 00:00:00 2001
From: Dave <shrps@posteo.net>
Date: Tue, 19 Nov 2024 17:28:16 +0100
Subject: [PATCH 30/30] always set azure transport connection

---
 dlt/destinations/impl/filesystem/sql_client.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/dlt/destinations/impl/filesystem/sql_client.py b/dlt/destinations/impl/filesystem/sql_client.py
index 883ee61e55..d03a00b418 100644
--- a/dlt/destinations/impl/filesystem/sql_client.py
+++ b/dlt/destinations/impl/filesystem/sql_client.py
@@ -178,11 +178,6 @@ def create_authentication(self, persistent: bool = False, secret_name: str = Non
         elif self.fs_client.config.protocol == "memory":
             self._conn.register_filesystem(self.fs_client.fs_client)
 
-        # the line below solves problems with certificate path lookup on linux
-        # see duckdb docs
-        if self.fs_client.config.protocol in ["az", "abfss"]:
-            self._conn.sql("SET azure_transport_option_type = 'curl';")
-
     def open_connection(self) -> duckdb.DuckDBPyConnection:
         # we keep the in memory instance around, so if this prop is set, return it
         first_connection = self.credentials.has_open_connection
@@ -195,6 +190,11 @@ def open_connection(self) -> duckdb.DuckDBPyConnection:
             self._conn.sql(f"USE {self.fully_qualified_dataset_name()}")
             self.create_authentication()
 
+        # the line below solves problems with certificate path lookup on linux
+        # see duckdb docs
+        if self.fs_client.config.protocol in ["az", "abfss"]:
+            self._conn.sql("SET azure_transport_option_type = 'curl';")
+
         return self._conn
 
     def create_views_for_all_tables(self) -> None: