@@ -8,6 +8,29 @@ Feast supports modern table formats to enable data lakehouse architectures with
 
 ## Supported Table Formats
 
+### Lance
+
+[Lance](https://lancedb.github.io/lance/) is an Arrow-native table format with
+versioned datasets and vector indexing. Install Feast's native Lance reader and
+namespace client with:
+
+```bash
+pip install 'feast[lance]'
+```
+
+Use `LanceFormat` to select a namespace and optionally pin reads to a dataset
+version or tag:
+
+```python
+from feast.table_format import LanceFormat
+
+lance_format = LanceFormat(
+    catalog="my_catalog",
+    namespace="features",
+    tag="candidate",
+)
+```
+
 ### Apache Iceberg
 
 [Apache Iceberg](https://iceberg.apache.org/) is an open table format designed for huge analytic datasets. It provides:
@@ -354,4 +377,4 @@ Future support planned for:
 - [Apache Iceberg Documentation](https://iceberg.apache.org/docs/latest/)
 - [Delta Lake Documentation](https://docs.delta.io/latest/index.html)
 - [Apache Hudi Documentation](https://hudi.apache.org/docs/overview)
-- [Python API Reference - TableFormat](https://rtd.feast.dev/en/master/#feast.table_format)
+- [Python API Reference - TableFormat](https://rtd.feast.dev/en/master/#feast.table_format)
diff --git a/pixi.lock b/pixi.lock
diff --git a/pyproject.toml b/pyproject.toml
@@ -116,6 +116,10 @@ openlineage = ["openlineage-python>=1.40.0"]
 opentelemetry = ["prometheus_client", "psutil"]
 spark = ["pyspark>=4.0.0"]
 iceberg = ["pyiceberg>=0.7.0"]
+lance = [
+    "pylance>=12.0.0",
+    "lance-namespace>=0.11.1",
+]
 trino = ["trino>=0.305.0,<0.400.0", "regex"]
 postgres = ["psycopg[binary,pool]>=3.2.5"]
 # psycopg[c] install requires a system with a C compiler, python dev headers, & postgresql client dev headers
@@ -178,7 +182,7 @@ test = [
 ]
 
 ci = [
-    "feast[test, aws, azure, cassandra, clickhouse, couchbase, delta, docling, duckdb, elasticsearch, faiss, gcp, ge, glide, go, grpcio, hazelcast, hbase, ibis, iceberg, image, k8s, mcp, mcp-server, milvus, mlflow, mongodb, mssql, mysql, openlineage, opentelemetry, oracle, scylladb, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]",
+    "feast[test, aws, azure, cassandra, clickhouse, couchbase, delta, docling, duckdb, elasticsearch, faiss, gcp, ge, glide, go, grpcio, hazelcast, hbase, ibis, iceberg, image, k8s, lance, mcp, mcp-server, milvus, mlflow, mongodb, mssql, mysql, openlineage, opentelemetry, oracle, scylladb, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]",
     "build",
     "virtualenv>=20.26,<21",
     "dbt-artifacts-parser",

@@ -3304,6 +3304,16 @@ kubernetes==36.0.3 \
     #   feast (pyproject.toml)
     #   codeflare-sdk
     #   kube-authkit
+lance-namespace==0.11.1 \
+    --hash=sha256:07643fce9a42ad4d58cc8bf91e3f592bc7f4cbd8d0ad5233223506debf67551c \
+    --hash=sha256:f67cfbbe0647b7cb42f23b673e7edf8a75b7d8a047265a916492f8d247ee1bc2
+    # via
+    #   feast (pyproject.toml)
+    #   pylance
+lance-namespace-urllib3-client==0.11.1 \
+    --hash=sha256:145a9e9424d7597487249b5b95ee274423bf2910e1a9160b6a07b676b61ea46a \
+    --hash=sha256:36537f529294da6d884ba0fe783704483f0a75463497c7705fd083a4d0257990
+    # via lance-namespace
 lark==1.3.1 \
     --hash=sha256:b426a7a6d6d53189d318f2b6236ab5d6429eaf09259f1ca33eb716eed10d2905 \
     --hash=sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12
@@ -4528,6 +4538,7 @@ numpy==2.2.6 ; python_full_version < '3.11' \
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
+    #   pylance
     #   qdrant-client
     #   safetensors
     #   scikit-image
@@ -4632,6 +4643,7 @@ numpy==2.4.6 ; python_full_version == '3.11.*' \
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
+    #   pylance
     #   qdrant-client
     #   ray
     #   safetensors
@@ -4731,6 +4743,7 @@ numpy==2.5.3 ; python_full_version >= '3.12' \
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
+    #   pylance
     #   qdrant-client
     #   ray
     #   safetensors
@@ -5654,6 +5667,7 @@ pyarrow==23.0.1 \
     #   milvus-lite
     #   mlflow
     #   pandas-gbq
+    #   pylance
     #   ray
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
@@ -5774,6 +5788,7 @@ pydantic[email]==2.13.5 \
     #   fastapi-mcp
     #   fastmcp-slim
     #   great-expectations
+    #   lance-namespace-urllib3-client
     #   mcp
     #   mlflow-skinny
     #   mlflow-tracing
@@ -5977,6 +5992,14 @@ pyjwt[crypto]==2.15.1 \
     #   msal
     #   singlestoredb
     #   snowflake-connector-python
+pylance==13.0.0 \
+    --hash=sha256:22a37a0af446964e79cfd6046f9ea2735fcb42f8020eab63947b2bdca04989c2 \
+    --hash=sha256:22e47adcc2c7300ff876fb398ee9c625973932163ec055adae14871f8a09d7b0 \
+    --hash=sha256:2c94649a35161c6100ed822ac022756bfefb840b7e01cf491505c5245186f7b4 \
+    --hash=sha256:38cbe8d204785e697909e8faca91adb3b00a2f6a865c425987cb232d0865c010 \
+    --hash=sha256:8a340dcf750171dd6386db0b6ed303bb22594e1c1b266b7fe149ea1684bf4a9a \
+    --hash=sha256:a54496c4e6c01a8c3d49479fce98474c95a265515091d173aa9e16df271d837d
+    # via feast (pyproject.toml)
 pylatexenc==2.11 \
     --hash=sha256:305a072a99ce736246049c9da05841b9d718c0f7ea8888f5f596cf15cb621053 \
     --hash=sha256:e78e7391d6c104f1ed150e21cfaa58016cdb50aa54406a2eecb793649ffdfdd0
@@ -6566,6 +6589,7 @@ python-dateutil==2.9.0 \
     #   ibis-framework
     #   jupyter-client
     #   kubernetes
+    #   lance-namespace-urllib3-client
     #   matplotlib
     #   moto
     #   openlineage-python
@@ -8404,14 +8428,47 @@ toolz==1.1.0 \
     #   ibis-framework
     #   partd
 torch==2.14.1 ; sys_platform == 'darwin' \
+    --hash=sha256:100df7e44af5c973606cfef571a14b36b0acfd165d6bbc7aabe3edac95c9ccbd \
     --hash=sha256:17b32fd68abe9429d936c643579e24465e7174a06c168bbfcc01395a881bc8af \
+    --hash=sha256:192745b92c9ac392298e73de950cd02d8a7886117923073d890625622d343ede \
+    --hash=sha256:24b279ee181df14dc353f3e3f0e3f088d88a38175989dadb5645c0194830d4de \
+    --hash=sha256:2547c9f32f8fd9c8fced83119269d85519b123d4e8c87eba71660fe3a6996336 \
+    --hash=sha256:2948f065d848178a0402791baf87493b7ebf067dae48a8e04c498d6668e94895 \
+    --hash=sha256:2af649994b36dffc627175c3f306d9e513a309b58d4619ac7107577613336454 \
+    --hash=sha256:2f8162c6b265eaf2b0bdd6bef20e96cece430f308e1477a32d0aef51e472124c \
+    --hash=sha256:331fa474e26e428e2e6af1143b2fdab19cee492d7d21897b8899ce1c14755662 \
+    --hash=sha256:35103e180214793207f95d7e12e100ecba3ace6f5fb37e1fcefbb07e096ed180 \
+    --hash=sha256:36a03a3f87ec875ca39c8e29eccbaf0fc704605f78a3f7f179f157048c3c395e \
     --hash=sha256:3e4d7679866c4cd68258ccda7c51bcda150797eda095813f26fe63c07934cc21 \
+    --hash=sha256:4b323c71a5ac184485c87d694842157b1eb217c425ad69761dafd379d1590521 \
+    --hash=sha256:4ce2a6ae7d302bba56ef7c5c92d9f752728896cfe2626a7f3e5293f879e36650 \
+    --hash=sha256:4eec5a4fadd7a18f9c75b97fdb374fbb579ce4b1604bf66eeb14dc2201d54def \
+    --hash=sha256:5a6363570c753812540a05eb82380e329469cbe668643e88111414c12627711f \
+    --hash=sha256:5c0d1ef51127c9c65ec6394226b82ef1a5f3cd0ab8ffb10f48cc5c08aa72a5cf \
+    --hash=sha256:5e38154c8896d426a5df58bf2276b603e82184dfae4f54d77dbb212f36e34f37 \
+    --hash=sha256:6b06a7f6275c5fdecaf1dbf5546f0820b024a97785575bb99e3d9930d83cd86b \
     --hash=sha256:6fe25964e53113a8a1f5640be1103a982a426c07f8907fba48fcca1be1112202 \
     --hash=sha256:729992e6b581de722989012547b7767ef8ac019bd060e34805f06a52ff9a120e \
+    --hash=sha256:783a3dec10d272e40ed3f1a05ec228400300d3229b8f7521a9327645fae88646 \
     --hash=sha256:7b0670b545f1b732a3219966e6704b27398a32a764bc7cce065e40b142dcf8a1 \
+    --hash=sha256:7d2c35e915793f3ae82e8ee4041a960140bcd0bd35f3ec6eb06e1f1f37a89dba \
     --hash=sha256:82762c7527079f1e17a771684362ed51400e3bc72942df30217e40f27c6816d7 \
+    --hash=sha256:88634fad89f7b953acd011bad0d5c131d269aa71a7de6e0ef2344e3a2c95fabc \
+    --hash=sha256:930d724490955b822c0b005499128279e54876a318b51fdb9b9da35e0230cc0f \
+    --hash=sha256:94edee897fbd15a73f91aa38e22e2d2b7b60ac3acf6e8afc6b8dad89229c810c \
     --hash=sha256:9cf3082d25560efb1eef921871595227c0cf305abb7761ca45b6b988ef6cdd45 \
-    --hash=sha256:e3ac0a862f1e81a23bd2b9ff979c189a2154e731c06d4c530bfbf2642ff01ddf
+    --hash=sha256:a46884e8b38cbdf5af8d4fdd39223a5fa97491419c3417c93f9b3e28749fa356 \
+    --hash=sha256:a7a580e3d92467516c9247a22bc805ae4f79c7b1b9a2052f92849f34e89720f5 \
+    --hash=sha256:a93db7947d53caab62c2436205a60ddf9c3150c2e09eb9b24610c1c3f4cbaf99 \
+    --hash=sha256:b869fe9358c90dd82d02db89aef89729df93a89a48b7c3e21a7719abf55586b3 \
+    --hash=sha256:bda7043ec45539b1b61538af468e19854b72ac6be8d6fde2f51dfd0c91721568 \
+    --hash=sha256:c52adc3bd526ff7fc5bdcc58fc4a76e6214d09951b646ffe5256ebd7ba60cef1 \
+    --hash=sha256:cccd0a609fe3f83ab2ff651b627d5bd68c7fb33ee77a994b31c18b7c9a6f9a52 \
+    --hash=sha256:d14b0c8a66345b7ba43adfa86fc20d89087a0a92e440004755d49d2468ddc6e0 \
+    --hash=sha256:e3ac0a862f1e81a23bd2b9ff979c189a2154e731c06d4c530bfbf2642ff01ddf \
+    --hash=sha256:e799161f94d97485857ec82424e40a83d7648ab02c03e3d6e71c7838a4d7b89e \
+    --hash=sha256:f56cd23a3bf003bfbed3da0645ba09b3ccc66c0a2f2ac726a9b98f34e0e4926f \
+    --hash=sha256:f67ee1fe9c9f7c6ad3785d150bc3cecda442a5880a6d40816e13fee475d97dd8
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -8465,14 +8522,38 @@ torch==2.14.1+cpu ; sys_platform != 'darwin' \
     #   timm
     #   torchvision
 torchvision==0.29.1 ; sys_platform == 'darwin' \
+    --hash=sha256:0be6a8048d16964d0c56b819c2beaa72c8f8985700add134d8ae02062fddd5d5 \
+    --hash=sha256:0ca9fcc7c35ca00682e33a278fbc596233552e56417e2548861bcdd023660b51 \
+    --hash=sha256:148aa2e7606117827b9117744c739a38aaba91a519f44c3971a1c6f118508243 \
+    --hash=sha256:192a46d1ccb8118810cef0c3852d90f4ba5160bfcb09c674062d3753b9b97719 \
+    --hash=sha256:25687959fab99dc2489c5f5ab2624101066428a9d344f9f0b45c90c019b25037 \
     --hash=sha256:25fee78bd73f3a70fd8402959c6eea0fd164c05727c08bf4f59c73350653d7cc \
+    --hash=sha256:265b7c27a54bd17fad35494e478ddcf9028187898a8b1c73df515b8be83bc44f \
+    --hash=sha256:3058f855e65089330ec987b8cac1ccf5e7a26cd475f8cab20597b5577ddc8767 \
+    --hash=sha256:361f943872f7763807912cc51d621f0172e8d481792f8c6f3fe1f63838a29e0c \
     --hash=sha256:3b6eb9d2f8fe9b93d9d37637749df361efeed133d96ddd503184a1b5b12bb27f \
+    --hash=sha256:48d50755767f08230ada71213decd6502ec59ebc9c9f67098bc2f81036f24b74 \
+    --hash=sha256:502a45b518f801e4b2689e63c4d2085995e257c54002bc5a0e602093db95405d \
+    --hash=sha256:52662534ce7451661d94312f11a0922e89998c7d409803046de7046ba6fd1c08 \
+    --hash=sha256:53bb0c2dd29e5f4f74dc6796e642c13996222f64b3ac0c2fce6d8abd351998e5 \
+    --hash=sha256:5df6b59fccec8046df9b1ef197d6b5cd8523d1a2e0b981df69fbfd908ccbc464 \
+    --hash=sha256:7b27accfa545169ad070efb8a6679b25d63acc8513bbc0c05937c3ce94c13ea5 \
+    --hash=sha256:7e22a746a259d93d00392e0a71df389d3d4466bcd2458d95be3d65bb018efaa5 \
     --hash=sha256:81631181cff6389b76195c770dca6292321bffc6fd7954bb72dd690c39c7e375 \
+    --hash=sha256:84690a857d4ded320a5c5264499a266bb9beb1b706125980d7a4a6f4e07b6b42 \
     --hash=sha256:880c1c789fd9cdc31cdb4dbe906b8c74bd8b9b70509cc9fffe6b996ad0a0f656 \
     --hash=sha256:8b26ff2c61cd1da60d74cf704cae6007bc38902a60d4a7068fe327db1cb45c62 \
+    --hash=sha256:9029fbac8d86dc562a79ef33824c50152674ac2f017c001419be4e1e06256b53 \
+    --hash=sha256:94590cee2298a7b6cc6512159781b577a322d0813baf1add3cf02db744138b31 \
     --hash=sha256:9ef8de9b4a47b00dbe0a6a35bba22907f86f091adef57a76f1581502dbfc59f8 \
+    --hash=sha256:aa6ee9cb6995f10af9e78ba5bceded3aa824b64610f4bafb650e66f8722f841a \
     --hash=sha256:b0b3de76f2ee5678b7950ba9971cf72d9c5887cd7993db61788552f371686fed \
-    --hash=sha256:c33cbd596afa13c24de752ead437eb5da48285efd6dc2a06543948821bfde57a
+    --hash=sha256:c33cbd596afa13c24de752ead437eb5da48285efd6dc2a06543948821bfde57a \
+    --hash=sha256:dc630e9aa09a8ee4497e088dfabd60dbfb3b839fa35768a4f3d07e5ebd59a632 \
+    --hash=sha256:e100257aa2cd8840088d321c338f02657faf43d802d470dd8dcb7ff4003553d2 \
+    --hash=sha256:ef220d4b21878c58947851beb7337382897159105f012f0c9c07bf7e84174d7e \
+    --hash=sha256:ef94bfa4f1e870e376d65ca4bac6ca979fdd5da4ce34295621342b6b1736ba43 \
+    --hash=sha256:f1ef752411a031d74f78488c2ec93619f0d75a6c762409b7a541959054578f2c
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
@@ -8757,6 +8838,7 @@ typing-extensions==4.16.0 \
     #   jupyter-client
     #   jupyterlab
     #   jwcrypto
+    #   lance-namespace-urllib3-client
     #   mcp
     #   minio
     #   mistune
@@ -8834,6 +8916,7 @@ urllib3==2.8.0 \
     #   great-expectations
     #   kube-authkit
     #   kubernetes
+    #   lance-namespace-urllib3-client
     #   minio
     #   qdrant-client
     #   requests