diff --git a/experimental/dm/marimo_stuff/distribution_dashboard.py b/experimental/dm/marimo_stuff/distribution_dashboard.py
new file mode 100644
index 0000000000..903e643a6d
--- /dev/null
+++ b/experimental/dm/marimo_stuff/distribution_dashboard.py
@@ -0,0 +1,128 @@
+import marimo
+
+__generated_with = "0.17.7"
+app = marimo.App(width="medium")
+
+with app.setup(hide_code=True):
+    import marimo as mo
+    import pandas as pd
+
+    from dcpy.connectors.edm.bytes import BytesConnector
+    from dcpy.connectors.edm.open_data_nyc import OpenDataConnector
+    from dcpy.lifecycle import product_metadata
+    from dcpy.lifecycle.scripts import version_compare
+
+
+@app.cell
+def _():
+    versions = version_compare.run()
+    return (versions,)
+
+
+@app.cell
+def _(versions):
+    versions
+    return
+
+
+@app.cell(hide_code=True)
+def _():
+    mo.md(r"""
+    ## Distribution Dashboard
+
+    This notebook is for comparing the versions of datasets on Bytes and Open Data to inform distribution of data updates.
+    """)
+    return
+
+
+@app.cell(hide_code=True)
+def _():
+    mo.md(r"""
+    /// details | Environemnt variable details
+        type: warn
+
+    Some environemnt variables must be set before running this notebook:
+    - `PRODUCT_METADATA_REPO_PATH`
+    - `SOCRATA_USER`
+    - `SOCRATA_PASSWORD`
+    """)
+    return
+
+
+@app.cell
+def _():
+    # all_latest_bytes_versions = BytesConnector().fetch_all_latest_versions_df()
+    return
+
+
+@app.cell
+def _():
+    # all_latest_bytes_versions
+    return
+
+
+@app.cell
+def _():
+    data_engineering_datasets = [
+        {
+            "base_key": "zap.bbls",
+            "open_data_destination_id": "socrata",
+        },
+        {
+            "base_key": "zap.projects",
+            "open_data_destination_id": "socrata",
+        },
+        {
+            "base_key": "ztl.ztl",
+            "open_data_destination_id": "socrata",
+        },
+    ]
+    return (data_engineering_datasets,)
+
+
+@app.function
+def open_data_url(key: str):
+    product, dataset, destination_id = key.split(".")
+    metadata = product_metadata.load(version="dummy")
+    four_four = (
+        metadata.product(product)
+        .dataset(dataset)
+        .get_destination(destination_id)
+        .custom.get("four_four")
+    )
+    return f"https://data.cityofnewyork.us/d/{four_four}"
+
+
+@app.cell
+def _(data_engineering_datasets):
+    def check_versions(datasets: list[dict]) -> pd.DataFrame:
+        for dataset in data_engineering_datasets:
+            open_data_key = ".".join(
+                [dataset["base_key"], dataset["open_data_destination_id"]]
+            )
+            url = open_data_url(open_data_key)
+            print(dataset["base_key"])
+            print(BytesConnector().get_latest_version(dataset["base_key"]))
+            print(OpenDataConnector().list_versions(open_data_key))
+            print(url)
+            print("-----")
+    return (check_versions,)
+
+
+@app.cell
+def _(check_versions, data_engineering_datasets):
+    check_versions(data_engineering_datasets)
+    return
+
+
+@app.cell
+def _():
+    colp_open_data_version = OpenDataConnector().list_versions(
+        key="colp.colp.socrata"
+    )
+    colp_open_data_version
+    return
+
+
+if __name__ == "__main__":
+    app.run()
diff --git a/experimental/dm/marimo_stuff/requirements.in b/experimental/dm/marimo_stuff/requirements.in
index 582ea3b3cc..2f3b646e9e 100644
--- a/experimental/dm/marimo_stuff/requirements.in
+++ b/experimental/dm/marimo_stuff/requirements.in
@@ -1,2 +1,3 @@
 leafmap[duckdb]
 marimo[recommended]
+dcpy @ git+https://github.com/NYCPlanning/data-engineering
diff --git a/experimental/dm/marimo_stuff/requirements.txt b/experimental/dm/marimo_stuff/requirements.txt
index e9aae41ebb..835361f7cd 100644
--- a/experimental/dm/marimo_stuff/requirements.txt
+++ b/experimental/dm/marimo_stuff/requirements.txt
@@ -2,7 +2,7 @@
 #    uv pip compile requirements.in -o requirements.txt
 aiohappyeyeballs==2.6.1
     # via aiohttp
-aiohttp==3.13.1
+aiohttp==3.13.2
     # via jupyter-server-proxy
 aiosignal==1.4.0
     # via aiohttp
@@ -12,6 +12,7 @@ annotated-types==0.7.0
     # via pydantic
 anyio==4.11.0
     # via
+    #   google-genai
     #   httpx
     #   jupyter-server
     #   openai
@@ -31,16 +32,37 @@ attrs==25.4.0
     #   aiohttp
     #   jsonschema
     #   referencing
+azure-core==1.36.0
+    # via
+    #   azure-storage-blob
+    #   azure-storage-file-datalake
+azure-storage-blob==12.27.1
+    # via
+    #   azure-storage-file-datalake
+    #   cloudpathlib
+azure-storage-file-datalake==12.22.0
+    # via cloudpathlib
 backoff==2.2.1
     # via posthog
+bcrypt==5.0.0
+    # via paramiko
 beautifulsoup4==4.14.2
     # via
+    #   dcpy
     #   gdown
     #   nbconvert
-bleach==6.2.0
+bleach==6.3.0
     # via nbconvert
 blinker==1.9.0
     # via flask
+boto3==1.40.67
+    # via
+    #   cloudpathlib
+    #   dcpy
+botocore==1.40.67
+    # via
+    #   boto3
+    #   s3transfer
 bqplot==0.12.45
     # via leafmap
 branca==0.8.2
@@ -48,6 +70,8 @@ branca==0.8.2
     #   folium
     #   ipyleaflet
     #   maplibre
+cachetools==6.2.1
+    # via google-auth
 certifi==2025.10.5
     # via
     #   httpcore
@@ -56,21 +80,33 @@ certifi==2025.10.5
     #   pyproj
     #   requests
 cffi==2.0.0
-    # via argon2-cffi-bindings
+    # via
+    #   argon2-cffi-bindings
+    #   cryptography
+    #   pynacl
 charset-normalizer==3.4.4
     # via requests
 click==8.3.0
     # via
     #   flask
     #   marimo
+    #   typer
     #   uvicorn
     #   whitebox
+cloudpathlib==0.23.0
+    # via dcpy
 comm==0.2.3
     # via ipywidgets
 contourpy==1.3.3
     # via matplotlib
+cryptography==46.0.3
+    # via
+    #   azure-storage-blob
+    #   paramiko
 cycler==0.12.1
     # via matplotlib
+dcpy @ git+https://github.com/NYCPlanning/data-engineering@e0766e70a5c4563d6ee17c5ba2ba7024a0cdefa8
+    # via -r requirements.in
 decorator==5.2.1
     # via ipython
 defusedxml==0.7.1
@@ -79,19 +115,26 @@ distro==1.9.0
     # via
     #   openai
     #   posthog
-docutils==0.22.2
+docutils==0.22.3
     # via marimo
 duckdb==1.4.1
     # via
+    #   dcpy
     #   duckdb-engine
     #   leafmap
     #   marimo
 duckdb-engine==0.17.0
     # via leafmap
+et-xmlfile==2.0.0
+    # via openpyxl
 eval-type-backport==0.2.2
     # via maplibre
+execnet==2.1.1
+    # via pytest-xdist
 executing==2.2.1
     # via stack-data
+faker==37.12.0
+    # via dcpy
 fastjsonschema==2.21.2
     # via nbformat
 filelock==3.20.0
@@ -114,10 +157,38 @@ frozenlist==1.8.0
     #   aiosignal
 gdown==5.2.0
     # via leafmap
+geoalchemy2==0.18.0
+    # via dcpy
 geojson==3.2.0
     # via leafmap
 geopandas==1.1.1
-    # via leafmap
+    # via
+    #   dcpy
+    #   leafmap
+google-api-core==2.28.1
+    # via
+    #   google-cloud-core
+    #   google-cloud-storage
+google-auth==2.43.0
+    # via
+    #   google-api-core
+    #   google-cloud-core
+    #   google-cloud-storage
+    #   google-genai
+google-cloud-core==2.5.0
+    # via google-cloud-storage
+google-cloud-storage==3.5.0
+    # via cloudpathlib
+google-crc32c==1.7.1
+    # via
+    #   google-cloud-storage
+    #   google-resumable-media
+google-genai==1.49.0
+    # via marimo
+google-resumable-media==2.7.2
+    # via google-cloud-storage
+googleapis-common-protos==1.71.0
+    # via google-api-core
 greenlet==3.2.4
     # via sqlalchemy
 h11==0.16.0
@@ -127,7 +198,9 @@ h11==0.16.0
 httpcore==1.0.9
     # via httpx
 httpx==0.28.1
-    # via openai
+    # via
+    #   google-genai
+    #   openai
 idna==3.11
     # via
     #   anyio
@@ -135,6 +208,12 @@ idna==3.11
     #   jsonschema
     #   requests
     #   yarl
+ijson==3.4.0.post0
+    # via dcpy
+iniconfig==2.3.0
+    # via pytest
+invoke==2.2.1
+    # via paramiko
 ipyevents==2.0.4
     # via leafmap
 ipyfilechooser==0.6.0
@@ -143,7 +222,7 @@ ipyfilechooser==0.6.0
     #   whiteboxgui
 ipyleaflet==0.20.0
     # via leafmap
-ipython==9.6.0
+ipython==9.7.0
     # via ipywidgets
 ipython-genutils==0.2.0
     # via jupysql
@@ -155,7 +234,7 @@ ipyvue==1.11.3
     # via ipyvuetify
 ipyvuetify==1.11.3
     # via leafmap
-ipywidgets==8.1.7
+ipywidgets==8.1.8
     # via
     #   anywidget
     #   bqplot
@@ -166,6 +245,10 @@ ipywidgets==8.1.7
     #   ipyvue
     #   leafmap
     #   whiteboxgui
+isodate==0.7.2
+    # via
+    #   azure-storage-blob
+    #   azure-storage-file-datalake
 isoduration==20.11.0
     # via jsonschema
 itsdangerous==2.2.0
@@ -180,6 +263,7 @@ jinja2==3.1.6
     # via
     #   altair
     #   branca
+    #   dcpy
     #   flask
     #   folium
     #   jupysql
@@ -188,6 +272,10 @@ jinja2==3.1.6
     #   nbconvert
 jiter==0.11.1
     # via openai
+jmespath==1.0.1
+    # via
+    #   boto3
+    #   botocore
 jsonpointer==3.0.0
     # via jsonschema
 jsonschema==4.25.1
@@ -225,24 +313,30 @@ jupyter-server-terminals==0.5.3
     # via jupyter-server
 jupyterlab-pygments==0.3.0
     # via nbconvert
-jupyterlab-widgets==3.0.15
+jupyterlab-widgets==3.0.16
     # via ipywidgets
 kiwisolver==1.4.9
     # via matplotlib
-lark==1.3.0
+lark==1.3.1
     # via rfc3987-syntax
-leafmap==0.55.0
-    # via -r requirements.in
+leafmap==0.57.1
+    # via
+    #   -r requirements.in
+    #   dcpy
 loro==1.8.2
     # via marimo
+lxml==6.0.2
+    # via dcpy
 maplibre==0.3.5
     # via leafmap
-marimo==0.17.0
+marimo==0.17.7
     # via -r requirements.in
-markdown==3.9
+markdown==3.10
     # via
     #   marimo
     #   pymdown-extensions
+markdown-it-py==4.0.0
+    # via rich
 markupsafe==3.0.3
     # via
     #   flask
@@ -253,6 +347,8 @@ matplotlib==3.10.7
     # via leafmap
 matplotlib-inline==0.2.1
     # via ipython
+mdurl==0.1.2
+    # via markdown-it-py
 mistune==3.1.4
     # via nbconvert
 msgspec-m==0.19.2
@@ -261,7 +357,7 @@ multidict==6.7.0
     # via
     #   aiohttp
     #   yarl
-narwhals==2.9.0
+narwhals==2.10.2
     # via
     #   altair
     #   marimo
@@ -287,12 +383,15 @@ numpy==2.3.4
     #   pandas
     #   pyogrio
     #   shapely
-openai==2.6.0
+openai==2.7.1
     # via marimo
+openpyxl==3.1.5
+    # via dcpy
 packaging==25.0
     # via
     #   altair
     #   duckdb-engine
+    #   geoalchemy2
     #   geopandas
     #   jupyter-events
     #   jupyter-server
@@ -301,13 +400,17 @@ packaging==25.0
     #   nbconvert
     #   plotly
     #   pyogrio
+    #   pytest
 pandas==2.3.3
     # via
     #   bqplot
+    #   dcpy
     #   geopandas
     #   leafmap
 pandocfilters==1.5.1
     # via nbconvert
+paramiko==4.0.0
+    # via dcpy
 parso==0.8.5
     # via jedi
 pexpect==4.9.0
@@ -320,16 +423,20 @@ ploomber-core==0.2.27
     # via
     #   jupysql
     #   jupysql-plugin
-plotly==6.3.1
+plotly==6.4.0
     # via leafmap
-polars==1.34.0
+pluggy==1.6.0
+    # via pytest
+polars==1.35.1
     # via marimo
-polars-runtime-32==1.34.0
+polars-runtime-32==1.35.1
     # via polars
-posthog==6.7.9
+posthog==6.9.0
     # via ploomber-core
 prettytable==3.16.0
     # via jupysql
+probableparsing==0.0.1
+    # via usaddress
 prometheus-client==0.23.1
     # via jupyter-server
 prompt-toolkit==3.0.52
@@ -338,8 +445,17 @@ propcache==0.4.1
     # via
     #   aiohttp
     #   yarl
-psutil==7.1.1
+proto-plus==1.26.1
+    # via google-api-core
+protobuf==6.33.0
+    # via
+    #   google-api-core
+    #   googleapis-common-protos
+    #   proto-plus
+psutil==7.1.3
     # via marimo
+psycopg2-binary==2.9.11
+    # via dcpy
 psygnal==0.15.0
     # via anywidget
 ptyprocess==0.7.0
@@ -348,26 +464,47 @@ ptyprocess==0.7.0
     #   terminado
 pure-eval==0.2.3
     # via stack-data
-pyarrow==21.0.0
-    # via polars
+pyarrow==22.0.0
+    # via
+    #   dcpy
+    #   polars
+pyasn1==0.6.1
+    # via
+    #   pyasn1-modules
+    #   rsa
+pyasn1-modules==0.4.2
+    # via google-auth
 pycparser==2.23
     # via cffi
-pydantic==2.12.3
+pydantic==2.12.4
     # via
+    #   dcpy
+    #   google-genai
     #   maplibre
     #   openai
-pydantic-core==2.41.4
-    # via pydantic
+    #   pydantic-xml
+pydantic-core==2.41.5
+    # via
+    #   pydantic
+    #   pydantic-xml
+pydantic-xml==2.18.0
+    # via dcpy
 pygments==2.19.2
     # via
     #   ipython
     #   ipython-pygments-lexers
     #   marimo
     #   nbconvert
+    #   pytest
+    #   rich
 pymdown-extensions==10.16.1
     # via marimo
+pynacl==1.6.0
+    # via paramiko
 pyogrio==0.11.1
-    # via geopandas
+    # via
+    #   dcpy
+    #   geopandas
 pyparsing==3.2.5
     # via matplotlib
 pyproj==3.7.2
@@ -378,23 +515,36 @@ pystac==1.14.1
     # via pystac-client
 pystac-client==0.9.0
     # via leafmap
+pytest==8.4.2
+    # via pytest-xdist
+pytest-xdist==3.8.0
+    # via dcpy
 python-box==7.3.2
     # via leafmap
+python-crfsuite==0.9.11
+    # via usaddress
 python-dateutil==2.9.0.post0
     # via
     #   arrow
+    #   botocore
+    #   dcpy
     #   jupyter-client
     #   matplotlib
     #   pandas
     #   posthog
     #   pystac
     #   pystac-client
+python-dotenv==1.2.1
+    # via dcpy
 python-json-logger==4.0.0
     # via jupyter-events
 pytz==2025.2
-    # via pandas
+    # via
+    #   dcpy
+    #   pandas
 pyyaml==6.0.3
     # via
+    #   dcpy
     #   jupyter-events
     #   marimo
     #   ploomber-core
@@ -410,10 +560,16 @@ referencing==0.37.0
     #   jupyter-events
 requests==2.32.5
     # via
+    #   azure-core
+    #   dcpy
     #   folium
     #   gdown
+    #   google-api-core
+    #   google-cloud-storage
+    #   google-genai
     #   posthog
     #   pystac-client
+    #   socrata-py
 rfc3339-validator==0.1.4
     # via
     #   jsonschema
@@ -424,18 +580,30 @@ rfc3986-validator==0.1.1
     #   jupyter-events
 rfc3987-syntax==1.1.0
     # via jsonschema
+rich==14.2.0
+    # via
+    #   dcpy
+    #   typer
 rpds-py==0.28.0
     # via
     #   jsonschema
     #   referencing
-ruff==0.14.2
+rsa==4.9.1
+    # via google-auth
+ruff==0.14.3
     # via marimo
-scooby==0.10.2
+s3transfer==0.14.0
+    # via boto3
+scooby==0.11.0
     # via leafmap
 send2trash==1.8.3
     # via jupyter-server
 shapely==2.1.2
-    # via geopandas
+    # via
+    #   dcpy
+    #   geopandas
+shellingham==1.5.4
+    # via typer
 simpervisor==1.0.0
     # via jupyter-server-proxy
 six==1.17.0
@@ -447,13 +615,17 @@ sniffio==1.3.1
     # via
     #   anyio
     #   openai
+socrata-py==1.1.13
+    # via dcpy
 soupsieve==2.8
     # via beautifulsoup4
 sqlalchemy==2.0.44
     # via
+    #   dcpy
     #   duckdb-engine
+    #   geoalchemy2
     #   jupysql
-sqlglot==27.28.1
+sqlglot==27.29.0
     # via
     #   jupysql
     #   marimo
@@ -463,8 +635,12 @@ sqlparse==0.5.3
     # via jupysql
 stack-data==0.6.3
     # via ipython
-starlette==0.48.0
+starlette==0.50.0
     # via marimo
+tabulate==0.9.0
+    # via dcpy
+tenacity==9.1.2
+    # via google-genai
 terminado==0.18.1
     # via
     #   jupyter-server
@@ -502,34 +678,47 @@ traittypes==0.2.3
     # via
     #   bqplot
     #   ipyleaflet
+typer==0.20.0
+    # via dcpy
 typing-extensions==4.15.0
     # via
     #   altair
     #   anywidget
+    #   azure-core
+    #   azure-storage-blob
+    #   azure-storage-file-datalake
     #   beautifulsoup4
+    #   google-genai
     #   openai
     #   posthog
     #   pydantic
     #   pydantic-core
     #   sqlalchemy
+    #   typer
     #   typing-inspection
 typing-inspection==0.4.2
     # via pydantic
 tzdata==2025.2
     # via
     #   arrow
+    #   faker
     #   pandas
 uri-template==1.3.0
     # via jsonschema
 urllib3==2.5.0
-    # via requests
+    # via
+    #   botocore
+    #   dcpy
+    #   requests
+usaddress==0.5.16
+    # via dcpy
 uvicorn==0.38.0
     # via marimo
 wcwidth==0.2.14
     # via
     #   prettytable
     #   prompt-toolkit
-webcolors==24.11.1
+webcolors==25.10.0
     # via jsonschema
 webencodings==0.5.1
     # via
@@ -538,7 +727,9 @@ webencodings==0.5.1
 websocket-client==1.9.0
     # via jupyter-server
 websockets==15.0.1
-    # via marimo
+    # via
+    #   google-genai
+    #   marimo
 werkzeug==3.1.3
     # via
     #   flask
@@ -547,9 +738,11 @@ whitebox==2.3.6
     # via whiteboxgui
 whiteboxgui==2.3.0
     # via leafmap
-widgetsnbextension==4.0.14
+widgetsnbextension==4.0.15
     # via ipywidgets
-xyzservices==2025.4.0
+xlrd==2.0.2
+    # via dcpy
+xyzservices==2025.10.0
     # via
     #   folium
     #   ipyleaflet