diff --git a/Makefile b/Makefile
index b44aaf0ee5a..613d6880559 100644
--- a/Makefile
+++ b/Makefile
@@ -331,6 +331,17 @@ test-python-universal-cassandra-no-cloud-providers:
 				not test_snowflake" \
  			sdk/python/tests
 
+test-python-universal-singlestore-online:
+	PYTHONPATH='.' \
+		FULL_REPO_CONFIGS_MODULE=sdk.python.feast.infra.online_stores.contrib.singlestore_repo_configuration \
+		PYTEST_PLUGINS=sdk.python.tests.integration.feature_repos.universal.online_store.singlestore \
+		python -m pytest -n 8 --integration \
+			-k "not test_universal_cli and \
+				not gcs_registry and \
+				not s3_registry and \
+				not test_snowflake" \
+			sdk/python/tests
+
 test-python-universal:
 	python -m pytest -n 8 --integration sdk/python/tests
 
diff --git a/docs/SUMMARY.md b/docs/SUMMARY.md
index 06c5edcc8b0..f55ab0d92fe 100644
--- a/docs/SUMMARY.md
+++ b/docs/SUMMARY.md
@@ -103,6 +103,7 @@
   * [Rockset (contrib)](reference/online-stores/rockset.md)
   * [Hazelcast (contrib)](reference/online-stores/hazelcast.md)
   * [ScyllaDB (contrib)](reference/online-stores/scylladb.md)
+  * [SingleStore (contrib)](reference/online-stores/singlestore.md)
 * [Providers](reference/providers/README.md)
   * [Local](reference/providers/local.md)
   * [Google Cloud Platform](reference/providers/google-cloud-platform.md)
diff --git a/docs/reference/online-stores/README.md b/docs/reference/online-stores/README.md
index b5f4eb8de89..0acf6701f92 100644
--- a/docs/reference/online-stores/README.md
+++ b/docs/reference/online-stores/README.md
@@ -64,4 +64,7 @@ Please see [Online Store](../../getting-started/architecture-and-components/onli
 
 {% content-ref url="remote.md" %}
 [remote.md](remote.md)
+
+{% content-ref url="singlestore.md" %}
+[singlestore.md](singlestore.md)
 {% endcontent-ref %}
diff --git a/docs/reference/online-stores/singlestore.md b/docs/reference/online-stores/singlestore.md
new file mode 100644
index 00000000000..1777787f227
--- /dev/null
+++ b/docs/reference/online-stores/singlestore.md
@@ -0,0 +1,51 @@
+# SingleStore online store (contrib)
+
+## Description
+
+The SingleStore online store provides support for materializing feature values into a SingleStore database for serving online features.
+
+## Getting started
+In order to use this online store, you'll need to run `pip install 'feast[singlestore]'`. You can get started by then running `feast init` and then setting the `feature_store.yaml` as described below.
+
+## Example
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+    type: singlestore
+    host: DB_HOST
+    port: DB_PORT
+    database: DB_NAME
+    user: DB_USERNAME
+    password: DB_PASSWORD
+```
+{% endcode %}
+
+## Functionality Matrix
+
+The set of functionality supported by online stores is described in detail [here](overview.md#functionality).
+Below is a matrix indicating which functionality is supported by the SingleStore online store.
+
+|                                                           | SingleStore  |
+| :-------------------------------------------------------- | :----------- |
+| write feature values to the online store                  | yes          |
+| read feature values from the online store                 | yes          |
+| update infrastructure (e.g. tables) in the online store   | yes          |
+| teardown infrastructure (e.g. tables) in the online store | yes          |
+| generate a plan of infrastructure changes                 | no           |
+| support for on-demand transforms                          | yes          |
+| readable by Python SDK                                    | yes          |
+| readable by Java                                          | no           |
+| readable by Go                                            | no           |
+| support for entityless feature views                      | yes          |
+| support for concurrent writing to the same key            | no           |
+| support for ttl (time to live) at retrieval               | no           |
+| support for deleting expired data                         | no           |
+| collocated by feature view                                | yes          |
+| collocated by feature service                             | no           |
+| collocated by entity key                                  | no           |
+
+To compare this set of functionality against other online stores, please see the full [functionality matrix](overview.md#functionality-matrix).
diff --git a/sdk/python/docs/source/feast.embedded_go.rst b/sdk/python/docs/source/feast.embedded_go.rst
new file mode 100644
index 00000000000..3b18d280ab0
--- /dev/null
+++ b/sdk/python/docs/source/feast.embedded_go.rst
@@ -0,0 +1,29 @@
+feast.embedded\_go package
+==========================
+
+Submodules
+----------
+
+feast.embedded\_go.online\_features\_service module
+---------------------------------------------------
+
+.. automodule:: feast.embedded_go.online_features_service
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.embedded\_go.type\_map module
+-----------------------------------
+
+.. automodule:: feast.embedded_go.type_map
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.embedded_go
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.contrib.rst b/sdk/python/docs/source/feast.infra.contrib.rst
new file mode 100644
index 00000000000..7b2fa3cc9c5
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.contrib.rst
@@ -0,0 +1,45 @@
+feast.infra.contrib package
+===========================
+
+Submodules
+----------
+
+feast.infra.contrib.azure\_provider module
+------------------------------------------
+
+.. automodule:: feast.infra.contrib.azure_provider
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.contrib.grpc\_server module
+---------------------------------------
+
+.. automodule:: feast.infra.contrib.grpc_server
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.contrib.spark\_kafka\_processor module
+--------------------------------------------------
+
+.. automodule:: feast.infra.contrib.spark_kafka_processor
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.contrib.stream\_processor module
+--------------------------------------------
+
+.. automodule:: feast.infra.contrib.stream_processor
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.contrib
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.feature_servers.aws_lambda.rst b/sdk/python/docs/source/feast.infra.feature_servers.aws_lambda.rst
new file mode 100644
index 00000000000..de90bfc0002
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.feature_servers.aws_lambda.rst
@@ -0,0 +1,29 @@
+feast.infra.feature\_servers.aws\_lambda package
+================================================
+
+Submodules
+----------
+
+feast.infra.feature\_servers.aws\_lambda.app module
+---------------------------------------------------
+
+.. automodule:: feast.infra.feature_servers.aws_lambda.app
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.feature\_servers.aws\_lambda.config module
+------------------------------------------------------
+
+.. automodule:: feast.infra.feature_servers.aws_lambda.config
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.feature_servers.aws_lambda
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.feature_servers.gcp_cloudrun.rst b/sdk/python/docs/source/feast.infra.feature_servers.gcp_cloudrun.rst
new file mode 100644
index 00000000000..f7fdaf5b361
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.feature_servers.gcp_cloudrun.rst
@@ -0,0 +1,29 @@
+feast.infra.feature\_servers.gcp\_cloudrun package
+==================================================
+
+Submodules
+----------
+
+feast.infra.feature\_servers.gcp\_cloudrun.app module
+-----------------------------------------------------
+
+.. automodule:: feast.infra.feature_servers.gcp_cloudrun.app
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.feature\_servers.gcp\_cloudrun.config module
+--------------------------------------------------------
+
+.. automodule:: feast.infra.feature_servers.gcp_cloudrun.config
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.feature_servers.gcp_cloudrun
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.feature_servers.local_process.rst b/sdk/python/docs/source/feast.infra.feature_servers.local_process.rst
new file mode 100644
index 00000000000..003b9dcb2ee
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.feature_servers.local_process.rst
@@ -0,0 +1,21 @@
+feast.infra.feature\_servers.local\_process package
+===================================================
+
+Submodules
+----------
+
+feast.infra.feature\_servers.local\_process.config module
+---------------------------------------------------------
+
+.. automodule:: feast.infra.feature_servers.local_process.config
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.feature_servers.local_process
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.feature_servers.multicloud.rst b/sdk/python/docs/source/feast.infra.feature_servers.multicloud.rst
new file mode 100644
index 00000000000..9d34623f562
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.feature_servers.multicloud.rst
@@ -0,0 +1,10 @@
+feast.infra.feature\_servers.multicloud package
+===============================================
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.feature_servers.multicloud
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.feature_servers.rst b/sdk/python/docs/source/feast.infra.feature_servers.rst
new file mode 100644
index 00000000000..334b5859053
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.feature_servers.rst
@@ -0,0 +1,32 @@
+feast.infra.feature\_servers package
+====================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   feast.infra.feature_servers.aws_lambda
+   feast.infra.feature_servers.gcp_cloudrun
+   feast.infra.feature_servers.local_process
+   feast.infra.feature_servers.multicloud
+
+Submodules
+----------
+
+feast.infra.feature\_servers.base\_config module
+------------------------------------------------
+
+.. automodule:: feast.infra.feature_servers.base_config
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.feature_servers
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.materialization.contrib.rst b/sdk/python/docs/source/feast.infra.materialization.contrib.rst
index f9d77006610..e1dcba67a89 100644
--- a/sdk/python/docs/source/feast.infra.materialization.contrib.rst
+++ b/sdk/python/docs/source/feast.infra.materialization.contrib.rst
@@ -1,10 +1,10 @@
 feast.infra.materialization.contrib package
-==========================================
+===========================================
 
-Subpackages
------------
+Module contents
+---------------
 
-.. toctree::
-   :maxdepth: 4
-
-   feast.infra.materialization.contrib.bytewax
+.. automodule:: feast.infra.materialization.contrib
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.materialization.kubernetes.rst b/sdk/python/docs/source/feast.infra.materialization.kubernetes.rst
new file mode 100644
index 00000000000..abb0d61c0f4
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.materialization.kubernetes.rst
@@ -0,0 +1,45 @@
+feast.infra.materialization.kubernetes package
+==============================================
+
+Submodules
+----------
+
+feast.infra.materialization.kubernetes.k8s\_materialization\_engine module
+--------------------------------------------------------------------------
+
+.. automodule:: feast.infra.materialization.kubernetes.k8s_materialization_engine
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.materialization.kubernetes.k8s\_materialization\_job module
+-----------------------------------------------------------------------
+
+.. automodule:: feast.infra.materialization.kubernetes.k8s_materialization_job
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.materialization.kubernetes.k8s\_materialization\_task module
+------------------------------------------------------------------------
+
+.. automodule:: feast.infra.materialization.kubernetes.k8s_materialization_task
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.materialization.kubernetes.main module
+--------------------------------------------------
+
+.. automodule:: feast.infra.materialization.kubernetes.main
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.materialization.kubernetes
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.materialization.rst b/sdk/python/docs/source/feast.infra.materialization.rst
index 6e526c367cd..30054b6dd3a 100644
--- a/sdk/python/docs/source/feast.infra.materialization.rst
+++ b/sdk/python/docs/source/feast.infra.materialization.rst
@@ -7,7 +7,8 @@ Subpackages
 .. toctree::
    :maxdepth: 4
 
-   feast.infra.materialization.lambda
+   feast.infra.materialization.contrib
+   feast.infra.materialization.kubernetes
 
 Submodules
 ----------
diff --git a/sdk/python/docs/source/feast.infra.offline_stores.rst b/sdk/python/docs/source/feast.infra.offline_stores.rst
index 7949c9efb32..2407320d225 100644
--- a/sdk/python/docs/source/feast.infra.offline_stores.rst
+++ b/sdk/python/docs/source/feast.infra.offline_stores.rst
@@ -28,6 +28,14 @@ feast.infra.offline\_stores.bigquery\_source module
    :undoc-members:
    :show-inheritance:
 
+feast.infra.offline\_stores.duckdb module
+-----------------------------------------
+
+.. automodule:: feast.infra.offline_stores.duckdb
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.infra.offline\_stores.file module
 ---------------------------------------
 
@@ -44,6 +52,14 @@ feast.infra.offline\_stores.file\_source module
    :undoc-members:
    :show-inheritance:
 
+feast.infra.offline\_stores.ibis module
+---------------------------------------
+
+.. automodule:: feast.infra.offline_stores.ibis
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.infra.offline\_stores.offline\_store module
 -------------------------------------------------
 
diff --git a/sdk/python/docs/source/feast.infra.online_stores.contrib.ikv_online_store.rst b/sdk/python/docs/source/feast.infra.online_stores.contrib.ikv_online_store.rst
new file mode 100644
index 00000000000..e7f858d1cf4
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.online_stores.contrib.ikv_online_store.rst
@@ -0,0 +1,21 @@
+feast.infra.online\_stores.contrib.ikv\_online\_store package
+=============================================================
+
+Submodules
+----------
+
+feast.infra.online\_stores.contrib.ikv\_online\_store.ikv module
+----------------------------------------------------------------
+
+.. automodule:: feast.infra.online_stores.contrib.ikv_online_store.ikv
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.online_stores.contrib.ikv_online_store
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.online_stores.contrib.rst b/sdk/python/docs/source/feast.infra.online_stores.contrib.rst
index b6c8a404ee4..9d301fcd0de 100644
--- a/sdk/python/docs/source/feast.infra.online_stores.contrib.rst
+++ b/sdk/python/docs/source/feast.infra.online_stores.contrib.rst
@@ -10,6 +10,7 @@ Subpackages
    feast.infra.online_stores.contrib.cassandra_online_store
    feast.infra.online_stores.contrib.hazelcast_online_store
    feast.infra.online_stores.contrib.hbase_online_store
+   feast.infra.online_stores.contrib.ikv_online_store
    feast.infra.online_stores.contrib.mysql_online_store
    feast.infra.online_stores.contrib.rockset_online_store
 
@@ -24,6 +25,22 @@ feast.infra.online\_stores.contrib.cassandra\_repo\_configuration module
    :undoc-members:
    :show-inheritance:
 
+feast.infra.online\_stores.contrib.elasticsearch module
+-------------------------------------------------------
+
+.. automodule:: feast.infra.online_stores.contrib.elasticsearch
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.infra.online\_stores.contrib.elasticsearch\_repo\_configuration module
+----------------------------------------------------------------------------
+
+.. automodule:: feast.infra.online_stores.contrib.elasticsearch_repo_configuration
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.infra.online\_stores.contrib.hazelcast\_repo\_configuration module
 ------------------------------------------------------------------------
 
@@ -48,6 +65,14 @@ feast.infra.online\_stores.contrib.mysql\_repo\_configuration module
    :undoc-members:
    :show-inheritance:
 
+feast.infra.online\_stores.contrib.pgvector\_repo\_configuration module
+-----------------------------------------------------------------------
+
+.. automodule:: feast.infra.online_stores.contrib.pgvector_repo_configuration
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.infra.online\_stores.contrib.postgres module
 --------------------------------------------------
 
@@ -64,10 +89,10 @@ feast.infra.online\_stores.contrib.postgres\_repo\_configuration module
    :undoc-members:
    :show-inheritance:
 
-feast.infra.online\_stores.contrib.rockset\_repo\_configuration module
-----------------------------------------------------------------------
+feast.infra.online\_stores.contrib.singlestore\_repo\_configuration module
+--------------------------------------------------------------------------
 
-.. automodule:: feast.infra.online_stores.contrib.rockset_repo_configuration
+.. automodule:: feast.infra.online_stores.contrib.singlestore_repo_configuration
    :members:
    :undoc-members:
    :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.registry.contrib.azure.rst b/sdk/python/docs/source/feast.infra.registry.contrib.azure.rst
new file mode 100644
index 00000000000..f9280925ad3
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.registry.contrib.azure.rst
@@ -0,0 +1,21 @@
+feast.infra.registry.contrib.azure package
+==========================================
+
+Submodules
+----------
+
+feast.infra.registry.contrib.azure.azure\_registry\_store module
+----------------------------------------------------------------
+
+.. automodule:: feast.infra.registry.contrib.azure.azure_registry_store
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.registry.contrib.azure
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.registry.contrib.postgres.rst b/sdk/python/docs/source/feast.infra.registry.contrib.postgres.rst
new file mode 100644
index 00000000000..3f319908057
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.registry.contrib.postgres.rst
@@ -0,0 +1,21 @@
+feast.infra.registry.contrib.postgres package
+=============================================
+
+Submodules
+----------
+
+feast.infra.registry.contrib.postgres.postgres\_registry\_store module
+----------------------------------------------------------------------
+
+.. automodule:: feast.infra.registry.contrib.postgres.postgres_registry_store
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.registry.contrib.postgres
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.registry.contrib.rst b/sdk/python/docs/source/feast.infra.registry.contrib.rst
new file mode 100644
index 00000000000..44b89736adb
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.registry.contrib.rst
@@ -0,0 +1,19 @@
+feast.infra.registry.contrib package
+====================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   feast.infra.registry.contrib.azure
+   feast.infra.registry.contrib.postgres
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.registry.contrib
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.registry.rst b/sdk/python/docs/source/feast.infra.registry.rst
index 7a2d9689975..26f459fe71b 100644
--- a/sdk/python/docs/source/feast.infra.registry.rst
+++ b/sdk/python/docs/source/feast.infra.registry.rst
@@ -1,6 +1,14 @@
 feast.infra.registry package
 ============================
 
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   feast.infra.registry.contrib
+
 Submodules
 ----------
 
@@ -12,6 +20,14 @@ feast.infra.registry.base\_registry module
    :undoc-members:
    :show-inheritance:
 
+feast.infra.registry.caching\_registry module
+---------------------------------------------
+
+.. automodule:: feast.infra.registry.caching_registry
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.infra.registry.file module
 --------------------------------
 
@@ -28,6 +44,14 @@ feast.infra.registry.gcs module
    :undoc-members:
    :show-inheritance:
 
+feast.infra.registry.proto\_registry\_utils module
+--------------------------------------------------
+
+.. automodule:: feast.infra.registry.proto_registry_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.infra.registry.registry module
 ------------------------------------
 
@@ -44,6 +68,14 @@ feast.infra.registry.registry\_store module
    :undoc-members:
    :show-inheritance:
 
+feast.infra.registry.remote module
+----------------------------------
+
+.. automodule:: feast.infra.registry.remote
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.infra.registry.s3 module
 ------------------------------
 
@@ -52,6 +84,14 @@ feast.infra.registry.s3 module
    :undoc-members:
    :show-inheritance:
 
+feast.infra.registry.snowflake module
+-------------------------------------
+
+.. automodule:: feast.infra.registry.snowflake
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.infra.registry.sql module
 -------------------------------
 
diff --git a/sdk/python/docs/source/feast.infra.rst b/sdk/python/docs/source/feast.infra.rst
index 50e1f37f1c6..a1dfc864926 100644
--- a/sdk/python/docs/source/feast.infra.rst
+++ b/sdk/python/docs/source/feast.infra.rst
@@ -7,6 +7,9 @@ Subpackages
 .. toctree::
    :maxdepth: 4
 
+   feast.infra.contrib
+   feast.infra.feature_servers
+   feast.infra.materialization
    feast.infra.offline_stores
    feast.infra.online_stores
    feast.infra.registry
diff --git a/sdk/python/docs/source/feast.infra.utils.rst b/sdk/python/docs/source/feast.infra.utils.rst
index e4116e7a172..083259bfaae 100644
--- a/sdk/python/docs/source/feast.infra.utils.rst
+++ b/sdk/python/docs/source/feast.infra.utils.rst
@@ -8,6 +8,7 @@ Subpackages
    :maxdepth: 4
 
    feast.infra.utils.postgres
+   feast.infra.utils.snowflake
 
 Submodules
 ----------
diff --git a/sdk/python/docs/source/feast.infra.utils.snowflake.registry.rst b/sdk/python/docs/source/feast.infra.utils.snowflake.registry.rst
new file mode 100644
index 00000000000..17605e61c32
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.utils.snowflake.registry.rst
@@ -0,0 +1,10 @@
+feast.infra.utils.snowflake.registry package
+============================================
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.utils.snowflake.registry
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.utils.snowflake.rst b/sdk/python/docs/source/feast.infra.utils.snowflake.rst
new file mode 100644
index 00000000000..4dca045ab75
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.utils.snowflake.rst
@@ -0,0 +1,30 @@
+feast.infra.utils.snowflake package
+===================================
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   feast.infra.utils.snowflake.registry
+   feast.infra.utils.snowflake.snowpark
+
+Submodules
+----------
+
+feast.infra.utils.snowflake.snowflake\_utils module
+---------------------------------------------------
+
+.. automodule:: feast.infra.utils.snowflake.snowflake_utils
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.utils.snowflake
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.infra.utils.snowflake.snowpark.rst b/sdk/python/docs/source/feast.infra.utils.snowflake.snowpark.rst
new file mode 100644
index 00000000000..81ffbfebf75
--- /dev/null
+++ b/sdk/python/docs/source/feast.infra.utils.snowflake.snowpark.rst
@@ -0,0 +1,21 @@
+feast.infra.utils.snowflake.snowpark package
+============================================
+
+Submodules
+----------
+
+feast.infra.utils.snowflake.snowpark.snowflake\_udfs module
+-----------------------------------------------------------
+
+.. automodule:: feast.infra.utils.snowflake.snowpark.snowflake_udfs
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.infra.utils.snowflake.snowpark
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.protos.feast.core.rst b/sdk/python/docs/source/feast.protos.feast.core.rst
index 5da16d2a267..a8691c20feb 100644
--- a/sdk/python/docs/source/feast.protos.feast.core.rst
+++ b/sdk/python/docs/source/feast.protos.feast.core.rst
@@ -292,6 +292,22 @@ feast.protos.feast.core.StreamFeatureView\_pb2\_grpc module
    :undoc-members:
    :show-inheritance:
 
+feast.protos.feast.core.Transformation\_pb2 module
+--------------------------------------------------
+
+.. automodule:: feast.protos.feast.core.Transformation_pb2
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.protos.feast.core.Transformation\_pb2\_grpc module
+--------------------------------------------------------
+
+.. automodule:: feast.protos.feast.core.Transformation_pb2_grpc
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.protos.feast.core.ValidationProfile\_pb2 module
 -----------------------------------------------------
 
diff --git a/sdk/python/docs/source/feast.protos.feast.registry.rst b/sdk/python/docs/source/feast.protos.feast.registry.rst
new file mode 100644
index 00000000000..07d0d1420f3
--- /dev/null
+++ b/sdk/python/docs/source/feast.protos.feast.registry.rst
@@ -0,0 +1,29 @@
+feast.protos.feast.registry package
+===================================
+
+Submodules
+----------
+
+feast.protos.feast.registry.RegistryServer\_pb2 module
+------------------------------------------------------
+
+.. automodule:: feast.protos.feast.registry.RegistryServer_pb2
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.protos.feast.registry.RegistryServer\_pb2\_grpc module
+------------------------------------------------------------
+
+.. automodule:: feast.protos.feast.registry.RegistryServer_pb2_grpc
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.protos.feast.registry
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/docs/source/feast.protos.feast.rst b/sdk/python/docs/source/feast.protos.feast.rst
index f519165db8e..6a50967670f 100644
--- a/sdk/python/docs/source/feast.protos.feast.rst
+++ b/sdk/python/docs/source/feast.protos.feast.rst
@@ -8,6 +8,7 @@ Subpackages
    :maxdepth: 4
 
    feast.protos.feast.core
+   feast.protos.feast.registry
    feast.protos.feast.serving
    feast.protos.feast.storage
    feast.protos.feast.types
diff --git a/sdk/python/docs/source/feast.protos.feast.serving.rst b/sdk/python/docs/source/feast.protos.feast.serving.rst
index 792335b189d..fccea892be0 100644
--- a/sdk/python/docs/source/feast.protos.feast.serving.rst
+++ b/sdk/python/docs/source/feast.protos.feast.serving.rst
@@ -20,6 +20,22 @@ feast.protos.feast.serving.Connector\_pb2\_grpc module
    :undoc-members:
    :show-inheritance:
 
+feast.protos.feast.serving.GrpcServer\_pb2 module
+-------------------------------------------------
+
+.. automodule:: feast.protos.feast.serving.GrpcServer_pb2
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.protos.feast.serving.GrpcServer\_pb2\_grpc module
+-------------------------------------------------------
+
+.. automodule:: feast.protos.feast.serving.GrpcServer_pb2_grpc
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.protos.feast.serving.ServingService\_pb2 module
 -----------------------------------------------------
 
diff --git a/sdk/python/docs/source/feast.rst b/sdk/python/docs/source/feast.rst
index 4730fdf725d..400b29b8172 100644
--- a/sdk/python/docs/source/feast.rst
+++ b/sdk/python/docs/source/feast.rst
@@ -9,9 +9,11 @@ Subpackages
 
    feast.diff
    feast.dqm
+   feast.embedded_go
    feast.infra
    feast.loaders
    feast.protos
+   feast.transformation
    feast.ui
 
 Submodules
@@ -241,6 +243,14 @@ feast.proto\_json module
    :undoc-members:
    :show-inheritance:
 
+feast.registry\_server module
+-----------------------------
+
+.. automodule:: feast.registry_server
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.repo\_config module
 -------------------------
 
@@ -265,14 +275,6 @@ feast.repo\_operations module
    :undoc-members:
    :show-inheritance:
 
-feast.repo\_upgrade module
---------------------------
-
-.. automodule:: feast.repo_upgrade
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
 feast.saved\_dataset module
 ---------------------------
 
diff --git a/sdk/python/docs/source/feast.transformation.rst b/sdk/python/docs/source/feast.transformation.rst
new file mode 100644
index 00000000000..ef2278fa92b
--- /dev/null
+++ b/sdk/python/docs/source/feast.transformation.rst
@@ -0,0 +1,37 @@
+feast.transformation package
+============================
+
+Submodules
+----------
+
+feast.transformation.pandas\_transformation module
+--------------------------------------------------
+
+.. automodule:: feast.transformation.pandas_transformation
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.transformation.python\_transformation module
+--------------------------------------------------
+
+.. automodule:: feast.transformation.python_transformation
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+feast.transformation.substrait\_transformation module
+-----------------------------------------------------
+
+.. automodule:: feast.transformation.substrait_transformation
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: feast.transformation
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/sdk/python/feast/infra/online_stores/contrib/singlestore_online_store/singlestore.py b/sdk/python/feast/infra/online_stores/contrib/singlestore_online_store/singlestore.py
new file mode 100644
index 00000000000..e17a059c1a8
--- /dev/null
+++ b/sdk/python/feast/infra/online_stores/contrib/singlestore_online_store/singlestore.py
@@ -0,0 +1,235 @@
+from __future__ import absolute_import
+
+from collections import defaultdict
+from datetime import datetime
+from typing import Any, Callable, Dict, List, Literal, Optional, Sequence, Tuple
+
+import pytz
+import singlestoredb
+from pydantic import StrictStr
+from singlestoredb.connection import Connection, Cursor
+from singlestoredb.exceptions import InterfaceError
+
+from feast import Entity, FeatureView, RepoConfig
+from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.online_stores.online_store import OnlineStore
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import FeastConfigBaseModel
+
+
+class SingleStoreOnlineStoreConfig(FeastConfigBaseModel):
+    """
+    Configuration for the SingleStore online store.
+    NOTE: The class *must* end with the `OnlineStoreConfig` suffix.
+    """
+
+    type: Literal["singlestore"] = "singlestore"
+
+    host: Optional[StrictStr] = None
+    user: Optional[StrictStr] = None
+    password: Optional[StrictStr] = None
+    database: Optional[StrictStr] = None
+    port: Optional[int] = None
+
+
+class SingleStoreOnlineStore(OnlineStore):
+    """
+    An online store implementation that uses SingleStore.
+    NOTE: The class *must* end with the `OnlineStore` suffix.
+    """
+
+    _conn: Optional[Connection] = None
+
+    def _init_conn(self, config: RepoConfig) -> Connection:
+        online_store_config = config.online_store
+        assert isinstance(online_store_config, SingleStoreOnlineStoreConfig)
+        return singlestoredb.connect(
+            host=online_store_config.host or "127.0.0.1",
+            user=online_store_config.user or "test",
+            password=online_store_config.password or "test",
+            database=online_store_config.database or "feast",
+            port=online_store_config.port or 3306,
+            autocommit=True,
+        )
+
+    def _get_cursor(self, config: RepoConfig) -> Any:
+        # This will try to reconnect also.
+        # In case it fails, we will have to create a new connection.
+        if not self._conn:
+            self._conn = self._init_conn(config)
+        try:
+            self._conn.ping(reconnect=True)
+        except InterfaceError:
+            self._conn = self._init_conn(config)
+        return self._conn.cursor()
+
+    def online_write_batch(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        data: List[
+            Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]
+        ],
+        progress: Optional[Callable[[int], Any]],
+    ) -> None:
+        project = config.project
+        with self._get_cursor(config) as cur:
+            insert_values = []
+            for entity_key, values, timestamp, created_ts in data:
+                entity_key_bin = serialize_entity_key(
+                    entity_key,
+                    entity_key_serialization_version=2,
+                ).hex()
+                timestamp = _to_naive_utc(timestamp)
+                if created_ts is not None:
+                    created_ts = _to_naive_utc(created_ts)
+
+                for feature_name, val in values.items():
+                    insert_values.append(
+                        (
+                            entity_key_bin,
+                            feature_name,
+                            val.SerializeToString(),
+                            timestamp,
+                            created_ts,
+                        )
+                    )
+            # Control the batch so that we can update the progress
+            batch_size = 50000
+            for i in range(0, len(insert_values), batch_size):
+                current_batch = insert_values[i : i + batch_size]
+                cur.executemany(
+                    f"""
+                    INSERT INTO {_table_id(project, table)}
+                    (entity_key, feature_name, value, event_ts, created_ts)
+                    values (%s, %s, %s, %s, %s)
+                    ON DUPLICATE KEY UPDATE
+                    value = VALUES(value),
+                    event_ts = VALUES(event_ts),
+                    created_ts = VALUES(created_ts);
+                    """,
+                    current_batch,
+                )
+                if progress:
+                    progress(len(current_batch))
+
+    def online_read(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        entity_keys: List[EntityKeyProto],
+        requested_features: Optional[List[str]] = None,
+    ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
+        project = config.project
+        result: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
+        with self._get_cursor(config) as cur:
+            keys = []
+            for entity_key in entity_keys:
+                keys.append(
+                    serialize_entity_key(
+                        entity_key,
+                        entity_key_serialization_version=2,
+                    ).hex()
+                )
+
+            if not requested_features:
+                entity_key_placeholders = ",".join(["%s" for _ in keys])
+                cur.execute(
+                    f"""
+                    SELECT entity_key, feature_name, value, event_ts FROM {_table_id(project, table)}
+                    WHERE entity_key IN ({entity_key_placeholders})
+                    ORDER BY event_ts;
+                    """,
+                    tuple(keys),
+                )
+            else:
+                entity_key_placeholders = ",".join(["%s" for _ in keys])
+                requested_features_placeholders = ",".join(
+                    ["%s" for _ in requested_features]
+                )
+                cur.execute(
+                    f"""
+                    SELECT entity_key, feature_name, value, event_ts FROM {_table_id(project, table)}
+                    WHERE entity_key IN ({entity_key_placeholders}) and feature_name IN ({requested_features_placeholders})
+                    ORDER BY event_ts;
+                    """,
+                    tuple(keys + requested_features),
+                )
+            rows = cur.fetchall() or []
+
+            # Since we don't know the order returned from MySQL we'll need
+            # to construct a dict to be able to quickly look up the correct row
+            # when we iterate through the keys since they are in the correct order
+            values_dict = defaultdict(list)
+            for row in rows:
+                values_dict[row[0]].append(row[1:])
+
+            for key in keys:
+                if key in values_dict:
+                    key_values = values_dict[key]
+                    res = {}
+                    res_ts: Optional[datetime] = None
+                    for feature_name, value_bin, event_ts in key_values:
+                        val = ValueProto()
+                        val.ParseFromString(bytes(value_bin))
+                        res[feature_name] = val
+                        res_ts = event_ts
+                    result.append((res_ts, res))
+                else:
+                    result.append((None, None))
+            return result
+
+    def update(
+        self,
+        config: RepoConfig,
+        tables_to_delete: Sequence[FeatureView],
+        tables_to_keep: Sequence[FeatureView],
+        entities_to_delete: Sequence[Entity],
+        entities_to_keep: Sequence[Entity],
+        partial: bool,
+    ) -> None:
+        project = config.project
+        with self._get_cursor(config) as cur:
+            # We don't create any special state for the entities in this implementation.
+            for table in tables_to_keep:
+                cur.execute(
+                    f"""CREATE TABLE IF NOT EXISTS {_table_id(project, table)} (entity_key VARCHAR(512),
+                    feature_name VARCHAR(256),
+                    value BLOB,
+                    event_ts timestamp NULL DEFAULT NULL,
+                    created_ts timestamp NULL DEFAULT NULL,
+                    PRIMARY KEY(entity_key, feature_name),
+                    INDEX {_table_id(project, table)}_ek (entity_key))"""
+                )
+
+            for table in tables_to_delete:
+                _drop_table_and_index(cur, project, table)
+
+    def teardown(
+        self,
+        config: RepoConfig,
+        tables: Sequence[FeatureView],
+        entities: Sequence[Entity],
+    ) -> None:
+        project = config.project
+        with self._get_cursor(config) as cur:
+            for table in tables:
+                _drop_table_and_index(cur, project, table)
+
+
+def _drop_table_and_index(cur: Cursor, project: str, table: FeatureView) -> None:
+    table_name = _table_id(project, table)
+    cur.execute(f"DROP INDEX {table_name}_ek ON {table_name};")
+    cur.execute(f"DROP TABLE IF EXISTS {table_name}")
+
+
+def _table_id(project: str, table: FeatureView) -> str:
+    return f"{project}_{table.name}"
+
+
+def _to_naive_utc(ts: datetime) -> datetime:
+    if ts.tzinfo is None:
+        return ts
+    else:
+        return ts.astimezone(pytz.utc).replace(tzinfo=None)
diff --git a/sdk/python/feast/infra/online_stores/contrib/singlestore_repo_configuration.py b/sdk/python/feast/infra/online_stores/contrib/singlestore_repo_configuration.py
new file mode 100644
index 00000000000..2debe0f0ee1
--- /dev/null
+++ b/sdk/python/feast/infra/online_stores/contrib/singlestore_repo_configuration.py
@@ -0,0 +1,10 @@
+from tests.integration.feature_repos.integration_test_repo_config import (
+    IntegrationTestRepoConfig,
+)
+from tests.integration.feature_repos.universal.online_store.singlestore import (
+    SingleStoreOnlineStoreCreator,
+)
+
+FULL_REPO_CONFIGS = [
+    IntegrationTestRepoConfig(online_store_creator=SingleStoreOnlineStoreCreator),
+]
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index d5b3160b566..c69469d7696 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -65,6 +65,7 @@
     "ikv": "feast.infra.online_stores.contrib.ikv_online_store.ikv.IKVOnlineStore",
     "elasticsearch": "feast.infra.online_stores.contrib.elasticsearch.ElasticSearchOnlineStore",
     "remote": "feast.infra.online_stores.remote.RemoteOnlineStore",
+    "singlestore": "feast.infra.online_stores.contrib.singlestore_online_store.singlestore.SingleStoreOnlineStore",
 }
 
 OFFLINE_STORE_CLASS_FOR_TYPE = {
diff --git a/sdk/python/requirements/py3.10-ci-requirements.txt b/sdk/python/requirements/py3.10-ci-requirements.txt
index 3a9a11953fd..5e89b48bc84 100644
--- a/sdk/python/requirements/py3.10-ci-requirements.txt
+++ b/sdk/python/requirements/py3.10-ci-requirements.txt
@@ -1,7 +1,6 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile --system --no-strip-extras setup.py --extra ci --output-file sdk/python/requirements/py3.10-ci-requirements.txt
 aiobotocore==2.13.0
-    # via feast (setup.py)
 aiohttp==3.9.5
     # via aiobotocore
 aioitertools==0.11.0
@@ -20,8 +19,6 @@ anyio==4.3.0
     #   jupyter-server
     #   starlette
     #   watchfiles
-appnope==0.1.4
-    # via ipykernel
 argon2-cffi==23.1.0
     # via jupyter-server
 argon2-cffi-bindings==21.2.0
@@ -31,7 +28,6 @@ arrow==1.3.0
 asn1crypto==1.5.1
     # via snowflake-connector-python
 assertpy==1.1
-    # via feast (setup.py)
 asttokens==2.4.1
     # via stack-data
 async-lru==2.0.4
@@ -52,9 +48,7 @@ azure-core==1.30.1
     #   azure-identity
     #   azure-storage-blob
 azure-identity==1.16.0
-    # via feast (setup.py)
 azure-storage-blob==12.20.0
-    # via feast (setup.py)
 babel==2.15.0
     # via
     #   jupyterlab-server
@@ -66,9 +60,7 @@ bidict==0.23.1
 bleach==6.1.0
     # via nbconvert
 boto3==1.34.99
-    # via
-    #   feast (setup.py)
-    #   moto
+    # via moto
 botocore==1.34.99
     # via
     #   aiobotocore
@@ -77,14 +69,13 @@ botocore==1.34.99
     #   s3transfer
 build==1.2.1
     # via
-    #   feast (setup.py)
     #   pip-tools
+    #   singlestoredb
 cachecontrol==0.14.0
     # via firebase-admin
 cachetools==5.3.3
     # via google-auth
 cassandra-driver==3.29.1
-    # via feast (setup.py)
 certifi==2024.2.2
     # via
     #   elastic-transport
@@ -107,7 +98,6 @@ charset-normalizer==3.3.2
     #   snowflake-connector-python
 click==8.1.7
     # via
-    #   feast (setup.py)
     #   dask
     #   geomet
     #   great-expectations
@@ -117,9 +107,7 @@ click==8.1.7
 cloudpickle==3.0.0
     # via dask
 colorama==0.4.6
-    # via
-    #   feast (setup.py)
-    #   great-expectations
+    # via great-expectations
 comm==0.2.2
     # via
     #   ipykernel
@@ -128,7 +116,6 @@ coverage[toml]==7.5.3
     # via pytest-cov
 cryptography==42.0.7
     # via
-    #   feast (setup.py)
     #   azure-identity
     #   azure-storage-blob
     #   great-expectations
@@ -140,9 +127,7 @@ cryptography==42.0.7
     #   types-pyopenssl
     #   types-redis
 dask[dataframe]==2024.5.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 dask-expr==1.1.0
     # via dask
 db-dtypes==1.2.0
@@ -154,17 +139,13 @@ decorator==5.1.1
 defusedxml==0.7.1
     # via nbconvert
 deltalake==0.17.3
-    # via feast (setup.py)
 dill==0.3.8
-    # via feast (setup.py)
 distlib==0.3.8
     # via virtualenv
 dnspython==2.6.1
     # via email-validator
 docker==7.1.0
-    # via
-    #   feast (setup.py)
-    #   testcontainers
+    # via testcontainers
 docutils==0.19
     # via sphinx
 duckdb==0.10.3
@@ -176,7 +157,6 @@ duckdb-engine==0.12.1
 elastic-transport==8.13.1
     # via elasticsearch
 elasticsearch==8.13.2
-    # via feast (setup.py)
 email-validator==2.1.1
     # via fastapi
 entrypoints==0.4
@@ -191,9 +171,7 @@ execnet==2.1.1
 executing==2.0.1
     # via stack-data
 fastapi==0.111.0
-    # via
-    #   feast (setup.py)
-    #   fastapi-cli
+    # via fastapi-cli
 fastapi-cli==0.0.2
     # via fastapi
 fastjsonschema==2.19.1
@@ -203,7 +181,6 @@ filelock==3.14.0
     #   snowflake-connector-python
     #   virtualenv
 firebase-admin==5.4.0
-    # via feast (setup.py)
 fqdn==1.5.1
     # via jsonschema
 frozenlist==1.4.1
@@ -211,16 +188,13 @@ frozenlist==1.4.1
     #   aiohttp
     #   aiosignal
 fsspec==2023.12.2
-    # via
-    #   feast (setup.py)
-    #   dask
+    # via dask
 geojson==2.5.0
     # via rockset
 geomet==0.2.1.post1
     # via cassandra-driver
 google-api-core[grpc]==2.19.0
     # via
-    #   feast (setup.py)
     #   firebase-admin
     #   google-api-python-client
     #   google-cloud-bigquery
@@ -245,11 +219,8 @@ google-auth==2.29.0
 google-auth-httplib2==0.2.0
     # via google-api-python-client
 google-cloud-bigquery[pandas]==3.12.0
-    # via feast (setup.py)
 google-cloud-bigquery-storage==2.25.0
-    # via feast (setup.py)
 google-cloud-bigtable==2.23.1
-    # via feast (setup.py)
 google-cloud-core==2.4.1
     # via
     #   google-cloud-bigquery
@@ -258,13 +229,10 @@ google-cloud-core==2.4.1
     #   google-cloud-firestore
     #   google-cloud-storage
 google-cloud-datastore==2.19.0
-    # via feast (setup.py)
 google-cloud-firestore==2.16.0
     # via firebase-admin
 google-cloud-storage==2.16.0
-    # via
-    #   feast (setup.py)
-    #   firebase-admin
+    # via firebase-admin
 google-crc32c==1.5.0
     # via
     #   google-cloud-storage
@@ -275,17 +243,16 @@ google-resumable-media==2.7.0
     #   google-cloud-storage
 googleapis-common-protos[grpc]==1.63.0
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
 great-expectations==0.18.15
-    # via feast (setup.py)
+greenlet==3.0.3
+    # via sqlalchemy
 grpc-google-iam-v1==0.13.0
     # via google-cloud-bigtable
 grpcio==1.64.0
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   google-cloud-bigquery
     #   googleapis-common-protos
@@ -296,27 +263,19 @@ grpcio==1.64.0
     #   grpcio-testing
     #   grpcio-tools
 grpcio-health-checking==1.62.2
-    # via feast (setup.py)
 grpcio-reflection==1.62.2
-    # via feast (setup.py)
 grpcio-status==1.62.2
     # via google-api-core
 grpcio-testing==1.62.2
-    # via feast (setup.py)
 grpcio-tools==1.62.2
-    # via feast (setup.py)
 gunicorn==22.0.0
-    # via feast (setup.py)
 h11==0.14.0
     # via
     #   httpcore
     #   uvicorn
 happybase==1.2.0
-    # via feast (setup.py)
 hazelcast-python-client==5.4.0
-    # via feast (setup.py)
 hiredis==2.3.2
-    # via feast (setup.py)
 httpcore==1.0.5
     # via httpx
 httplib2==0.22.0
@@ -327,15 +286,11 @@ httptools==0.6.1
     # via uvicorn
 httpx==0.27.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   jupyterlab
 ibis-framework[duckdb]==8.0.0
-    # via
-    #   feast (setup.py)
-    #   ibis-substrait
+    # via ibis-substrait
 ibis-substrait==3.2.0
-    # via feast (setup.py)
 identify==2.5.36
     # via pre-commit
 idna==3.7
@@ -370,7 +325,6 @@ jedi==0.19.1
     # via ipython
 jinja2==3.1.4
     # via
-    #   feast (setup.py)
     #   altair
     #   fastapi
     #   great-expectations
@@ -394,7 +348,6 @@ jsonpointer==2.4
     #   jsonschema
 jsonschema[format-nongpl]==4.22.0
     # via
-    #   feast (setup.py)
     #   altair
     #   great-expectations
     #   jupyter-events
@@ -440,7 +393,6 @@ jupyterlab-server==2.27.2
 jupyterlab-widgets==3.0.11
     # via ipywidgets
 kubernetes==20.13.0
-    # via feast (setup.py)
 locket==1.0.0
     # via partd
 makefun==1.15.2
@@ -461,17 +413,13 @@ matplotlib-inline==0.1.7
 mdurl==0.1.2
     # via markdown-it-py
 minio==7.1.0
-    # via feast (setup.py)
 mistune==3.0.2
     # via
     #   great-expectations
     #   nbconvert
 mmh3==4.1.0
-    # via feast (setup.py)
 mock==2.0.0
-    # via feast (setup.py)
 moto==4.2.14
-    # via feast (setup.py)
 msal==1.28.0
     # via
     #   azure-identity
@@ -487,13 +435,10 @@ multidict==6.0.5
 multipledispatch==1.0.0
     # via ibis-framework
 mypy==1.10.0
-    # via
-    #   feast (setup.py)
-    #   sqlalchemy
+    # via sqlalchemy
 mypy-extensions==1.0.0
     # via mypy
 mypy-protobuf==3.3.0
-    # via feast (setup.py)
 nbclient==0.10.0
     # via nbconvert
 nbconvert==7.16.4
@@ -516,7 +461,6 @@ notebook-shim==0.2.4
     #   notebook
 numpy==1.26.4
     # via
-    #   feast (setup.py)
     #   altair
     #   dask
     #   db-dtypes
@@ -553,7 +497,6 @@ packaging==24.0
     #   sphinx
 pandas==2.2.2
     # via
-    #   feast (setup.py)
     #   altair
     #   dask
     #   dask-expr
@@ -564,6 +507,8 @@ pandas==2.2.2
     #   snowflake-connector-python
 pandocfilters==1.5.1
     # via nbconvert
+parsimonious==0.10.0
+    # via singlestoredb
 parso==0.8.4
     # via jedi
 parsy==2.1
@@ -577,7 +522,6 @@ pexpect==4.9.0
 pip==24.0
     # via pip-tools
 pip-tools==7.4.1
-    # via feast (setup.py)
 platformdirs==3.11.0
     # via
     #   jupyter-core
@@ -590,7 +534,6 @@ ply==3.11
 portalocker==2.8.2
     # via msal-extensions
 pre-commit==3.3.1
-    # via feast (setup.py)
 prometheus-client==0.20.0
     # via jupyter-server
 prompt-toolkit==3.0.45
@@ -605,7 +548,6 @@ proto-plus==1.23.0
     #   google-cloud-firestore
 protobuf==4.25.3
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
@@ -623,11 +565,8 @@ protobuf==4.25.3
     #   proto-plus
     #   substrait
 psutil==5.9.0
-    # via
-    #   feast (setup.py)
-    #   ipykernel
+    # via ipykernel
 psycopg2-binary==2.9.9
-    # via feast (setup.py)
 ptyprocess==0.7.0
     # via
     #   pexpect
@@ -635,14 +574,12 @@ ptyprocess==0.7.0
 pure-eval==0.2.2
     # via stack-data
 py==1.11.0
-    # via feast (setup.py)
 py-cpuinfo==9.0.0
     # via pytest-benchmark
 py4j==0.10.9.7
     # via pyspark
 pyarrow==15.0.2
     # via
-    #   feast (setup.py)
     #   dask-expr
     #   db-dtypes
     #   deltalake
@@ -660,19 +597,16 @@ pyasn1==0.6.0
 pyasn1-modules==0.4.0
     # via google-auth
 pybindgen==0.22.1
-    # via feast (setup.py)
 pycparser==2.22
     # via cffi
 pydantic==2.7.1
     # via
-    #   feast (setup.py)
     #   fastapi
     #   great-expectations
 pydantic-core==2.18.2
     # via pydantic
 pygments==2.18.0
     # via
-    #   feast (setup.py)
     #   ipython
     #   nbconvert
     #   rich
@@ -680,13 +614,11 @@ pygments==2.18.0
 pyjwt[crypto]==2.8.0
     # via
     #   msal
+    #   singlestoredb
     #   snowflake-connector-python
 pymssql==2.3.0
-    # via feast (setup.py)
 pymysql==1.1.1
-    # via feast (setup.py)
 pyodbc==5.1.0
-    # via feast (setup.py)
 pyopenssl==24.1.0
     # via snowflake-connector-python
 pyparsing==3.1.2
@@ -698,10 +630,8 @@ pyproject-hooks==1.1.0
     #   build
     #   pip-tools
 pyspark==3.5.1
-    # via feast (setup.py)
 pytest==7.4.4
     # via
-    #   feast (setup.py)
     #   pytest-benchmark
     #   pytest-cov
     #   pytest-env
@@ -711,21 +641,13 @@ pytest==7.4.4
     #   pytest-timeout
     #   pytest-xdist
 pytest-benchmark==3.4.1
-    # via feast (setup.py)
 pytest-cov==5.0.0
-    # via feast (setup.py)
 pytest-env==1.1.3
-    # via feast (setup.py)
 pytest-lazy-fixture==0.6.3
-    # via feast (setup.py)
 pytest-mock==1.10.4
-    # via feast (setup.py)
 pytest-ordering==0.6
-    # via feast (setup.py)
 pytest-timeout==1.4.2
-    # via feast (setup.py)
 pytest-xdist==3.6.1
-    # via feast (setup.py)
 python-dateutil==2.9.0.post0
     # via
     #   arrow
@@ -754,7 +676,6 @@ pytz==2024.1
     #   trino
 pyyaml==6.0.1
     # via
-    #   feast (setup.py)
     #   dask
     #   ibis-substrait
     #   jupyter-events
@@ -768,17 +689,15 @@ pyzmq==26.0.3
     #   jupyter-client
     #   jupyter-server
 redis==4.6.0
-    # via feast (setup.py)
 referencing==0.35.1
     # via
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
 regex==2024.4.28
-    # via feast (setup.py)
+    # via parsimonious
 requests==2.31.0
     # via
-    #   feast (setup.py)
     #   azure-core
     #   cachecontrol
     #   docker
@@ -792,6 +711,7 @@ requests==2.31.0
     #   msal
     #   requests-oauthlib
     #   responses
+    #   singlestoredb
     #   snowflake-connector-python
     #   sphinx
     #   trino
@@ -812,7 +732,6 @@ rich==13.7.1
     #   ibis-framework
     #   typer
 rockset==2.1.2
-    # via feast (setup.py)
 rpds-py==0.18.1
     # via
     #   jsonschema
@@ -822,7 +741,6 @@ rsa==4.9
 ruamel-yaml==0.17.17
     # via great-expectations
 ruff==0.4.6
-    # via feast (setup.py)
 s3transfer==0.10.1
     # via boto3
 scipy==1.13.1
@@ -834,8 +752,10 @@ setuptools==70.0.0
     #   grpcio-tools
     #   kubernetes
     #   pip-tools
+    #   singlestoredb
 shellingham==1.5.4
     # via typer
+singlestoredb==1.3.1
 six==1.16.0
     # via
     #   asttokens
@@ -856,13 +776,11 @@ sniffio==1.3.1
 snowballstemmer==2.2.0
     # via sphinx
 snowflake-connector-python[pandas]==3.10.1
-    # via feast (setup.py)
 sortedcontainers==2.4.0
     # via snowflake-connector-python
 soupsieve==2.5
     # via beautifulsoup4
 sphinx==6.2.1
-    # via feast (setup.py)
 sphinxcontrib-applehelp==1.0.8
     # via sphinx
 sphinxcontrib-devhelp==1.0.6
@@ -877,7 +795,6 @@ sphinxcontrib-serializinghtml==1.1.10
     # via sphinx
 sqlalchemy[mypy]==2.0.30
     # via
-    #   feast (setup.py)
     #   duckdb-engine
     #   ibis-framework
     #   sqlalchemy-views
@@ -886,7 +803,8 @@ sqlalchemy-views==0.3.2
 sqlglot==20.11.0
     # via ibis-framework
 sqlite-vec==0.0.1a10
-    # via feast (setup.py)
+sqlparams==6.0.1
+    # via singlestoredb
 stack-data==0.6.3
     # via ipython
 starlette==0.37.2
@@ -894,21 +812,17 @@ starlette==0.37.2
 substrait==0.19.0
     # via ibis-substrait
 tabulate==0.9.0
-    # via feast (setup.py)
 tenacity==8.3.0
-    # via feast (setup.py)
 terminado==0.18.1
     # via
     #   jupyter-server
     #   jupyter-server-terminals
 testcontainers==4.4.0
-    # via feast (setup.py)
 thriftpy2==0.5.0
     # via happybase
 tinycss2==1.3.0
     # via nbconvert
 toml==0.10.2
-    # via feast (setup.py)
 tomli==2.0.1
     # via
     #   build
@@ -918,6 +832,7 @@ tomli==2.0.1
     #   pip-tools
     #   pytest
     #   pytest-env
+    #   singlestoredb
 tomlkit==0.12.5
     # via snowflake-connector-python
 toolz==0.12.1
@@ -935,9 +850,7 @@ tornado==6.4.1
     #   notebook
     #   terminado
 tqdm==4.66.4
-    # via
-    #   feast (setup.py)
-    #   great-expectations
+    # via great-expectations
 traitlets==5.14.3
     # via
     #   comm
@@ -954,39 +867,25 @@ traitlets==5.14.3
     #   nbconvert
     #   nbformat
 trino==0.328.0
-    # via feast (setup.py)
 typeguard==4.2.1
-    # via feast (setup.py)
 typer==0.12.3
     # via fastapi-cli
 types-cffi==1.16.0.20240331
     # via types-pyopenssl
 types-protobuf==3.19.22
-    # via
-    #   feast (setup.py)
-    #   mypy-protobuf
+    # via mypy-protobuf
 types-pymysql==1.1.0.20240425
-    # via feast (setup.py)
 types-pyopenssl==24.1.0.20240425
     # via types-redis
 types-python-dateutil==2.9.0.20240316
-    # via
-    #   feast (setup.py)
-    #   arrow
+    # via arrow
 types-pytz==2024.1.0.20240417
-    # via feast (setup.py)
 types-pyyaml==6.0.12.20240311
-    # via feast (setup.py)
 types-redis==4.6.0.20240425
-    # via feast (setup.py)
 types-requests==2.30.0.0
-    # via feast (setup.py)
 types-setuptools==70.0.0.20240524
-    # via
-    #   feast (setup.py)
-    #   types-cffi
+    # via types-cffi
 types-tabulate==0.9.0.20240106
-    # via feast (setup.py)
 types-urllib3==1.26.25.14
     # via types-requests
 typing-extensions==4.11.0
@@ -1022,7 +921,6 @@ uritemplate==4.1.1
     # via google-api-python-client
 urllib3==1.26.18
     # via
-    #   feast (setup.py)
     #   botocore
     #   docker
     #   elastic-transport
@@ -1035,15 +933,12 @@ urllib3==1.26.18
     #   testcontainers
 uvicorn[standard]==0.29.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   fastapi-cli
 uvloop==0.19.0
     # via uvicorn
 virtualenv==20.23.0
-    # via
-    #   feast (setup.py)
-    #   pre-commit
+    # via pre-commit
 watchfiles==0.21.0
     # via uvicorn
 wcwidth==0.2.13
@@ -1063,7 +958,9 @@ websockets==12.0
 werkzeug==3.0.3
     # via moto
 wheel==0.43.0
-    # via pip-tools
+    # via
+    #   pip-tools
+    #   singlestoredb
 widgetsnbextension==4.0.11
     # via ipywidgets
 wrapt==1.16.0
diff --git a/sdk/python/requirements/py3.10-requirements.txt b/sdk/python/requirements/py3.10-requirements.txt
index 23bd94feb5c..99c9bfc3fee 100644
--- a/sdk/python/requirements/py3.10-requirements.txt
+++ b/sdk/python/requirements/py3.10-requirements.txt
@@ -20,22 +20,17 @@ charset-normalizer==3.3.2
     # via requests
 click==8.1.7
     # via
-    #   feast (setup.py)
     #   dask
     #   typer
     #   uvicorn
 cloudpickle==3.0.0
     # via dask
 colorama==0.4.6
-    # via feast (setup.py)
 dask[dataframe]==2024.5.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 dask-expr==1.1.0
     # via dask
 dill==0.3.8
-    # via feast (setup.py)
 dnspython==2.6.1
     # via email-validator
 email-validator==2.1.1
@@ -43,15 +38,14 @@ email-validator==2.1.1
 exceptiongroup==1.2.1
     # via anyio
 fastapi==0.111.0
-    # via
-    #   feast (setup.py)
-    #   fastapi-cli
+    # via fastapi-cli
 fastapi-cli==0.0.2
     # via fastapi
 fsspec==2024.3.1
     # via dask
+greenlet==3.0.3
+    # via sqlalchemy
 gunicorn==22.0.0
-    # via feast (setup.py)
 h11==0.14.0
     # via
     #   httpcore
@@ -71,11 +65,8 @@ idna==3.7
 importlib-metadata==7.1.0
     # via dask
 jinja2==3.1.4
-    # via
-    #   feast (setup.py)
-    #   fastapi
+    # via fastapi
 jsonschema==4.22.0
-    # via feast (setup.py)
 jsonschema-specifications==2023.12.1
     # via jsonschema
 locket==1.0.0
@@ -87,16 +78,13 @@ markupsafe==2.1.5
 mdurl==0.1.2
     # via markdown-it-py
 mmh3==4.1.0
-    # via feast (setup.py)
 mypy==1.10.0
     # via sqlalchemy
 mypy-extensions==1.0.0
     # via mypy
 mypy-protobuf==3.6.0
-    # via feast (setup.py)
 numpy==1.26.4
     # via
-    #   feast (setup.py)
     #   dask
     #   pandas
     #   pyarrow
@@ -108,29 +96,20 @@ packaging==24.0
     #   gunicorn
 pandas==2.2.2
     # via
-    #   feast (setup.py)
     #   dask
     #   dask-expr
 partd==1.4.2
     # via dask
 protobuf==4.25.3
-    # via
-    #   feast (setup.py)
-    #   mypy-protobuf
+    # via mypy-protobuf
 pyarrow==16.0.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 pydantic==2.7.1
-    # via
-    #   feast (setup.py)
-    #   fastapi
+    # via fastapi
 pydantic-core==2.18.2
     # via pydantic
 pygments==2.18.0
-    # via
-    #   feast (setup.py)
-    #   rich
+    # via rich
 python-dateutil==2.9.0.post0
     # via pandas
 python-dotenv==1.0.1
@@ -141,7 +120,6 @@ pytz==2024.1
     # via pandas
 pyyaml==6.0.1
     # via
-    #   feast (setup.py)
     #   dask
     #   uvicorn
 referencing==0.35.1
@@ -149,7 +127,6 @@ referencing==0.35.1
     #   jsonschema
     #   jsonschema-specifications
 requests==2.31.0
-    # via feast (setup.py)
 rich==13.7.1
     # via typer
 rpds-py==0.18.1
@@ -165,17 +142,11 @@ sniffio==1.3.1
     #   anyio
     #   httpx
 sqlalchemy[mypy]==2.0.30
-    # via feast (setup.py)
-sqlite-vec==0.0.1a10
-    # via feast (setup.py)
 starlette==0.37.2
     # via fastapi
 tabulate==0.9.0
-    # via feast (setup.py)
 tenacity==8.3.0
-    # via feast (setup.py)
 toml==0.10.2
-    # via feast (setup.py)
 tomli==2.0.1
     # via mypy
 toolz==0.12.1
@@ -183,9 +154,7 @@ toolz==0.12.1
     #   dask
     #   partd
 tqdm==4.66.4
-    # via feast (setup.py)
 typeguard==4.2.1
-    # via feast (setup.py)
 typer==0.12.3
     # via fastapi-cli
 types-protobuf==5.26.0.20240422
@@ -209,7 +178,6 @@ urllib3==2.2.1
     # via requests
 uvicorn[standard]==0.29.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   fastapi-cli
 uvloop==0.19.0
diff --git a/sdk/python/requirements/py3.11-ci-requirements.txt b/sdk/python/requirements/py3.11-ci-requirements.txt
index 718af8a2c70..b9ff286cbfd 100644
--- a/sdk/python/requirements/py3.11-ci-requirements.txt
+++ b/sdk/python/requirements/py3.11-ci-requirements.txt
@@ -1,7 +1,6 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile --system --no-strip-extras setup.py --extra ci --output-file sdk/python/requirements/py3.11-ci-requirements.txt
 aiobotocore==2.13.0
-    # via feast (setup.py)
 aiohttp==3.9.5
     # via aiobotocore
 aioitertools==0.11.0
@@ -20,8 +19,6 @@ anyio==4.3.0
     #   jupyter-server
     #   starlette
     #   watchfiles
-appnope==0.1.4
-    # via ipykernel
 argon2-cffi==23.1.0
     # via jupyter-server
 argon2-cffi-bindings==21.2.0
@@ -31,7 +28,6 @@ arrow==1.3.0
 asn1crypto==1.5.1
     # via snowflake-connector-python
 assertpy==1.1
-    # via feast (setup.py)
 asttokens==2.4.1
     # via stack-data
 async-lru==2.0.4
@@ -48,9 +44,7 @@ azure-core==1.30.1
     #   azure-identity
     #   azure-storage-blob
 azure-identity==1.16.0
-    # via feast (setup.py)
 azure-storage-blob==12.20.0
-    # via feast (setup.py)
 babel==2.15.0
     # via
     #   jupyterlab-server
@@ -62,9 +56,7 @@ bidict==0.23.1
 bleach==6.1.0
     # via nbconvert
 boto3==1.34.99
-    # via
-    #   feast (setup.py)
-    #   moto
+    # via moto
 botocore==1.34.99
     # via
     #   aiobotocore
@@ -73,14 +65,13 @@ botocore==1.34.99
     #   s3transfer
 build==1.2.1
     # via
-    #   feast (setup.py)
     #   pip-tools
+    #   singlestoredb
 cachecontrol==0.14.0
     # via firebase-admin
 cachetools==5.3.3
     # via google-auth
 cassandra-driver==3.29.1
-    # via feast (setup.py)
 certifi==2024.2.2
     # via
     #   elastic-transport
@@ -103,7 +94,6 @@ charset-normalizer==3.3.2
     #   snowflake-connector-python
 click==8.1.7
     # via
-    #   feast (setup.py)
     #   dask
     #   geomet
     #   great-expectations
@@ -113,9 +103,7 @@ click==8.1.7
 cloudpickle==3.0.0
     # via dask
 colorama==0.4.6
-    # via
-    #   feast (setup.py)
-    #   great-expectations
+    # via great-expectations
 comm==0.2.2
     # via
     #   ipykernel
@@ -124,7 +112,6 @@ coverage[toml]==7.5.3
     # via pytest-cov
 cryptography==42.0.7
     # via
-    #   feast (setup.py)
     #   azure-identity
     #   azure-storage-blob
     #   great-expectations
@@ -136,9 +123,7 @@ cryptography==42.0.7
     #   types-pyopenssl
     #   types-redis
 dask[dataframe]==2024.5.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 dask-expr==1.1.0
     # via dask
 db-dtypes==1.2.0
@@ -150,17 +135,13 @@ decorator==5.1.1
 defusedxml==0.7.1
     # via nbconvert
 deltalake==0.17.4
-    # via feast (setup.py)
 dill==0.3.8
-    # via feast (setup.py)
 distlib==0.3.8
     # via virtualenv
 dnspython==2.6.1
     # via email-validator
 docker==7.1.0
-    # via
-    #   feast (setup.py)
-    #   testcontainers
+    # via testcontainers
 docutils==0.19
     # via sphinx
 duckdb==0.10.3
@@ -172,7 +153,6 @@ duckdb-engine==0.12.1
 elastic-transport==8.13.1
     # via elasticsearch
 elasticsearch==8.13.2
-    # via feast (setup.py)
 email-validator==2.1.1
     # via fastapi
 entrypoints==0.4
@@ -182,9 +162,7 @@ execnet==2.1.1
 executing==2.0.1
     # via stack-data
 fastapi==0.111.0
-    # via
-    #   feast (setup.py)
-    #   fastapi-cli
+    # via fastapi-cli
 fastapi-cli==0.0.2
     # via fastapi
 fastjsonschema==2.19.1
@@ -194,7 +172,6 @@ filelock==3.14.0
     #   snowflake-connector-python
     #   virtualenv
 firebase-admin==5.4.0
-    # via feast (setup.py)
 fqdn==1.5.1
     # via jsonschema
 frozenlist==1.4.1
@@ -202,16 +179,13 @@ frozenlist==1.4.1
     #   aiohttp
     #   aiosignal
 fsspec==2023.12.2
-    # via
-    #   feast (setup.py)
-    #   dask
+    # via dask
 geojson==2.5.0
     # via rockset
 geomet==0.2.1.post1
     # via cassandra-driver
 google-api-core[grpc]==2.19.0
     # via
-    #   feast (setup.py)
     #   firebase-admin
     #   google-api-python-client
     #   google-cloud-bigquery
@@ -236,11 +210,8 @@ google-auth==2.29.0
 google-auth-httplib2==0.2.0
     # via google-api-python-client
 google-cloud-bigquery[pandas]==3.12.0
-    # via feast (setup.py)
 google-cloud-bigquery-storage==2.25.0
-    # via feast (setup.py)
 google-cloud-bigtable==2.23.1
-    # via feast (setup.py)
 google-cloud-core==2.4.1
     # via
     #   google-cloud-bigquery
@@ -249,13 +220,10 @@ google-cloud-core==2.4.1
     #   google-cloud-firestore
     #   google-cloud-storage
 google-cloud-datastore==2.19.0
-    # via feast (setup.py)
 google-cloud-firestore==2.16.0
     # via firebase-admin
 google-cloud-storage==2.16.0
-    # via
-    #   feast (setup.py)
-    #   firebase-admin
+    # via firebase-admin
 google-crc32c==1.5.0
     # via
     #   google-cloud-storage
@@ -266,17 +234,16 @@ google-resumable-media==2.7.0
     #   google-cloud-storage
 googleapis-common-protos[grpc]==1.63.0
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
 great-expectations==0.18.15
-    # via feast (setup.py)
+greenlet==3.0.3
+    # via sqlalchemy
 grpc-google-iam-v1==0.13.0
     # via google-cloud-bigtable
 grpcio==1.64.0
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   google-cloud-bigquery
     #   googleapis-common-protos
@@ -287,27 +254,19 @@ grpcio==1.64.0
     #   grpcio-testing
     #   grpcio-tools
 grpcio-health-checking==1.62.2
-    # via feast (setup.py)
 grpcio-reflection==1.62.2
-    # via feast (setup.py)
 grpcio-status==1.62.2
     # via google-api-core
 grpcio-testing==1.62.2
-    # via feast (setup.py)
 grpcio-tools==1.62.2
-    # via feast (setup.py)
 gunicorn==22.0.0
-    # via feast (setup.py)
 h11==0.14.0
     # via
     #   httpcore
     #   uvicorn
 happybase==1.2.0
-    # via feast (setup.py)
 hazelcast-python-client==5.4.0
-    # via feast (setup.py)
 hiredis==2.3.2
-    # via feast (setup.py)
 httpcore==1.0.5
     # via httpx
 httplib2==0.22.0
@@ -318,15 +277,11 @@ httptools==0.6.1
     # via uvicorn
 httpx==0.27.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   jupyterlab
 ibis-framework[duckdb]==8.0.0
-    # via
-    #   feast (setup.py)
-    #   ibis-substrait
+    # via ibis-substrait
 ibis-substrait==3.2.0
-    # via feast (setup.py)
 identify==2.5.36
     # via pre-commit
 idna==3.7
@@ -361,7 +316,6 @@ jedi==0.19.1
     # via ipython
 jinja2==3.1.4
     # via
-    #   feast (setup.py)
     #   altair
     #   fastapi
     #   great-expectations
@@ -385,7 +339,6 @@ jsonpointer==2.4
     #   jsonschema
 jsonschema[format-nongpl]==4.22.0
     # via
-    #   feast (setup.py)
     #   altair
     #   great-expectations
     #   jupyter-events
@@ -431,7 +384,6 @@ jupyterlab-server==2.27.2
 jupyterlab-widgets==3.0.11
     # via ipywidgets
 kubernetes==20.13.0
-    # via feast (setup.py)
 locket==1.0.0
     # via partd
 makefun==1.15.2
@@ -452,17 +404,13 @@ matplotlib-inline==0.1.7
 mdurl==0.1.2
     # via markdown-it-py
 minio==7.1.0
-    # via feast (setup.py)
 mistune==3.0.2
     # via
     #   great-expectations
     #   nbconvert
 mmh3==4.1.0
-    # via feast (setup.py)
 mock==2.0.0
-    # via feast (setup.py)
 moto==4.2.14
-    # via feast (setup.py)
 msal==1.28.0
     # via
     #   azure-identity
@@ -478,13 +426,10 @@ multidict==6.0.5
 multipledispatch==1.0.0
     # via ibis-framework
 mypy==1.10.0
-    # via
-    #   feast (setup.py)
-    #   sqlalchemy
+    # via sqlalchemy
 mypy-extensions==1.0.0
     # via mypy
 mypy-protobuf==3.3.0
-    # via feast (setup.py)
 nbclient==0.10.0
     # via nbconvert
 nbconvert==7.16.4
@@ -507,7 +452,6 @@ notebook-shim==0.2.4
     #   notebook
 numpy==1.26.4
     # via
-    #   feast (setup.py)
     #   altair
     #   dask
     #   db-dtypes
@@ -544,7 +488,6 @@ packaging==24.0
     #   sphinx
 pandas==2.2.2
     # via
-    #   feast (setup.py)
     #   altair
     #   dask
     #   dask-expr
@@ -555,6 +498,8 @@ pandas==2.2.2
     #   snowflake-connector-python
 pandocfilters==1.5.1
     # via nbconvert
+parsimonious==0.10.0
+    # via singlestoredb
 parso==0.8.4
     # via jedi
 parsy==2.1
@@ -568,7 +513,6 @@ pexpect==4.9.0
 pip==24.0
     # via pip-tools
 pip-tools==7.4.1
-    # via feast (setup.py)
 platformdirs==3.11.0
     # via
     #   jupyter-core
@@ -581,7 +525,6 @@ ply==3.11
 portalocker==2.8.2
     # via msal-extensions
 pre-commit==3.3.1
-    # via feast (setup.py)
 prometheus-client==0.20.0
     # via jupyter-server
 prompt-toolkit==3.0.45
@@ -596,7 +539,6 @@ proto-plus==1.23.0
     #   google-cloud-firestore
 protobuf==4.25.3
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
@@ -614,11 +556,8 @@ protobuf==4.25.3
     #   proto-plus
     #   substrait
 psutil==5.9.0
-    # via
-    #   feast (setup.py)
-    #   ipykernel
+    # via ipykernel
 psycopg2-binary==2.9.9
-    # via feast (setup.py)
 ptyprocess==0.7.0
     # via
     #   pexpect
@@ -626,14 +565,12 @@ ptyprocess==0.7.0
 pure-eval==0.2.2
     # via stack-data
 py==1.11.0
-    # via feast (setup.py)
 py-cpuinfo==9.0.0
     # via pytest-benchmark
 py4j==0.10.9.7
     # via pyspark
 pyarrow==15.0.2
     # via
-    #   feast (setup.py)
     #   dask-expr
     #   db-dtypes
     #   deltalake
@@ -651,19 +588,16 @@ pyasn1==0.6.0
 pyasn1-modules==0.4.0
     # via google-auth
 pybindgen==0.22.1
-    # via feast (setup.py)
 pycparser==2.22
     # via cffi
 pydantic==2.7.1
     # via
-    #   feast (setup.py)
     #   fastapi
     #   great-expectations
 pydantic-core==2.18.2
     # via pydantic
 pygments==2.18.0
     # via
-    #   feast (setup.py)
     #   ipython
     #   nbconvert
     #   rich
@@ -671,13 +605,11 @@ pygments==2.18.0
 pyjwt[crypto]==2.8.0
     # via
     #   msal
+    #   singlestoredb
     #   snowflake-connector-python
 pymssql==2.3.0
-    # via feast (setup.py)
 pymysql==1.1.1
-    # via feast (setup.py)
 pyodbc==5.1.0
-    # via feast (setup.py)
 pyopenssl==24.1.0
     # via snowflake-connector-python
 pyparsing==3.1.2
@@ -689,10 +621,8 @@ pyproject-hooks==1.1.0
     #   build
     #   pip-tools
 pyspark==3.5.1
-    # via feast (setup.py)
 pytest==7.4.4
     # via
-    #   feast (setup.py)
     #   pytest-benchmark
     #   pytest-cov
     #   pytest-env
@@ -702,21 +632,13 @@ pytest==7.4.4
     #   pytest-timeout
     #   pytest-xdist
 pytest-benchmark==3.4.1
-    # via feast (setup.py)
 pytest-cov==5.0.0
-    # via feast (setup.py)
 pytest-env==1.1.3
-    # via feast (setup.py)
 pytest-lazy-fixture==0.6.3
-    # via feast (setup.py)
 pytest-mock==1.10.4
-    # via feast (setup.py)
 pytest-ordering==0.6
-    # via feast (setup.py)
 pytest-timeout==1.4.2
-    # via feast (setup.py)
 pytest-xdist==3.6.1
-    # via feast (setup.py)
 python-dateutil==2.9.0.post0
     # via
     #   arrow
@@ -745,7 +667,6 @@ pytz==2024.1
     #   trino
 pyyaml==6.0.1
     # via
-    #   feast (setup.py)
     #   dask
     #   ibis-substrait
     #   jupyter-events
@@ -759,17 +680,15 @@ pyzmq==26.0.3
     #   jupyter-client
     #   jupyter-server
 redis==4.6.0
-    # via feast (setup.py)
 referencing==0.35.1
     # via
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
 regex==2024.5.15
-    # via feast (setup.py)
+    # via parsimonious
 requests==2.31.0
     # via
-    #   feast (setup.py)
     #   azure-core
     #   cachecontrol
     #   docker
@@ -783,6 +702,7 @@ requests==2.31.0
     #   msal
     #   requests-oauthlib
     #   responses
+    #   singlestoredb
     #   snowflake-connector-python
     #   sphinx
     #   trino
@@ -803,7 +723,6 @@ rich==13.7.1
     #   ibis-framework
     #   typer
 rockset==2.1.2
-    # via feast (setup.py)
 rpds-py==0.18.1
     # via
     #   jsonschema
@@ -813,7 +732,6 @@ rsa==4.9
 ruamel-yaml==0.17.17
     # via great-expectations
 ruff==0.4.6
-    # via feast (setup.py)
 s3transfer==0.10.1
     # via boto3
 scipy==1.13.1
@@ -825,8 +743,10 @@ setuptools==70.0.0
     #   grpcio-tools
     #   kubernetes
     #   pip-tools
+    #   singlestoredb
 shellingham==1.5.4
     # via typer
+singlestoredb==1.3.1
 six==1.16.0
     # via
     #   asttokens
@@ -847,13 +767,11 @@ sniffio==1.3.1
 snowballstemmer==2.2.0
     # via sphinx
 snowflake-connector-python[pandas]==3.10.1
-    # via feast (setup.py)
 sortedcontainers==2.4.0
     # via snowflake-connector-python
 soupsieve==2.5
     # via beautifulsoup4
 sphinx==6.2.1
-    # via feast (setup.py)
 sphinxcontrib-applehelp==1.0.8
     # via sphinx
 sphinxcontrib-devhelp==1.0.6
@@ -868,7 +786,6 @@ sphinxcontrib-serializinghtml==1.1.10
     # via sphinx
 sqlalchemy[mypy]==2.0.30
     # via
-    #   feast (setup.py)
     #   duckdb-engine
     #   ibis-framework
     #   sqlalchemy-views
@@ -877,7 +794,8 @@ sqlalchemy-views==0.3.2
 sqlglot==20.11.0
     # via ibis-framework
 sqlite-vec==0.0.1a10
-    # via feast (setup.py)
+sqlparams==6.0.1
+    # via singlestoredb
 stack-data==0.6.3
     # via ipython
 starlette==0.37.2
@@ -885,21 +803,17 @@ starlette==0.37.2
 substrait==0.19.0
     # via ibis-substrait
 tabulate==0.9.0
-    # via feast (setup.py)
 tenacity==8.3.0
-    # via feast (setup.py)
 terminado==0.18.1
     # via
     #   jupyter-server
     #   jupyter-server-terminals
 testcontainers==4.4.0
-    # via feast (setup.py)
 thriftpy2==0.5.0
     # via happybase
 tinycss2==1.3.0
     # via nbconvert
 toml==0.10.2
-    # via feast (setup.py)
 tomlkit==0.12.5
     # via snowflake-connector-python
 toolz==0.12.1
@@ -917,9 +831,7 @@ tornado==6.4.1
     #   notebook
     #   terminado
 tqdm==4.66.4
-    # via
-    #   feast (setup.py)
-    #   great-expectations
+    # via great-expectations
 traitlets==5.14.3
     # via
     #   comm
@@ -936,39 +848,25 @@ traitlets==5.14.3
     #   nbconvert
     #   nbformat
 trino==0.328.0
-    # via feast (setup.py)
 typeguard==4.2.1
-    # via feast (setup.py)
 typer==0.12.3
     # via fastapi-cli
 types-cffi==1.16.0.20240331
     # via types-pyopenssl
 types-protobuf==3.19.22
-    # via
-    #   feast (setup.py)
-    #   mypy-protobuf
+    # via mypy-protobuf
 types-pymysql==1.1.0.20240425
-    # via feast (setup.py)
 types-pyopenssl==24.1.0.20240425
     # via types-redis
 types-python-dateutil==2.9.0.20240316
-    # via
-    #   feast (setup.py)
-    #   arrow
+    # via arrow
 types-pytz==2024.1.0.20240417
-    # via feast (setup.py)
 types-pyyaml==6.0.12.20240311
-    # via feast (setup.py)
 types-redis==4.6.0.20240425
-    # via feast (setup.py)
 types-requests==2.30.0.0
-    # via feast (setup.py)
 types-setuptools==70.0.0.20240524
-    # via
-    #   feast (setup.py)
-    #   types-cffi
+    # via types-cffi
 types-tabulate==0.9.0.20240106
-    # via feast (setup.py)
 types-urllib3==1.26.25.14
     # via types-requests
 typing-extensions==4.11.0
@@ -1001,7 +899,6 @@ uritemplate==4.1.1
     # via google-api-python-client
 urllib3==1.26.18
     # via
-    #   feast (setup.py)
     #   botocore
     #   docker
     #   elastic-transport
@@ -1014,15 +911,12 @@ urllib3==1.26.18
     #   testcontainers
 uvicorn[standard]==0.29.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   fastapi-cli
 uvloop==0.19.0
     # via uvicorn
 virtualenv==20.23.0
-    # via
-    #   feast (setup.py)
-    #   pre-commit
+    # via pre-commit
 watchfiles==0.21.0
     # via uvicorn
 wcwidth==0.2.13
@@ -1042,7 +936,9 @@ websockets==12.0
 werkzeug==3.0.3
     # via moto
 wheel==0.43.0
-    # via pip-tools
+    # via
+    #   pip-tools
+    #   singlestoredb
 widgetsnbextension==4.0.11
     # via ipywidgets
 wrapt==1.16.0
diff --git a/sdk/python/requirements/py3.11-requirements.txt b/sdk/python/requirements/py3.11-requirements.txt
index 9698eea6dff..c34b610d14c 100644
--- a/sdk/python/requirements/py3.11-requirements.txt
+++ b/sdk/python/requirements/py3.11-requirements.txt
@@ -20,36 +20,30 @@ charset-normalizer==3.3.2
     # via requests
 click==8.1.7
     # via
-    #   feast (setup.py)
     #   dask
     #   typer
     #   uvicorn
 cloudpickle==3.0.0
     # via dask
 colorama==0.4.6
-    # via feast (setup.py)
 dask[dataframe]==2024.5.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 dask-expr==1.1.0
     # via dask
 dill==0.3.8
-    # via feast (setup.py)
 dnspython==2.6.1
     # via email-validator
 email-validator==2.1.1
     # via fastapi
 fastapi==0.111.0
-    # via
-    #   feast (setup.py)
-    #   fastapi-cli
+    # via fastapi-cli
 fastapi-cli==0.0.2
     # via fastapi
 fsspec==2024.3.1
     # via dask
+greenlet==3.0.3
+    # via sqlalchemy
 gunicorn==22.0.0
-    # via feast (setup.py)
 h11==0.14.0
     # via
     #   httpcore
@@ -69,11 +63,8 @@ idna==3.7
 importlib-metadata==7.1.0
     # via dask
 jinja2==3.1.4
-    # via
-    #   feast (setup.py)
-    #   fastapi
+    # via fastapi
 jsonschema==4.22.0
-    # via feast (setup.py)
 jsonschema-specifications==2023.12.1
     # via jsonschema
 locket==1.0.0
@@ -85,16 +76,13 @@ markupsafe==2.1.5
 mdurl==0.1.2
     # via markdown-it-py
 mmh3==4.1.0
-    # via feast (setup.py)
 mypy==1.10.0
     # via sqlalchemy
 mypy-extensions==1.0.0
     # via mypy
 mypy-protobuf==3.6.0
-    # via feast (setup.py)
 numpy==1.26.4
     # via
-    #   feast (setup.py)
     #   dask
     #   pandas
     #   pyarrow
@@ -106,29 +94,20 @@ packaging==24.0
     #   gunicorn
 pandas==2.2.2
     # via
-    #   feast (setup.py)
     #   dask
     #   dask-expr
 partd==1.4.2
     # via dask
 protobuf==4.25.3
-    # via
-    #   feast (setup.py)
-    #   mypy-protobuf
+    # via mypy-protobuf
 pyarrow==16.0.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 pydantic==2.7.1
-    # via
-    #   feast (setup.py)
-    #   fastapi
+    # via fastapi
 pydantic-core==2.18.2
     # via pydantic
 pygments==2.18.0
-    # via
-    #   feast (setup.py)
-    #   rich
+    # via rich
 python-dateutil==2.9.0.post0
     # via pandas
 python-dotenv==1.0.1
@@ -139,7 +118,6 @@ pytz==2024.1
     # via pandas
 pyyaml==6.0.1
     # via
-    #   feast (setup.py)
     #   dask
     #   uvicorn
 referencing==0.35.1
@@ -147,7 +125,6 @@ referencing==0.35.1
     #   jsonschema
     #   jsonschema-specifications
 requests==2.31.0
-    # via feast (setup.py)
 rich==13.7.1
     # via typer
 rpds-py==0.18.1
@@ -163,25 +140,17 @@ sniffio==1.3.1
     #   anyio
     #   httpx
 sqlalchemy[mypy]==2.0.30
-    # via feast (setup.py)
-sqlite-vec==0.0.1a10
-    # via feast (setup.py)
 starlette==0.37.2
     # via fastapi
 tabulate==0.9.0
-    # via feast (setup.py)
 tenacity==8.3.0
-    # via feast (setup.py)
 toml==0.10.2
-    # via feast (setup.py)
 toolz==0.12.1
     # via
     #   dask
     #   partd
 tqdm==4.66.4
-    # via feast (setup.py)
 typeguard==4.2.1
-    # via feast (setup.py)
 typer==0.12.3
     # via fastapi-cli
 types-protobuf==5.26.0.20240422
@@ -203,7 +172,6 @@ urllib3==2.2.1
     # via requests
 uvicorn[standard]==0.29.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   fastapi-cli
 uvloop==0.19.0
diff --git a/sdk/python/requirements/py3.9-ci-requirements.txt b/sdk/python/requirements/py3.9-ci-requirements.txt
index 2a2d33faf34..237a7859f0b 100644
--- a/sdk/python/requirements/py3.9-ci-requirements.txt
+++ b/sdk/python/requirements/py3.9-ci-requirements.txt
@@ -1,7 +1,6 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile --system --no-strip-extras setup.py --extra ci --output-file sdk/python/requirements/py3.9-ci-requirements.txt
 aiobotocore==2.13.0
-    # via feast (setup.py)
 aiohttp==3.9.5
     # via aiobotocore
 aioitertools==0.11.0
@@ -20,8 +19,6 @@ anyio==4.3.0
     #   jupyter-server
     #   starlette
     #   watchfiles
-appnope==0.1.4
-    # via ipykernel
 argon2-cffi==23.1.0
     # via jupyter-server
 argon2-cffi-bindings==21.2.0
@@ -31,7 +28,6 @@ arrow==1.3.0
 asn1crypto==1.5.1
     # via snowflake-connector-python
 assertpy==1.1
-    # via feast (setup.py)
 asttokens==2.4.1
     # via stack-data
 async-lru==2.0.4
@@ -52,9 +48,7 @@ azure-core==1.30.1
     #   azure-identity
     #   azure-storage-blob
 azure-identity==1.16.0
-    # via feast (setup.py)
 azure-storage-blob==12.20.0
-    # via feast (setup.py)
 babel==2.15.0
     # via
     #   jupyterlab-server
@@ -66,9 +60,7 @@ bidict==0.23.1
 bleach==6.1.0
     # via nbconvert
 boto3==1.34.99
-    # via
-    #   feast (setup.py)
-    #   moto
+    # via moto
 botocore==1.34.99
     # via
     #   aiobotocore
@@ -77,14 +69,13 @@ botocore==1.34.99
     #   s3transfer
 build==1.2.1
     # via
-    #   feast (setup.py)
     #   pip-tools
+    #   singlestoredb
 cachecontrol==0.14.0
     # via firebase-admin
 cachetools==5.3.3
     # via google-auth
 cassandra-driver==3.29.1
-    # via feast (setup.py)
 certifi==2024.2.2
     # via
     #   elastic-transport
@@ -107,7 +98,6 @@ charset-normalizer==3.3.2
     #   snowflake-connector-python
 click==8.1.7
     # via
-    #   feast (setup.py)
     #   dask
     #   geomet
     #   great-expectations
@@ -117,9 +107,7 @@ click==8.1.7
 cloudpickle==3.0.0
     # via dask
 colorama==0.4.6
-    # via
-    #   feast (setup.py)
-    #   great-expectations
+    # via great-expectations
 comm==0.2.2
     # via
     #   ipykernel
@@ -128,7 +116,6 @@ coverage[toml]==7.5.3
     # via pytest-cov
 cryptography==42.0.7
     # via
-    #   feast (setup.py)
     #   azure-identity
     #   azure-storage-blob
     #   great-expectations
@@ -140,9 +127,7 @@ cryptography==42.0.7
     #   types-pyopenssl
     #   types-redis
 dask[dataframe]==2024.5.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 dask-expr==1.1.0
     # via dask
 db-dtypes==1.2.0
@@ -154,17 +139,13 @@ decorator==5.1.1
 defusedxml==0.7.1
     # via nbconvert
 deltalake==0.17.4
-    # via feast (setup.py)
 dill==0.3.8
-    # via feast (setup.py)
 distlib==0.3.8
     # via virtualenv
 dnspython==2.6.1
     # via email-validator
 docker==7.1.0
-    # via
-    #   feast (setup.py)
-    #   testcontainers
+    # via testcontainers
 docutils==0.19
     # via sphinx
 duckdb==0.10.3
@@ -176,7 +157,6 @@ duckdb-engine==0.12.1
 elastic-transport==8.13.1
     # via elasticsearch
 elasticsearch==8.13.2
-    # via feast (setup.py)
 email-validator==2.1.1
     # via fastapi
 entrypoints==0.4
@@ -191,9 +171,7 @@ execnet==2.1.1
 executing==2.0.1
     # via stack-data
 fastapi==0.111.0
-    # via
-    #   feast (setup.py)
-    #   fastapi-cli
+    # via fastapi-cli
 fastapi-cli==0.0.2
     # via fastapi
 fastjsonschema==2.19.1
@@ -203,7 +181,6 @@ filelock==3.14.0
     #   snowflake-connector-python
     #   virtualenv
 firebase-admin==5.4.0
-    # via feast (setup.py)
 fqdn==1.5.1
     # via jsonschema
 frozenlist==1.4.1
@@ -211,16 +188,13 @@ frozenlist==1.4.1
     #   aiohttp
     #   aiosignal
 fsspec==2023.12.2
-    # via
-    #   feast (setup.py)
-    #   dask
+    # via dask
 geojson==2.5.0
     # via rockset
 geomet==0.2.1.post1
     # via cassandra-driver
 google-api-core[grpc]==2.19.0
     # via
-    #   feast (setup.py)
     #   firebase-admin
     #   google-api-python-client
     #   google-cloud-bigquery
@@ -245,11 +219,8 @@ google-auth==2.29.0
 google-auth-httplib2==0.2.0
     # via google-api-python-client
 google-cloud-bigquery[pandas]==3.12.0
-    # via feast (setup.py)
 google-cloud-bigquery-storage==2.25.0
-    # via feast (setup.py)
 google-cloud-bigtable==2.23.1
-    # via feast (setup.py)
 google-cloud-core==2.4.1
     # via
     #   google-cloud-bigquery
@@ -258,13 +229,10 @@ google-cloud-core==2.4.1
     #   google-cloud-firestore
     #   google-cloud-storage
 google-cloud-datastore==2.19.0
-    # via feast (setup.py)
 google-cloud-firestore==2.16.0
     # via firebase-admin
 google-cloud-storage==2.16.0
-    # via
-    #   feast (setup.py)
-    #   firebase-admin
+    # via firebase-admin
 google-crc32c==1.5.0
     # via
     #   google-cloud-storage
@@ -275,17 +243,16 @@ google-resumable-media==2.7.0
     #   google-cloud-storage
 googleapis-common-protos[grpc]==1.63.0
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
 great-expectations==0.18.15
-    # via feast (setup.py)
+greenlet==3.0.3
+    # via sqlalchemy
 grpc-google-iam-v1==0.13.0
     # via google-cloud-bigtable
 grpcio==1.64.0
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   google-cloud-bigquery
     #   googleapis-common-protos
@@ -296,27 +263,19 @@ grpcio==1.64.0
     #   grpcio-testing
     #   grpcio-tools
 grpcio-health-checking==1.62.2
-    # via feast (setup.py)
 grpcio-reflection==1.62.2
-    # via feast (setup.py)
 grpcio-status==1.62.2
     # via google-api-core
 grpcio-testing==1.62.2
-    # via feast (setup.py)
 grpcio-tools==1.62.2
-    # via feast (setup.py)
 gunicorn==22.0.0
-    # via feast (setup.py)
 h11==0.14.0
     # via
     #   httpcore
     #   uvicorn
 happybase==1.2.0
-    # via feast (setup.py)
 hazelcast-python-client==5.4.0
-    # via feast (setup.py)
 hiredis==2.3.2
-    # via feast (setup.py)
 httpcore==1.0.5
     # via httpx
 httplib2==0.22.0
@@ -327,15 +286,11 @@ httptools==0.6.1
     # via uvicorn
 httpx==0.27.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   jupyterlab
 ibis-framework[duckdb]==8.0.0
-    # via
-    #   feast (setup.py)
-    #   ibis-substrait
+    # via ibis-substrait
 ibis-substrait==3.2.0
-    # via feast (setup.py)
 identify==2.5.36
     # via pre-commit
 idna==3.7
@@ -379,7 +334,6 @@ jedi==0.19.1
     # via ipython
 jinja2==3.1.4
     # via
-    #   feast (setup.py)
     #   altair
     #   fastapi
     #   great-expectations
@@ -403,7 +357,6 @@ jsonpointer==2.4
     #   jsonschema
 jsonschema[format-nongpl]==4.22.0
     # via
-    #   feast (setup.py)
     #   altair
     #   great-expectations
     #   jupyter-events
@@ -449,7 +402,6 @@ jupyterlab-server==2.27.2
 jupyterlab-widgets==3.0.11
     # via ipywidgets
 kubernetes==20.13.0
-    # via feast (setup.py)
 locket==1.0.0
     # via partd
 makefun==1.15.2
@@ -470,17 +422,13 @@ matplotlib-inline==0.1.7
 mdurl==0.1.2
     # via markdown-it-py
 minio==7.1.0
-    # via feast (setup.py)
 mistune==3.0.2
     # via
     #   great-expectations
     #   nbconvert
 mmh3==4.1.0
-    # via feast (setup.py)
 mock==2.0.0
-    # via feast (setup.py)
 moto==4.2.14
-    # via feast (setup.py)
 msal==1.28.0
     # via
     #   azure-identity
@@ -496,13 +444,10 @@ multidict==6.0.5
 multipledispatch==1.0.0
     # via ibis-framework
 mypy==1.10.0
-    # via
-    #   feast (setup.py)
-    #   sqlalchemy
+    # via sqlalchemy
 mypy-extensions==1.0.0
     # via mypy
 mypy-protobuf==3.3.0
-    # via feast (setup.py)
 nbclient==0.10.0
     # via nbconvert
 nbconvert==7.16.4
@@ -525,7 +470,6 @@ notebook-shim==0.2.4
     #   notebook
 numpy==1.26.4
     # via
-    #   feast (setup.py)
     #   altair
     #   dask
     #   db-dtypes
@@ -562,7 +506,6 @@ packaging==24.0
     #   sphinx
 pandas==2.2.2
     # via
-    #   feast (setup.py)
     #   altair
     #   dask
     #   dask-expr
@@ -573,6 +516,8 @@ pandas==2.2.2
     #   snowflake-connector-python
 pandocfilters==1.5.1
     # via nbconvert
+parsimonious==0.10.0
+    # via singlestoredb
 parso==0.8.4
     # via jedi
 parsy==2.1
@@ -586,7 +531,6 @@ pexpect==4.9.0
 pip==24.0
     # via pip-tools
 pip-tools==7.4.1
-    # via feast (setup.py)
 platformdirs==3.11.0
     # via
     #   jupyter-core
@@ -599,7 +543,6 @@ ply==3.11
 portalocker==2.8.2
     # via msal-extensions
 pre-commit==3.3.1
-    # via feast (setup.py)
 prometheus-client==0.20.0
     # via jupyter-server
 prompt-toolkit==3.0.45
@@ -614,7 +557,6 @@ proto-plus==1.23.0
     #   google-cloud-firestore
 protobuf==4.25.3
     # via
-    #   feast (setup.py)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
@@ -632,11 +574,8 @@ protobuf==4.25.3
     #   proto-plus
     #   substrait
 psutil==5.9.0
-    # via
-    #   feast (setup.py)
-    #   ipykernel
+    # via ipykernel
 psycopg2-binary==2.9.9
-    # via feast (setup.py)
 ptyprocess==0.7.0
     # via
     #   pexpect
@@ -644,14 +583,12 @@ ptyprocess==0.7.0
 pure-eval==0.2.2
     # via stack-data
 py==1.11.0
-    # via feast (setup.py)
 py-cpuinfo==9.0.0
     # via pytest-benchmark
 py4j==0.10.9.7
     # via pyspark
 pyarrow==15.0.2
     # via
-    #   feast (setup.py)
     #   dask-expr
     #   db-dtypes
     #   deltalake
@@ -669,19 +606,16 @@ pyasn1==0.6.0
 pyasn1-modules==0.4.0
     # via google-auth
 pybindgen==0.22.1
-    # via feast (setup.py)
 pycparser==2.22
     # via cffi
 pydantic==2.7.1
     # via
-    #   feast (setup.py)
     #   fastapi
     #   great-expectations
 pydantic-core==2.18.2
     # via pydantic
 pygments==2.18.0
     # via
-    #   feast (setup.py)
     #   ipython
     #   nbconvert
     #   rich
@@ -689,13 +623,11 @@ pygments==2.18.0
 pyjwt[crypto]==2.8.0
     # via
     #   msal
+    #   singlestoredb
     #   snowflake-connector-python
 pymssql==2.3.0
-    # via feast (setup.py)
 pymysql==1.1.1
-    # via feast (setup.py)
 pyodbc==5.1.0
-    # via feast (setup.py)
 pyopenssl==24.1.0
     # via snowflake-connector-python
 pyparsing==3.1.2
@@ -707,10 +639,8 @@ pyproject-hooks==1.1.0
     #   build
     #   pip-tools
 pyspark==3.5.1
-    # via feast (setup.py)
 pytest==7.4.4
     # via
-    #   feast (setup.py)
     #   pytest-benchmark
     #   pytest-cov
     #   pytest-env
@@ -720,21 +650,13 @@ pytest==7.4.4
     #   pytest-timeout
     #   pytest-xdist
 pytest-benchmark==3.4.1
-    # via feast (setup.py)
 pytest-cov==5.0.0
-    # via feast (setup.py)
 pytest-env==1.1.3
-    # via feast (setup.py)
 pytest-lazy-fixture==0.6.3
-    # via feast (setup.py)
 pytest-mock==1.10.4
-    # via feast (setup.py)
 pytest-ordering==0.6
-    # via feast (setup.py)
 pytest-timeout==1.4.2
-    # via feast (setup.py)
 pytest-xdist==3.6.1
-    # via feast (setup.py)
 python-dateutil==2.9.0.post0
     # via
     #   arrow
@@ -763,7 +685,6 @@ pytz==2024.1
     #   trino
 pyyaml==6.0.1
     # via
-    #   feast (setup.py)
     #   dask
     #   ibis-substrait
     #   jupyter-events
@@ -777,17 +698,15 @@ pyzmq==26.0.3
     #   jupyter-client
     #   jupyter-server
 redis==4.6.0
-    # via feast (setup.py)
 referencing==0.35.1
     # via
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
 regex==2024.5.15
-    # via feast (setup.py)
+    # via parsimonious
 requests==2.31.0
     # via
-    #   feast (setup.py)
     #   azure-core
     #   cachecontrol
     #   docker
@@ -801,6 +720,7 @@ requests==2.31.0
     #   msal
     #   requests-oauthlib
     #   responses
+    #   singlestoredb
     #   snowflake-connector-python
     #   sphinx
     #   trino
@@ -821,7 +741,6 @@ rich==13.7.1
     #   ibis-framework
     #   typer
 rockset==2.1.2
-    # via feast (setup.py)
 rpds-py==0.18.1
     # via
     #   jsonschema
@@ -833,7 +752,6 @@ ruamel-yaml==0.17.17
 ruamel-yaml-clib==0.2.8
     # via ruamel-yaml
 ruff==0.4.6
-    # via feast (setup.py)
 s3transfer==0.10.1
     # via boto3
 scipy==1.13.1
@@ -845,8 +763,10 @@ setuptools==70.0.0
     #   grpcio-tools
     #   kubernetes
     #   pip-tools
+    #   singlestoredb
 shellingham==1.5.4
     # via typer
+singlestoredb==1.3.1
 six==1.16.0
     # via
     #   asttokens
@@ -867,13 +787,11 @@ sniffio==1.3.1
 snowballstemmer==2.2.0
     # via sphinx
 snowflake-connector-python[pandas]==3.10.1
-    # via feast (setup.py)
 sortedcontainers==2.4.0
     # via snowflake-connector-python
 soupsieve==2.5
     # via beautifulsoup4
 sphinx==6.2.1
-    # via feast (setup.py)
 sphinxcontrib-applehelp==1.0.8
     # via sphinx
 sphinxcontrib-devhelp==1.0.6
@@ -888,7 +806,6 @@ sphinxcontrib-serializinghtml==1.1.10
     # via sphinx
 sqlalchemy[mypy]==2.0.30
     # via
-    #   feast (setup.py)
     #   duckdb-engine
     #   ibis-framework
     #   sqlalchemy-views
@@ -897,7 +814,8 @@ sqlalchemy-views==0.3.2
 sqlglot==20.11.0
     # via ibis-framework
 sqlite-vec==0.0.1a10
-    # via feast (setup.py)
+sqlparams==6.0.1
+    # via singlestoredb
 stack-data==0.6.3
     # via ipython
 starlette==0.37.2
@@ -905,21 +823,17 @@ starlette==0.37.2
 substrait==0.19.0
     # via ibis-substrait
 tabulate==0.9.0
-    # via feast (setup.py)
 tenacity==8.3.0
-    # via feast (setup.py)
 terminado==0.18.1
     # via
     #   jupyter-server
     #   jupyter-server-terminals
 testcontainers==4.4.0
-    # via feast (setup.py)
 thriftpy2==0.5.0
     # via happybase
 tinycss2==1.3.0
     # via nbconvert
 toml==0.10.2
-    # via feast (setup.py)
 tomli==2.0.1
     # via
     #   build
@@ -929,6 +843,7 @@ tomli==2.0.1
     #   pip-tools
     #   pytest
     #   pytest-env
+    #   singlestoredb
 tomlkit==0.12.5
     # via snowflake-connector-python
 toolz==0.12.1
@@ -946,9 +861,7 @@ tornado==6.4.1
     #   notebook
     #   terminado
 tqdm==4.66.4
-    # via
-    #   feast (setup.py)
-    #   great-expectations
+    # via great-expectations
 traitlets==5.14.3
     # via
     #   comm
@@ -965,39 +878,25 @@ traitlets==5.14.3
     #   nbconvert
     #   nbformat
 trino==0.328.0
-    # via feast (setup.py)
 typeguard==4.2.1
-    # via feast (setup.py)
 typer==0.12.3
     # via fastapi-cli
 types-cffi==1.16.0.20240331
     # via types-pyopenssl
 types-protobuf==3.19.22
-    # via
-    #   feast (setup.py)
-    #   mypy-protobuf
+    # via mypy-protobuf
 types-pymysql==1.1.0.20240524
-    # via feast (setup.py)
 types-pyopenssl==24.1.0.20240425
     # via types-redis
 types-python-dateutil==2.9.0.20240316
-    # via
-    #   feast (setup.py)
-    #   arrow
+    # via arrow
 types-pytz==2024.1.0.20240417
-    # via feast (setup.py)
 types-pyyaml==6.0.12.20240311
-    # via feast (setup.py)
 types-redis==4.6.0.20240425
-    # via feast (setup.py)
 types-requests==2.30.0.0
-    # via feast (setup.py)
 types-setuptools==70.0.0.20240524
-    # via
-    #   feast (setup.py)
-    #   types-cffi
+    # via types-cffi
 types-tabulate==0.9.0.20240106
-    # via feast (setup.py)
 types-urllib3==1.26.25.14
     # via types-requests
 typing-extensions==4.11.0
@@ -1035,7 +934,6 @@ uritemplate==4.1.1
     # via google-api-python-client
 urllib3==1.26.18
     # via
-    #   feast (setup.py)
     #   botocore
     #   docker
     #   elastic-transport
@@ -1049,15 +947,12 @@ urllib3==1.26.18
     #   testcontainers
 uvicorn[standard]==0.29.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   fastapi-cli
 uvloop==0.19.0
     # via uvicorn
 virtualenv==20.23.0
-    # via
-    #   feast (setup.py)
-    #   pre-commit
+    # via pre-commit
 watchfiles==0.21.0
     # via uvicorn
 wcwidth==0.2.13
@@ -1077,7 +972,9 @@ websockets==12.0
 werkzeug==3.0.3
     # via moto
 wheel==0.43.0
-    # via pip-tools
+    # via
+    #   pip-tools
+    #   singlestoredb
 widgetsnbextension==4.0.11
     # via ipywidgets
 wrapt==1.16.0
diff --git a/sdk/python/requirements/py3.9-requirements.txt b/sdk/python/requirements/py3.9-requirements.txt
index 579f39135e3..149a96626ef 100644
--- a/sdk/python/requirements/py3.9-requirements.txt
+++ b/sdk/python/requirements/py3.9-requirements.txt
@@ -20,22 +20,17 @@ charset-normalizer==3.3.2
     # via requests
 click==8.1.7
     # via
-    #   feast (setup.py)
     #   dask
     #   typer
     #   uvicorn
 cloudpickle==3.0.0
     # via dask
 colorama==0.4.6
-    # via feast (setup.py)
 dask[dataframe]==2024.5.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 dask-expr==1.1.0
     # via dask
 dill==0.3.8
-    # via feast (setup.py)
 dnspython==2.6.1
     # via email-validator
 email-validator==2.1.1
@@ -43,15 +38,14 @@ email-validator==2.1.1
 exceptiongroup==1.2.1
     # via anyio
 fastapi==0.111.0
-    # via
-    #   feast (setup.py)
-    #   fastapi-cli
+    # via fastapi-cli
 fastapi-cli==0.0.2
     # via fastapi
 fsspec==2024.3.1
     # via dask
+greenlet==3.0.3
+    # via sqlalchemy
 gunicorn==22.0.0
-    # via feast (setup.py)
 h11==0.14.0
     # via
     #   httpcore
@@ -73,11 +67,8 @@ importlib-metadata==7.1.0
     #   dask
     #   typeguard
 jinja2==3.1.4
-    # via
-    #   feast (setup.py)
-    #   fastapi
+    # via fastapi
 jsonschema==4.22.0
-    # via feast (setup.py)
 jsonschema-specifications==2023.12.1
     # via jsonschema
 locket==1.0.0
@@ -89,16 +80,13 @@ markupsafe==2.1.5
 mdurl==0.1.2
     # via markdown-it-py
 mmh3==4.1.0
-    # via feast (setup.py)
 mypy==1.10.0
     # via sqlalchemy
 mypy-extensions==1.0.0
     # via mypy
 mypy-protobuf==3.6.0
-    # via feast (setup.py)
 numpy==1.26.4
     # via
-    #   feast (setup.py)
     #   dask
     #   pandas
     #   pyarrow
@@ -110,29 +98,20 @@ packaging==24.0
     #   gunicorn
 pandas==2.2.2
     # via
-    #   feast (setup.py)
     #   dask
     #   dask-expr
 partd==1.4.2
     # via dask
 protobuf==4.25.3
-    # via
-    #   feast (setup.py)
-    #   mypy-protobuf
+    # via mypy-protobuf
 pyarrow==16.0.0
-    # via
-    #   feast (setup.py)
-    #   dask-expr
+    # via dask-expr
 pydantic==2.7.1
-    # via
-    #   feast (setup.py)
-    #   fastapi
+    # via fastapi
 pydantic-core==2.18.2
     # via pydantic
 pygments==2.18.0
-    # via
-    #   feast (setup.py)
-    #   rich
+    # via rich
 python-dateutil==2.9.0.post0
     # via pandas
 python-dotenv==1.0.1
@@ -143,7 +122,6 @@ pytz==2024.1
     # via pandas
 pyyaml==6.0.1
     # via
-    #   feast (setup.py)
     #   dask
     #   uvicorn
 referencing==0.35.1
@@ -151,7 +129,6 @@ referencing==0.35.1
     #   jsonschema
     #   jsonschema-specifications
 requests==2.31.0
-    # via feast (setup.py)
 rich==13.7.1
     # via typer
 rpds-py==0.18.1
@@ -167,17 +144,11 @@ sniffio==1.3.1
     #   anyio
     #   httpx
 sqlalchemy[mypy]==2.0.30
-    # via feast (setup.py)
-sqlite-vec==0.0.1a10
-    # via feast (setup.py)
 starlette==0.37.2
     # via fastapi
 tabulate==0.9.0
-    # via feast (setup.py)
 tenacity==8.3.0
-    # via feast (setup.py)
 toml==0.10.2
-    # via feast (setup.py)
 tomli==2.0.1
     # via mypy
 toolz==0.12.1
@@ -185,9 +156,7 @@ toolz==0.12.1
     #   dask
     #   partd
 tqdm==4.66.4
-    # via feast (setup.py)
 typeguard==4.2.1
-    # via feast (setup.py)
 typer==0.12.3
     # via fastapi-cli
 types-protobuf==5.26.0.20240422
@@ -212,7 +181,6 @@ urllib3==2.2.1
     # via requests
 uvicorn[standard]==0.29.0
     # via
-    #   feast (setup.py)
     #   fastapi
     #   fastapi-cli
 uvloop==0.19.0
diff --git a/sdk/python/tests/integration/feature_repos/universal/online_store/singlestore.py b/sdk/python/tests/integration/feature_repos/universal/online_store/singlestore.py
new file mode 100644
index 00000000000..d3a02421d0a
--- /dev/null
+++ b/sdk/python/tests/integration/feature_repos/universal/online_store/singlestore.py
@@ -0,0 +1,43 @@
+import subprocess
+import time
+from typing import Dict
+
+from testcontainers.core.container import DockerContainer
+
+from tests.integration.feature_repos.universal.online_store_creator import (
+    OnlineStoreCreator,
+)
+
+
+class SingleStoreOnlineStoreCreator(OnlineStoreCreator):
+    def __init__(self, project_name: str, **kwargs):
+        super().__init__(project_name)
+        self.container = (
+            DockerContainer("ghcr.io/singlestore-labs/singlestoredb-dev:latest")
+            .with_exposed_ports(3306)
+            .with_env("USER", "root")
+            .with_env("ROOT_PASSWORD", "test")
+            # this license key is authorized solely for use in SingleStore Feast tests and is subject to strict usage restrictions
+            # if you want a free SingleStore license for your own use please visit https://www.singlestore.com/cloud-trial/
+            .with_env(
+                "LICENSE_KEY",
+                "BGIxODZiYTg1YWUxYjRlODRhYzRjMGFmYTA1OTkxYzgyAAAAAAAAAAABAAAAAAAAACgwNQIZANx4NIXJ7CWvKYYb3wIyRXxBY7fdAnLeSwIYLy2Q0jA124GAkl04yuGrD59Zpv85DVYXAA==",
+            )
+        )
+
+    def create_online_store(self) -> Dict[str, str]:
+        self.container.start()
+        time.sleep(30)
+        exposed_port = self.container.get_exposed_port("3306")
+        command = f"mysql -uroot -ptest -P {exposed_port} -e 'CREATE DATABASE feast;'"
+        subprocess.run(command, shell=True, check=True)
+        return {
+            "type": "singlestore",
+            "user": "root",
+            "password": "test",
+            "database": "feast",
+            "port": exposed_port,
+        }
+
+    def teardown(self):
+        self.container.stop()
diff --git a/setup.py b/setup.py
index 9b3d0e55e62..2160ff0e91a 100644
--- a/setup.py
+++ b/setup.py
@@ -155,6 +155,8 @@
 
 ELASTICSEARCH_REQUIRED = ["elasticsearch>=8.13.0"]
 
+SINGLESTORE_REQUIRED = ["singlestoredb"]
+
 CI_REQUIRED = (
     [
         "build",
@@ -218,6 +220,7 @@
     + DELTA_REQUIRED
     + ELASTICSEARCH_REQUIRED
     + SQLITE_VEC_REQUIRED
+    + SINGLESTORE_REQUIRED
 )
 
 DOCS_REQUIRED = CI_REQUIRED
@@ -386,6 +389,7 @@ def run(self):
         "delta": DELTA_REQUIRED,
         "elasticsearch": ELASTICSEARCH_REQUIRED,
         "sqlite_vec": SQLITE_VEC_REQUIRED,
+        "singlestore": SINGLESTORE_REQUIRED,
     },
     include_package_data=True,
     license="Apache",