This is an automated email from the ASF dual-hosted git repository.
skrawcz pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/hamilton.git
The following commit(s) were added to refs/heads/main by this push:
new f3ff0120 Adds eco-system page (#1428)
f3ff0120 is described below
commit f3ff01200536f588b70007d6ec801456b0b22d13
Author: Stefan Krawczyk <[email protected]>
AuthorDate: Tue Dec 30 22:15:24 2025 +1100
Adds eco-system page (#1428)
* Adds eco-system page
This is to help move things to a better
spot with all the content under dagworks.io still.
* Adds logos and updates some comments
* Updates community meet up page
* Adds tryhamilton back to left nav
* Fix docs warning
---
docs/_static/logos/airflow.png | Bin 0 -> 59053 bytes
docs/_static/logos/aws.svg | 38 ++++++
docs/_static/logos/dagster.png | Bin 0 -> 1534 bytes
docs/_static/logos/dask.svg | 25 ++++
docs/_static/logos/datadog.png | Bin 0 -> 2362 bytes
docs/_static/logos/dbt.png | Bin 0 -> 4598 bytes
docs/_static/logos/diskcache.png | Bin 0 -> 1562 bytes
docs/_static/logos/dlt.svg | 20 +++
docs/_static/logos/fastapi.svg | 34 +++++
docs/_static/logos/feast.png | Bin 0 -> 1534 bytes
docs/_static/logos/gcp.svg | 1 +
docs/_static/logos/geopandas.png | Bin 0 -> 1562 bytes
docs/_static/logos/huggingface.svg | 8 ++
docs/_static/logos/ibis.png | Bin 0 -> 1569 bytes
docs/_static/logos/jupyter.png | Bin 0 -> 27296 bytes
docs/_static/logos/kedro.png | Bin 0 -> 1552 bytes
docs/_static/logos/lightgbm.svg | 39 ++++++
docs/_static/logos/matplotlib.png | Bin 0 -> 21903 bytes
docs/_static/logos/metaflow.png | Bin 0 -> 1570 bytes
docs/_static/logos/mlflow.png | Bin 0 -> 6518 bytes
docs/_static/logos/modal.png | Bin 0 -> 1583 bytes
docs/_static/logos/narwhals.png | Bin 0 -> 585110 bytes
docs/_static/logos/numpy.svg | 1 +
docs/_static/logos/openlineage.svg | 47 +++++++
docs/_static/logos/opentelemetry.png | Bin 0 -> 6343 bytes
docs/_static/logos/pandas.svg | 111 ++++++++++++++++
docs/_static/logos/pandera.png | Bin 0 -> 11536 bytes
docs/_static/logos/plotly.png | Bin 0 -> 4927 bytes
docs/_static/logos/polars.svg | 83 ++++++++++++
docs/_static/logos/prefect.png | Bin 0 -> 3630 bytes
docs/_static/logos/pyarrow.png | Bin 0 -> 20583 bytes
docs/_static/logos/pydantic.svg | 5 +
docs/_static/logos/pyspark.svg | 13 ++
docs/_static/logos/ray.svg | Bin 0 -> 34688 bytes
docs/_static/logos/rich.svg | 1 +
docs/_static/logos/scikit-learn.png | Bin 0 -> 10879 bytes
docs/_static/logos/slack.svg | 6 +
docs/_static/logos/streamlit.png | Bin 0 -> 5123 bytes
docs/_static/logos/tqdm.png | Bin 0 -> 9083 bytes
docs/_static/logos/vaex.png | Bin 0 -> 55045 bytes
docs/_static/logos/vscode.png | Bin 0 -> 640 bytes
docs/_static/logos/xgboost.png | Bin 0 -> 5065 bytes
docs/_static/logos/yaml.svg | 4 +
docs/asf/index.rst | 47 +++++++
docs/community/index.md | 15 ++-
docs/concepts/driver.rst | 2 +-
docs/ecosystem/index.md | 204 +++++++++++++++++++++++++++++
docs/get-started/learning-resources.md | 19 ++-
docs/index.md | 15 +--
docs/main.md | 2 +-
docs/reference/dataflows/index.rst | 4 +-
docs/reference/result-builders/PyArrow.rst | 8 ++
docs/reference/result-builders/index.rst | 1 +
53 files changed, 724 insertions(+), 29 deletions(-)
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new file mode 100644
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--- /dev/null
+++ b/docs/_static/logos/yaml.svg
@@ -0,0 +1,4 @@
+<svg xmlns="http://www.w3.org/2000/svg"; viewBox="0 0 24 24" width="24"
height="24">
+ <rect x="3" y="2" width="18" height="20" rx="2" fill="#CB171E"
stroke="#A01419" stroke-width="0.5"/>
+ <text x="12" y="14" font-family="Arial, sans-serif" font-size="8"
font-weight="bold" fill="white" text-anchor="middle">YAML</text>
+</svg>
diff --git a/docs/asf/index.rst b/docs/asf/index.rst
index 88e9ef25..fc0ae30e 100644
--- a/docs/asf/index.rst
+++ b/docs/asf/index.rst
@@ -27,3 +27,50 @@ Apache Software Foundation links.
- `Sponsorship <https://www.apache.org/foundation/sponsorship.html>`_
- `Thanks <https://www.apache.org/foundation/thanks.html>`_
- `Code of Conduct <https://www.apache.org/foundation/policies/conduct.html>`_
+
+Mailing Lists
+=============
+
+Apache Hamilton uses mailing lists for project discussions, announcements, and
community engagement.
+
+Users Mailing List
+------------------
+
+For general questions, discussions, and user support.
+
+**How to Subscribe**
+
+Send an empty email to [email protected]. Use a subject line
like "subscribe" to avoid spam filters. You will receive a confirmation message
with instructions to complete the subscription process.
+
+**How to Unsubscribe**
+
+Send an empty message to [email protected] from the same
email address used to subscribe.
+
+**How to Post**
+
+Once subscribed, send messages to [email protected]
+
+**Archives**
+
+`View users list archives
<https://lists.apache.org/[email protected]>`_
+
+Dev Mailing List
+----------------
+
+For development discussions, design proposals, and contributing to Apache
Hamilton.
+
+**How to Subscribe**
+
+Send an empty email to [email protected]. Use a subject line
like "subscribe" to avoid spam filters. You will receive a confirmation message
with instructions to complete the subscription process.
+
+**How to Unsubscribe**
+
+Send an empty message to [email protected] from the same
email address used to subscribe.
+
+**How to Post**
+
+Once subscribed, send messages to [email protected]
+
+**Archives**
+
+`View dev list archives
<https://lists.apache.org/[email protected]>`_
diff --git a/docs/community/index.md b/docs/community/index.md
index d5251c82..c6648097 100644
--- a/docs/community/index.md
+++ b/docs/community/index.md
@@ -7,8 +7,17 @@ You can [sign up for the group
here](https://www.meetup.com/global-hamilton-open
## Past Meet-ups
The below will be out of date. Please [see our
youtube](https://www.youtube.com/@dagworks-inc) for the latest recordings on
past meetups.
+### July 2025
+- **Topic**: Apache Transition
+
+### December 2024
+- **Topic**: Community spotlight by Jernej Frank on decorators framework
+
+### October 2024
+- **Topic**: "Building a Decisioning Engine for Data Scientists" by Sholto
Armstrong
### August 2024
+- **Topic**: "Finding Optimal DAGs for Machine Learning/AI/RAG projects" by
Gilad Rubin
- [Recording](https://youtu.be/3LREcaewZbo?feature=shared)
### June 2024
@@ -21,6 +30,6 @@ The below will be out of date. Please [see our
youtube](https://www.youtube.com/
- [Recording](https://youtu.be/IJByeN41xHs?feature=shared)
### February 2024
-- [Recording](https://www.youtube.com/watch?v=ks672Lm0CJo).
--
[Slides](https://github.com/skrawcz/talks/files/14351139/Hamilton.February.2024.Meetup.pdf).
-- Community Spotlight: [Arthur Andres](https://www.linkedin.com/in/0x26res/)
and
[slides](https://dagworks-inc.github.io/meetups/hamilton-02202024/arthur_tradewell.html#/).
+- [Recording](https://www.youtube.com/watch?v=ks672Lm0CJo)
+-
[Slides](https://github.com/skrawcz/talks/files/14351139/Hamilton.February.2024.Meetup.pdf)
+- Community Spotlight: [Arthur Andres](https://www.linkedin.com/in/0x26res/)
and
[slides](https://dagworks-inc.github.io/meetups/hamilton-02202024/arthur_tradewell.html#/)
diff --git a/docs/concepts/driver.rst b/docs/concepts/driver.rst
index b07e4cc6..26a39832 100644
--- a/docs/concepts/driver.rst
+++ b/docs/concepts/driver.rst
@@ -163,7 +163,7 @@ Next step
Now, you know the basics of authoring and executing Apache Hamilton dataflows!
We encourage you to:
- Write some code with our `interactive tutorials
<https://www.tryhamilton.dev/intro>`_
-- Kickstart your project with `community dataflows
<https://hub.dagworks.io/docs/>`_
+- Kickstart your project with `community resources <../ecosystem/index.html>`_
The next **Concepts** pages cover notions to write more expressive and
powerful code. If you feel stuck or constrained with the basics, it's probably
a good time to (re)visit them. They include:
diff --git a/docs/ecosystem/index.md b/docs/ecosystem/index.md
new file mode 100644
index 00000000..ba858c99
--- /dev/null
+++ b/docs/ecosystem/index.md
@@ -0,0 +1,204 @@
+# Ecosystem
+
+Welcome to the Apache Hamilton Ecosystem page! This page showcases the
integrations, plugins, and external resources available for Apache Hamilton
users.
+
+---
+
+## π Interactive Tutorials
+[tryhamilton.dev](https://www.tryhamilton.dev/)
+
+Learn Apache Hamilton concepts through interactive, browser-based tutorials.
+
+---
+
+## Built-in Integrations
+
+Apache Hamilton provides first-class support for many popular data science and
engineering tools through built-in plugins and adapters. These integrations are
maintained by the Apache Hamilton community and included in the core project.
+
+### Data Frameworks
+
+Apache Hamilton integrates seamlessly with popular data manipulation libraries:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/pandas.svg" width="20" height="20"
style="vertical-align: middle;"> **pandas** | DataFrame operations and
transformations |
[Examples](https://github.com/apache/hamilton/tree/main/examples/pandas) \|
[ResultBuilder](../reference/result-builders/Pandas.rst) |
+| <img src="../_static/logos/polars.svg" width="20" height="20"
style="vertical-align: middle;"> **Polars** | High-performance DataFrame
library |
[Examples](https://github.com/apache/hamilton/tree/main/examples/polars) \|
[ResultBuilder](../reference/result-builders/Polars.rst) |
+| <img src="../_static/logos/pyspark.svg" width="20" height="20"
style="vertical-align: middle;"> **PySpark** | Distributed data processing with
Spark | [Examples](https://github.com/apache/hamilton/tree/main/examples/spark)
\| [GraphAdapter](../reference/graph-adapters/index.rst) |
+| <img src="../_static/logos/dask.svg" width="20" height="20"
style="vertical-align: middle;"> **Dask** | Parallel computing and distributed
arrays | [Examples](https://github.com/apache/hamilton/tree/main/examples/dask)
\| [GraphAdapter](../reference/graph-adapters/DaskGraphAdapter.rst) |
+| <img src="../_static/logos/ray.svg" width="20" height="20"
style="vertical-align: middle;"> **Ray** | Distributed computing framework |
[Examples](https://github.com/apache/hamilton/tree/main/examples/ray) \|
[GraphAdapter](../reference/graph-adapters/RayGraphAdapter.rst) |
+| <img src="../_static/logos/ibis.png" width="20" height="20"
style="vertical-align: middle;"> **Ibis** | Portable DataFrame API across
backends | [Integration Guide](../integrations/ibis/index.md) |
+| <img src="../_static/logos/vaex.png" width="20" height="20"
style="vertical-align: middle;"> **Vaex** | Out-of-core DataFrame library |
[Examples](https://github.com/apache/hamilton/tree/main/examples/vaex) |
+| <img src="../_static/logos/narwhals.png" width="20" height="20"
style="vertical-align: middle;"> **Narwhals** | DataFrame-agnostic interface |
[Examples](https://github.com/apache/hamilton/tree/main/examples/narwhals) \|
[Lifecycle Hook](../reference/lifecycle-hooks/Narwhals.rst) |
+| <img src="../_static/logos/numpy.svg" width="20" height="20"
style="vertical-align: middle;"> **NumPy** | Numerical computing arrays |
[ResultBuilder](../reference/result-builders/Numpy.rst) |
+| <img src="../_static/logos/pyarrow.png" width="20" height="20"
style="vertical-align: middle;"> **PyArrow** | Columnar in-memory data |
[ResultBuilder](../reference/result-builders/PyArrow.rst) |
+
+### Machine Learning & Data Science
+
+Build and deploy ML workflows with Apache Hamilton:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/mlflow.png" width="20" height="20"
style="vertical-align: middle;"> **MLflow** | Experiment tracking and model
registry |
[Examples](https://github.com/apache/hamilton/tree/main/examples/mlflow) \|
[Lifecycle Hook](../reference/lifecycle-hooks/MLFlowTracker.rst) |
+| <img src="../_static/logos/scikit-learn.png" width="20" height="20"
style="vertical-align: middle;"> **scikit-learn** | Machine learning algorithms
|
[Examples](https://github.com/apache/hamilton/tree/main/examples/scikit-learn) |
+| <img src="../_static/logos/xgboost.png" width="20" height="20"
style="vertical-align: middle;"> **XGBoost** | Gradient boosting framework |
[IO Adapters](../reference/io/available-data-adapters.rst) |
+| <img src="../_static/logos/lightgbm.svg" width="20" height="20"
style="vertical-align: middle;"> **LightGBM** | Gradient boosting framework |
[IO Adapters](../reference/io/available-data-adapters.rst) |
+| <img src="../_static/logos/huggingface.svg" width="20" height="20"
style="vertical-align: middle;"> **Hugging Face** | Transformers and NLP models
| [IO Adapters](../reference/io/available-data-adapters.rst) |
+| <img src="../_static/logos/pandera.png" width="20" height="20"
style="vertical-align: middle;"> **Pandera** | DataFrame validation |
[Examples](https://github.com/apache/hamilton/tree/main/examples/data_quality/pandera)
|
+| <img src="../_static/logos/pydantic.svg" width="20" height="20"
style="vertical-align: middle;"> **Pydantic** | Data validation and settings |
[Decorator](../reference/decorators/check_output.rst) |
+
+### Orchestration & Workflow Systems
+
+Use Apache Hamilton within your existing orchestration infrastructure:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/airflow.png" width="20" height="20"
style="vertical-align: middle;"> **Airflow** | Workflow orchestration platform
| [Examples](https://github.com/apache/hamilton/tree/main/examples/airflow) |
+| <img src="../_static/logos/dagster.png" width="20" height="20"
style="vertical-align: middle;"> **Dagster** | Data orchestrator |
[Examples](https://github.com/apache/hamilton/tree/main/examples/dagster) |
+| <img src="../_static/logos/prefect.png" width="20" height="20"
style="vertical-align: middle;"> **Prefect** | Workflow orchestration |
[Examples](https://github.com/apache/hamilton/tree/main/examples/prefect) |
+| <img src="../_static/logos/kedro.png" width="20" height="20"
style="vertical-align: middle;"> **Kedro** | Data science pipelines |
[Examples](https://github.com/apache/hamilton/tree/main/examples/kedro) |
+| <img src="../_static/logos/metaflow.png" width="20" height="20"
style="vertical-align: middle;"> **Metaflow** | ML infrastructure |
[Integration](https://github.com/outerbounds/hamilton-metaflow) |
+| <img src="../_static/logos/dbt.png" width="20" height="20"
style="vertical-align: middle;"> **dbt** | Data transformation tool |
[Integration Guide](../integrations/dbt.rst) |
+
+### Data Engineering & ETL
+
+Tools for building robust data pipelines:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/dlt.svg" width="20" height="20"
style="vertical-align: middle;"> **dlt** | Data loading and transformation |
[Integration Guide](../integrations/dlt/index.md) |
+| <img src="../_static/logos/feast.png" width="20" height="20"
style="vertical-align: middle;"> **Feast** | Feature store |
[Examples](https://github.com/apache/hamilton/tree/main/examples/feast) |
+| <img src="../_static/logos/fastapi.svg" width="20" height="20"
style="vertical-align: middle;"> **FastAPI** | Web service framework |
[Integration Guide](../integrations/fastapi.md) |
+| <img src="../_static/logos/streamlit.png" width="20" height="20"
style="vertical-align: middle;"> **Streamlit** | Interactive web applications |
[Integration Guide](../integrations/streamlit.md) |
+
+### Observability & Monitoring
+
+Track and monitor your Apache Hamilton dataflows:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/datadog.png" width="20" height="20"
style="vertical-align: middle;"> **Datadog** | Monitoring and analytics |
[Lifecycle Hook](../reference/lifecycle-hooks/DDOGTracer.rst) |
+| <img src="../_static/logos/opentelemetry.png" width="20" height="20"
style="vertical-align: middle;"> **OpenTelemetry** | Observability framework |
[Examples](https://github.com/apache/hamilton/tree/main/examples/opentelemetry)
|
+| <img src="../_static/logos/openlineage.svg" width="20" height="20"
style="vertical-align: middle;"> **OpenLineage** | Data lineage tracking |
[Examples](https://github.com/apache/hamilton/tree/main/examples/openlineage)
\| [Lifecycle Hook](../reference/lifecycle-hooks/OpenLineageAdapter.rst) |
+| **Hamilton UI** | Built-in execution tracking | [UI
Guide](../hamilton-ui/index.rst) |
+| **Experiment Manager** | Lightweight experiment tracking |
[Examples](https://github.com/apache/hamilton/tree/main/examples/experiment_management)
|
+
+### Visualization
+
+Create visualizations from your dataflows:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/plotly.png" width="20" height="20"
style="vertical-align: middle;"> **Plotly** | Interactive plotting |
[Examples](https://github.com/apache/hamilton/tree/main/examples/plotly) |
+| <img src="../_static/logos/matplotlib.png" width="20" height="20"
style="vertical-align: middle;"> **Matplotlib** | Static plotting | [IO
Adapters](../reference/io/available-data-adapters.rst) |
+| <img src="../_static/logos/rich.svg" width="20" height="20"
style="vertical-align: middle;"> **Rich** | Terminal formatting and progress |
[Lifecycle Hook](../reference/lifecycle-hooks/RichProgressBar.rst) |
+
+### Developer Tools
+
+Improve your development workflow:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/jupyter.png" width="20" height="20"
style="vertical-align: middle;"> **Jupyter** | Notebook magic commands |
[Examples](https://github.com/apache/hamilton/tree/main/examples/jupyter_notebook_magic)
|
+| <img src="../_static/logos/vscode.png" width="20" height="20"
style="vertical-align: middle;"> **VS Code** | Language server and extension |
[VS Code Guide](../hamilton-vscode/index.rst) |
+| <img src="../_static/logos/tqdm.png" width="20" height="20"
style="vertical-align: middle;"> **tqdm** | Progress bars | [Lifecycle
Hook](../reference/lifecycle-hooks/ProgressBar.rst) |
+
+### Cloud Providers & Infrastructure
+
+Deploy Apache Hamilton to the cloud:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/aws.svg" width="20" height="20"
style="vertical-align: middle;"> **AWS** | Amazon Web Services |
[Examples](https://github.com/apache/hamilton/tree/main/examples/aws) |
+| <img src="../_static/logos/gcp.svg" width="20" height="20"
style="vertical-align: middle;"> **Google Cloud** | Google Cloud Platform |
[Scale-up Guide](../how-tos/scale-up.rst) |
+| <img src="../_static/logos/modal.png" width="20" height="20"
style="vertical-align: middle;"> **Modal** | Serverless cloud functions |
[Scale-up Guide](../how-tos/scale-up.rst) |
+
+### Storage & Caching
+
+Persist and cache your data:
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/diskcache.png" width="20" height="20"
style="vertical-align: middle;"> **DiskCache** | Disk-based caching |
[Examples](https://github.com/apache/hamilton/tree/main/examples/caching_nodes/diskcache_adapter)
|
+| **File-based caching** | Local file caching | [Caching
Guide](../reference/caching/index.rst) |
+
+### Other Utilities
+
+| Integration | Description | Documentation |
+|------------|-------------|---------------|
+| <img src="../_static/logos/slack.svg" width="20" height="20"
style="vertical-align: middle;"> **Slack** | Notifications and integrations |
[Examples](https://github.com/apache/hamilton/tree/main/examples/slack) \|
[Lifecycle Hook](../reference/lifecycle-hooks/SlackNotifierHook.rst) |
+| <img src="../_static/logos/geopandas.png" width="20" height="20"
style="vertical-align: middle;"> **GeoPandas** | Geospatial data analysis |
[Type
extension](https://github.com/apache/hamilton/blob/main/hamilton/plugins/geopandas_extensions.py)
for GeoDataFrame support |
+| <img src="../_static/logos/yaml.svg" width="20" height="20"
style="vertical-align: middle;"> **YAML** | Configuration management | [IO
Adapters](../reference/io/available-data-adapters.rst) |
+
+---
+
+## External Resources
+
+The following resources and services are provided by third parties and the
broader Apache Hamilton community.
+
+**β οΈ Important Notice:**
+
+These resources and services are **not maintained, nor endorsed** by the
Apache Hamilton Community and Apache Hamilton project (maintained by the
Committers and the Apache Hamilton PMC). Use them at your sole discretion. The
community does not verify the licenses nor validity of these tools, so it's
your responsibility to verify them.
+
+### Community Resources
+
+#### π Dataflow Hub
+[hub.dagworks.io](https://hub.dagworks.io/docs/)
+
+A repository of reusable Apache Hamilton dataflows contributed by the
community. Browse and download pre-built dataflows for common use cases.
+
+**Note**: It's WIP to move the domain to be under Apache. DAGWorks Inc., which
donated Hamilton, is not an operating entity anymore.
+
+#### π Blog & Tutorials
+[blog.dagworks.io](https://blog.dagworks.io/)
+
+Articles covering Apache Hamilton use cases, design patterns, reference
architectures, and best practices.
+
+**Note**: It's WIP to move the contents to be under Apache. DAGWorks Inc.,
which donated Hamilton, is not an operating entity anymore.
+
+#### π₯ Video Content
+[YouTube @DAGWorks-Inc](https://www.youtube.com/@DAGWorks-Inc)
+
+Video tutorials, talks, and meetup recordings about Apache Hamilton.
+
+**Note**: It's WIP to move the contents to be under Apache. DAGWorks Inc.,
which donated Hamilton, is not an operating entity anymore.
+
+
+
+---
+
+## Contributing to the Ecosystem
+
+### Adding a New Integration
+
+If you've created a plugin or integration for Apache Hamilton, we'd love to
include it in our ecosystem!
+
+**For Built-in Integrations** (maintained by the Apache Hamilton project):
+1. Create a plugin in the `hamilton/plugins/` directory
+2. Add documentation and examples
+3. Submit a pull request to the [Apache Hamilton
repository](https://github.com/apache/hamilton)
+4. Follow the [contribution
guidelines](https://github.com/apache/hamilton/blob/main/CONTRIBUTING.md)
+
+**For External Resources** (maintained by third parties):
+1. Submit a pull request to add your resource to this page under "External
Resources"
+2. Include a clear description and link
+3. Ensure your resource is relevant to Apache Hamilton users
+4. Your resource must be properly licensed and actively maintained
+
+### Support & Questions
+
+- π¬ [Slack
Community](https://join.slack.com/t/hamilton-opensource/shared_invite/zt-2niepkra8-DGKGf_tTYhXuJWBTXtIs4g)
- Real-time chat and community support
+- π [GitHub Issues](https://github.com/apache/hamilton/issues) - Bug reports
and feature requests
+- π [Documentation](https://hamilton.apache.org) - Comprehensive guides and
API reference
+- π§ **Mailing List** - Join the Apache Hamilton users mailing list for
discussions and announcements
+ - **How to Subscribe**: Send an empty email to
[[email protected]](mailto:[email protected]).
Use a subject line like "subscribe" to avoid spam filters. Await a
confirmation message and follow the instructions to complete the process.
+ - **How to Unsubscribe**: Send an empty message to
[[email protected]](mailto:[email protected])
from the same email address used to subscribe.
+ - **How to Post**: Once subscribed, post messages to
[[email protected]](mailto:[email protected])
+ - **Archives**: [View past
discussions](https://lists.apache.org/[email protected])
+
+---
+
+## Stay Updated
+
+- β Star us on [GitHub](https://github.com/apache/hamilton)
+- π¦ Follow [@hamilton_os](https://twitter.com/hamilton_os) on Twitter/X
+- π§ Join the [mailing lists](../asf/index.rst) for announcements
diff --git a/docs/get-started/learning-resources.md
b/docs/get-started/learning-resources.md
index 15f20baf..e4423793 100644
--- a/docs/get-started/learning-resources.md
+++ b/docs/get-started/learning-resources.md
@@ -10,23 +10,19 @@ The [user guide](../concepts/index.rst) gives a complete
overview of Apache Hami
The [reference documentation](../reference/dataflows/index.rst) details Apache
Hamilton's public API.
-## β tryhamilton.dev
-
-The [tryhamilton.dev](https://tryhamilton.dev) website provides interactive
tutorials in-browser to learn specific Apache Hamilton concepts.
-
-## π Dataflow Hub
+## π Ecosystem & Integrations
-The [Apache Hamilton Dataflow Hub](https://hub.dagworks.io/docs/) hosts
user-created dataflows that are easy to download and reuse in your project.
+The [ecosystem page](../ecosystem/index.md) lists all built-in integrations
(pandas, Polars, Spark, etc.) and external community resources. Find reusable
dataflows, blog posts, and video tutorials there.
-## π‘ Blog
+## β tryhamilton.dev
-The [DAGWorks Blog](https://blog.dagworks.io/) publishes articles on problems
Apache Hamilton helps solve, reference architectures, and new features.
+The [tryhamilton.dev](https://tryhamilton.dev) website provides interactive
tutorials in-browser to learn specific Apache Hamilton concepts.
## π Slack
The [Slack
channel](https://join.slack.com/t/hamilton-opensource/shared_invite/zt-2niepkra8-DGKGf_tTYhXuJWBTXtIs4g)
is the ideal place to ask questions, request features, and give feedback.
-## π£ Talks
-See [our youtube for the most up to date
recordings](https://www.youtube.com/@DAGWorks-Inc/playlists) - we are slow to
list them here.
+## π£ Talks & Videos
+See the [ecosystem page](../ecosystem/index.md) for links to video content and
conference talks.
* 2024-02 Apache Hamilton Meet-up for February
* [Recording](https://www.youtube.com/watch?v=ks672Lm0CJo.)
@@ -105,7 +101,8 @@ See [our youtube for the most up to date
recordings](https://www.youtube.com/@DA
## π° External Blogs
-For the latest blog posts, see the [DAGWorks's
Blog](https://blog.dagworks.io/).
+
+For external resources including blogs, see the [ecosystem
page](../ecosystem/index.md). Here are some notable blog posts about Apache
Hamilton:
* 2024-03 [RAG: ingestion and chunking using Apache Hamilton and
scaling to Ray, Dask, or
PySpark](https://blog.dagworks.io/p/rag-ingestion-and-chunking-using)
* 2024-02 [A command line tool to improve your development
workflow](https://blog.dagworks.io/p/a-command-line-tool-to-improve-your)
diff --git a/docs/index.md b/docs/index.md
index b88d3b61..c66a483a 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -24,16 +24,19 @@ PDF <https://hamilton.apache.org/_static/Hamilton.pdf>
```{toctree}
:hidden: True
-:caption: Community
+:caption: COMMUNITY
community/index
+ecosystem/index
Slack
<https://join.slack.com/t/hamilton-opensource/shared_invite/zt-2niepkra8-DGKGf_tTYhXuJWBTXtIs4g>
+GitHub <https://github.com/apache/hamilton>
```
```{toctree}
:hidden: True
:caption: REFERENCE
+tryhamilton.dev <https://www.tryhamilton.dev/>
reference/decorators/index
reference/drivers/index
reference/caching/index
@@ -51,13 +54,3 @@ reference/disabling-telemetry.md
asf/index
```
-
-```{toctree}
-:hidden: True
-:caption: EXTERNAL RESOURCES
-
-GitHub <https://github.com/apache/hamilton>
-tryhamilton.dev <https://www.tryhamilton.dev/>
-Dataflow Hub <https://hub.dagworks.io/docs/>
-Blog <https://blog.dagworks.io/>
-```
diff --git a/docs/main.md b/docs/main.md
index ec5275c2..6d5eb5e0 100644
--- a/docs/main.md
+++ b/docs/main.md
@@ -20,7 +20,7 @@ The ABC of Apache Hamilton
**Facilitate collaboration**. By focusing on functions, Apache Hamilton avoids
sprawling code hierarchy and generates flat dataflows. Well-scoped functions
make it easier to add features, complete code reviews, debug pipeline failures,
and hand-off projects. Visualizations can be generated directly from your code
to better understand and document it.
Integration with the [Apache Hamilton UI](hamilton-ui/index.rst) allows you to
track lineage, catalog code & artifacts, and monitor your dataflows.
-**Reduce development time**. Apache Hamilton dataflows are reusable across
projects and context (e.g., pipeline vs. web service). The benefits of
developing robust and well-tested solutions are multiplied by reusability.
Off-the-shelf dataflows are available on the [Apache Hamilton
Hub](https://hub.dagworks.io/).
+**Reduce development time**. Apache Hamilton dataflows are reusable across
projects and context (e.g., pipeline vs. web service). The benefits of
developing robust and well-tested solutions are multiplied by reusability.
Explore community-contributed dataflows in the [ecosystem](ecosystem/index.md).
**Own your platform**. Apache Hamilton helps you integrate the frameworks and
tools of your stack. Apache Hamilton's features are easy to extend and
customize to your needs. This flexibility enables self-serve designs and
ultimately reduces the risks of vendor lock-in.
diff --git a/docs/reference/dataflows/index.rst
b/docs/reference/dataflows/index.rst
index 5dc4871a..3a87f502 100644
--- a/docs/reference/dataflows/index.rst
+++ b/docs/reference/dataflows/index.rst
@@ -3,8 +3,8 @@ Dataflows
==============
Here lies reference documentation for `dataflows` module functions that
-integrate with the `hub.dagworks.io <https://hub.dagworks.io>`_ so you can
pull off-the-shelf dataflows
-and get started quickly with Apache Hamilton.
+enable you to discover and use community-contributed dataflows. See the
`ecosystem page <../../ecosystem/index.html>`_
+for available dataflow resources.
Reference
---------
diff --git a/docs/reference/result-builders/PyArrow.rst
b/docs/reference/result-builders/PyArrow.rst
new file mode 100644
index 00000000..e5878503
--- /dev/null
+++ b/docs/reference/result-builders/PyArrow.rst
@@ -0,0 +1,8 @@
+=====================================
+plugins.h_pyarrow.PyarrowTableResult
+=====================================
+
+.. autoclass:: hamilton.plugins.h_pyarrow.PyarrowTableResult
+ :special-members: __init__
+ :members:
+ :inherited-members:
diff --git a/docs/reference/result-builders/index.rst
b/docs/reference/result-builders/index.rst
index a20190c4..f90e1d37 100644
--- a/docs/reference/result-builders/index.rst
+++ b/docs/reference/result-builders/index.rst
@@ -14,4 +14,5 @@ Reference
Pandas
Polars
Dask
+ PyArrow
Custom
