demo of delta lake with forked io manager

apps/other/requirements.txt

@@ -11,6 +11,8 @@ anyio==4.9.0
     #   gql
     #   starlette
     #   watchfiles
+arro3-core==0.5.1
+    # via deltalake
 asttokens==3.0.0
     # via icecream
 backoff==2.2.1
@@ -51,6 +53,7 @@ dagster==1.11.3
     # via
     #   dev (pyproject.toml)
     #   dagster-aws
+    #   dagster-delta
     #   dagster-docker
     #   dagster-duckdb
     #   dagster-duckdb-pandas
@@ -60,6 +63,8 @@ dagster==1.11.3
     #   dagster-webserver
 dagster-aws==0.27.3
     # via dev (pyproject.toml)
+dagster-delta @ git+https://github.com/ASML-Labs/dagster-delta.git@d28de7a7c13b7071f42231234eb9231269c7c1bf#subdirectory=libraries/dagster-delta
+    # via dev (pyproject.toml)
 dagster-docker==0.27.3
     # via dev (pyproject.toml)
 dagster-duckdb==0.27.3
@@ -82,6 +87,10 @@ dagster-shared==1.11.3
     # via dagster
 dagster-webserver==1.11.3
     # via dagit
+deltalake==1.1.3
+    # via dagster-delta
+deprecated==1.2.18
+    # via deltalake
 dnspython==2.7.0
     # via email-validator
 docker==7.1.0
@@ -195,6 +204,8 @@ patito==0.8.3
     # via
     #   dev (pyproject.toml)
     #   dagster-polars
+pendulum==3.1.0
+    # via dagster-delta
 pillow==11.3.0
     # via matplotlib
 polars==1.31.0
@@ -237,6 +248,7 @@ python-dateutil==2.9.0.post0
     #   graphene
     #   matplotlib
     #   pandas
+    #   pendulum
 python-dotenv==1.1.1
     # via
     #   dagster
@@ -310,6 +322,7 @@ typing-extensions==4.14.1
     # via
     #   alembic
     #   anyio
+    #   arro3-core
     #   beautifulsoup4
     #   dagster-polars
     #   dagster-shared
@@ -325,7 +338,9 @@ typing-inspection==0.4.1
     #   pydantic
     #   pydantic-settings
 tzdata==2025.2
-    # via pandas
+    # via
+    #   pandas
+    #   pendulum
 universal-pathlib==0.2.6
     # via
     #   dagster
@@ -345,6 +360,8 @@ watchfiles==1.1.0
     # via uvicorn
 websockets==15.0.1
     # via uvicorn
+wrapt==1.17.2
+    # via deprecated
 xlsxwriter==3.2.5
     # via dev (pyproject.toml)
 yarl==1.20.1

apps/other/src/assets.py

@@ -2,11 +2,15 @@ import sys
 from functools import partial
 from logging import getLogger
 
+import pandas as pd
+import pyarrow as pa
 from config import APP
 
 import dagster as dg
 
-asset = partial(dg.asset, key_prefix=APP)
+TAGS = {"app": APP}
+
+asset = partial(dg.asset, key_prefix=APP, tags=TAGS)
 
 
 @asset()
@@ -18,3 +22,27 @@ def logging(context):
     sys.__stderr__.write("This goes to stderr!\n")
 
     getLogger("mylogger").info("This is an info message from mylogger")
+
+
+@asset(io_manager_key="delta_io_manager")
+def iris_dataset() -> pa.Table:
+    df = pd.read_csv(
+        "https://docs.dagster.io/assets/iris.csv",
+        names=[
+            "sepal_length_cm",
+            "sepal_width_cm",
+            "petal_length_cm",
+            "petal_width_cm",
+            "species",
+        ],
+    )
+    return pa.Table.from_pandas(df)
+
+
+@asset(
+    io_manager_key="delta_io_manager", ins={"table": dg.AssetIn(key=iris_dataset.key)}
+)
+def iris_cleaned(table: pa.Table) -> pa.Table:
+    df = table.to_pandas()
+    result_df = df.dropna().drop_duplicates()
+    return pa.Table.from_pandas(result_df)

apps/other/src/definitions.py

@@ -1,4 +1,5 @@
 import assets
+from dagster_delta import DeltaLakePyarrowIOManager, LocalConfig, WriteMode
 from dagster_polars import PolarsParquetIOManager
 from icecream import install
 from shared.config import APP, STORAGE_DIR
@@ -11,11 +12,16 @@ definitions = dg.Definitions(
     assets=[
         asset.with_attributes(
             group_names_by_key={asset.key: APP},
-            tags_by_key={asset.key: {"app": APP}},
         )
         for asset in dg.load_assets_from_modules([assets])
     ],
     resources={
-        "polars_parquet_io_manager": PolarsParquetIOManager(base_dir=STORAGE_DIR)
+        "polars_parquet_io_manager": PolarsParquetIOManager(base_dir=STORAGE_DIR),
+        "delta_io_manager": DeltaLakePyarrowIOManager(
+            root_uri=STORAGE_DIR,
+            storage_options=LocalConfig(),
+            mode=WriteMode.overwrite,
+            parquet_read_options={"coerce_int96_timestamp_unit": "us"},
+        ),
     },
 )