diff --git a/README.md b/README.md
index 1d3d6831de..3a975189af 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ Feast is an open source feature store for machine learning. Feast is the fastest
Please see our [documentation](https://docs.feast.dev/) for more information about the project.
## 📐 Architecture
-
+
The above architecture is the minimal Feast deployment. Want to run the full Feast on GCP/AWS? Click [here](https://docs.feast.dev/how-to-guides/feast-gcp-aws).
@@ -129,77 +129,86 @@ pprint(feature_vector)
The list below contains the functionality that contributors are planning to develop for Feast
-* Items below that are in development \(or planned for development\) will be indicated in parentheses.
+* Items below that are in development (or planned for development) will be indicated in parentheses.
* We welcome contribution to all items in the roadmap!
-* Want to influence our roadmap and prioritization? Submit your feedback to [this form](https://docs.google.com/forms/d/e/1FAIpQLSfa1nRQ0sKz-JEFnMMCi4Jseag_yDssO_3nV9qMfxfrkil-wA/viewform).
+* Want to influence our roadmap and prioritization? Submit your feedback to [this form](https://docs.google.com/forms/d/e/1FAIpQLSfa1nRQ0sKz-JEFnMMCi4Jseag_yDssO\_3nV9qMfxfrkil-wA/viewform).
* Want to speak to a Feast contributor? We are more than happy to jump on a call. Please schedule a time using [Calendly](https://calendly.com/d/x2ry-g5bb/meet-with-feast-team).
-* **Data Sources**
- * [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
- * [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
- * [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)
- * [ ] Kafka source \(Planned for Q4 2021\)
- * [ ] HTTP source
- * [ ] Snowflake source
- * [ ] Synapse source
+* **Data Sources**
+ * [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
+ * [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
+ * [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)
+ * [ ] Kafka source (Planned for Q4 2021)
+ * [ ] Synapse source (Planned for Q4 2021)
+ * [ ] Snowflake source (Planned for Q4 2021)
+ * [ ] HTTP source
+
+
* **Offline Stores**
* [x] [Redshift](https://docs.feast.dev/reference/offline-stores/redshift)
* [x] [BigQuery](https://docs.feast.dev/reference/offline-stores/bigquery)
* [x] [In-memory / Pandas](https://docs.feast.dev/reference/offline-stores/file)
* [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/adding-a-new-offline-store)
- * [x] [Hive \(community maintained\)](https://github.com/baineng/feast-hive)
- * [ ] Snowflake
- * [ ] Synapse
+ * [x] [Hive (community maintained)](https://github.com/baineng/feast-hive)
+ * [x] [Postgres (community maintained)](https://github.com/nossrannug/feast-postgres)
+ * [ ] Snowflake (Planned for Q4 2021)
+ * [ ] Synapse (Planned for Q4 2021)\
+
* **Online Stores**
* [x] [DynamoDB](https://docs.feast.dev/reference/online-stores/dynamodb)
* [x] [Redis](https://docs.feast.dev/reference/online-stores/redis)
* [x] [Datastore](https://docs.feast.dev/reference/online-stores/datastore)
* [x] [SQLite](https://docs.feast.dev/reference/online-stores/sqlite)
* [x] [Custom online store support](https://docs.feast.dev/how-to-guides/adding-support-for-a-new-online-store)
- * [ ] Postgres
+ * [x] [Postgres (community maintained)](https://github.com/nossrannug/feast-postgres)
* [ ] Bigtable
- * [ ] Cassandra
+ * [ ] Cassandra\
+
* **Streaming**
- * [ ] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/creating-a-custom-provider)
- * [ ] Streaming ingestion on AWS \(Planned for Q4 2021\)
- * [ ] Streaming ingestion on GCP
+ * [x] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/creating-a-custom-provider)
+ * [ ] Streaming ingestion on AWS (Planned for Q4 2021)
+ * [ ] Streaming ingestion on GCP\
+
* **Feature Engineering**
- * [ ] On-demand Transformations \(Development in progress. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#)\)
- * [ ] Batch transformation \(SQL\)
- * [ ] Streaming transformation
+ * [x] On-demand Transformations (Alpha release. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#))
+ * [ ] Batch transformation (SQL)
+ * [ ] Streaming transformation\
+
* **Deployments**
- * [ ] AWS Lambda \(Development in progress. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit)\)
+ * [x] AWS Lambda (Alpha release. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit))
* [ ] Cloud Run
* [ ] Kubernetes
- * [ ] KNative
+ * [ ] KNative\
+
* **Feature Serving**
* [x] Python Client
- * [ ] REST Feature Server \(Python\) \(Development in progress. See [RFC](https://docs.google.com/document/d/1iXvFhAsJ5jgAhPOpTdB3j-Wj1S9x3Ev_Wr6ZpnLzER4/edit)\)
- * [ ] gRPC Feature Server \(Java\) \(See [\#1497](https://github.com/feast-dev/feast/issues/1497)\)
+ * [x] REST Feature Server (Python) (Alpha release. See [RFC](https://docs.google.com/document/d/1iXvFhAsJ5jgAhPOpTdB3j-Wj1S9x3Ev_Wr6ZpnLzER4/edit))
+ * [x] gRPC Feature Server (Java) (See [#1497](https://github.com/feast-dev/feast/issues/1497))
* [ ] Java Client
* [ ] Go Client
* [ ] Push API
* [ ] Delete API
- * [ ] Feature Logging \(for training\)
+ * [ ] Feature Logging (for training)\
+
* **Data Quality Management**
- * [ ] Data profiling and validation \(Great Expectations\) \(Planned for Q4 2021\)
+ * [ ] Data profiling and validation (Great Expectations) (Planned for Q4 2021)
* [ ] Metric production
* [ ] Training-serving skew detection
* [ ] Drift detection
- * [ ] Alerting
+ * [ ] Alerting\
+
* **Feature Discovery and Governance**
* [x] Python SDK for browsing feature registry
* [x] CLI for browsing feature registry
- * [x] Model-centric feature tracking \(feature services\)
+ * [x] Model-centric feature tracking (feature services)
* [ ] REST API for browsing feature registry
- * [ ] Feast Web UI \(Planned for Q4 2021\)
+ * [ ] Feast Web UI (Planned for Q4 2021)
* [ ] Feature versioning
* [ ] Amundsen integration
-
## 🎓 Important Resources
Please refer to the official documentation at [Documentation](https://docs.feast.dev/)
diff --git a/docs/roadmap.md b/docs/roadmap.md
index 0f59c04180..66f952eaab 100644
--- a/docs/roadmap.md
+++ b/docs/roadmap.md
@@ -10,7 +10,6 @@ The list below contains the functionality that contributors are planning to deve
* **Data Sources**
-
* [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
* [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
* [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)
diff --git a/infra/templates/README.md.jinja2 b/infra/templates/README.md.jinja2
index 993fd4cba4..641b1a75f5 100644
--- a/infra/templates/README.md.jinja2
+++ b/infra/templates/README.md.jinja2
@@ -20,7 +20,7 @@ Feast is an open source feature store for machine learning. Feast is the fastest
Please see our [documentation](https://docs.feast.dev/) for more information about the project.
## 📐 Architecture
-
+
The above architecture is the minimal Feast deployment. Want to run the full Feast on GCP/AWS? Click [here](https://docs.feast.dev/how-to-guides/feast-gcp-aws).