diff --git a/native/Cargo.lock b/native/Cargo.lock
index ed3642a484..50f6c632b2 100644
--- a/native/Cargo.lock
+++ b/native/Cargo.lock
@@ -196,8 +196,8 @@ dependencies = [
  "serde_bytes",
  "serde_json",
  "snap",
- "strum",
- "strum_macros",
+ "strum 0.27.2",
+ "strum_macros 0.27.2",
  "thiserror 2.0.18",
  "uuid",
  "zstd",
@@ -564,6 +564,17 @@ dependencies = [
  "pin-project-lite",
 ]
 
+[[package]]
+name = "async-recursion"
+version = "1.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.118",
+]
+
 [[package]]
 name = "async-std"
 version = "1.13.2"
@@ -604,7 +615,16 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
+]
+
+[[package]]
+name = "async_cell"
+version = "0.2.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "447ab28afbb345f5408b120702a44e5529ebf90b1796ec76e9528df8e288e6c2"
+dependencies = [
+ "loom",
 ]
 
 [[package]]
@@ -712,7 +732,7 @@ dependencies = [
  "bytes-utils",
  "fastrand",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "percent-encoding",
  "pin-project-lite",
  "tracing",
@@ -844,7 +864,7 @@ dependencies = [
  "futures-core",
  "futures-util",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "http-body-util",
  "percent-encoding",
  "pin-project-lite",
@@ -924,7 +944,7 @@ dependencies = [
  "http 0.2.12",
  "http 1.4.2",
  "http-body 0.4.6",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "http-body-util",
  "pin-project-lite",
  "pin-utils",
@@ -958,7 +978,7 @@ checksum = "221eaa237ddf1ca79b60d1372aad77e47f9c0ea5b3ce5099da8c61d027dc77b3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -984,7 +1004,7 @@ dependencies = [
  "http 0.2.12",
  "http 1.4.2",
  "http-body 0.4.6",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "http-body-util",
  "itoa",
  "num-integer",
@@ -1102,6 +1122,27 @@ version = "2.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b4388bee8683e3d04af747c73422af53102d2bd24d9eadb6cbc100baef4b43f8"
 
+[[package]]
+name = "bitpacking"
+version = "0.9.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "96a7139abd3d9cebf8cd6f920a389cf3dc9576172e32f4563f188cae3c3eb019"
+dependencies = [
+ "crunchy",
+]
+
+[[package]]
+name = "bitvec"
+version = "1.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ddcec3d12c579d40898fe0a9a358a803c23e9c52ca3c425707f81c9436211837"
+dependencies = [
+ "funty",
+ "radium",
+ "tap",
+ "wyz",
+]
+
 [[package]]
 name = "blake2"
 version = "0.10.6"
@@ -1197,7 +1238,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -1421,7 +1462,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -1663,6 +1704,25 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "crossbeam-queue"
+version = "0.3.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "803d13fb3b09d88be9f4dbc29062c66b19bf7170867ceb746d2a8689bf6c7a26"
+dependencies = [
+ "crossbeam-utils",
+]
+
+[[package]]
+name = "crossbeam-skiplist"
+version = "0.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "df29de440c58ca2cc6e587ec3d22347551a32435fbde9d2bff64e78a9ffa151b"
+dependencies = [
+ "crossbeam-epoch",
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "crossbeam-utils"
 version = "0.8.22"
@@ -1775,7 +1835,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -1788,7 +1848,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -1799,7 +1859,7 @@ checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
 dependencies = [
  "darling_core 0.20.11",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -1810,7 +1870,7 @@ checksum = "ac3984ec7bd6cfa798e62b4a642426a5be0e68f9401cfc2a01e3fa9ea2fcdb8d"
 dependencies = [
  "darling_core 0.23.0",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -1827,6 +1887,55 @@ dependencies = [
  "parking_lot_core",
 ]
 
+[[package]]
+name = "datafusion"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "93db0e623840612f7f2cd757f7e8a8922064192363732c88692e0870016e141b"
+dependencies = [
+ "arrow",
+ "arrow-schema",
+ "async-trait",
+ "bytes",
+ "chrono",
+ "datafusion-catalog 53.1.0",
+ "datafusion-catalog-listing 53.1.0",
+ "datafusion-common 53.1.0",
+ "datafusion-common-runtime 53.1.0",
+ "datafusion-datasource 53.1.0",
+ "datafusion-datasource-arrow 53.1.0",
+ "datafusion-datasource-csv 53.1.0",
+ "datafusion-datasource-json 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-functions 53.1.0",
+ "datafusion-functions-aggregate 53.1.0",
+ "datafusion-functions-nested 53.1.0",
+ "datafusion-functions-table 53.1.0",
+ "datafusion-functions-window 53.1.0",
+ "datafusion-optimizer 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-adapter 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "datafusion-physical-optimizer 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "datafusion-session 53.1.0",
+ "datafusion-sql 53.1.0",
+ "futures",
+ "itertools 0.14.0",
+ "log",
+ "object_store",
+ "parking_lot",
+ "rand 0.9.5",
+ "regex",
+ "sqlparser 0.61.0",
+ "tempfile",
+ "tokio",
+ "url",
+ "uuid",
+]
+
 [[package]]
 name = "datafusion"
 version = "54.0.0"
@@ -1837,31 +1946,31 @@ dependencies = [
  "arrow-schema",
  "async-trait",
  "chrono",
- "datafusion-catalog",
- "datafusion-catalog-listing",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-datasource",
- "datafusion-datasource-arrow",
- "datafusion-datasource-csv",
- "datafusion-datasource-json",
+ "datafusion-catalog 54.0.0",
+ "datafusion-catalog-listing 54.0.0",
+ "datafusion-common 54.0.0",
+ "datafusion-common-runtime 54.0.0",
+ "datafusion-datasource 54.0.0",
+ "datafusion-datasource-arrow 54.0.0",
+ "datafusion-datasource-csv 54.0.0",
+ "datafusion-datasource-json 54.0.0",
  "datafusion-datasource-parquet",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-functions",
- "datafusion-functions-aggregate",
- "datafusion-functions-nested",
- "datafusion-functions-table",
- "datafusion-functions-window",
- "datafusion-optimizer",
- "datafusion-physical-expr",
- "datafusion-physical-expr-adapter",
- "datafusion-physical-expr-common",
- "datafusion-physical-optimizer",
- "datafusion-physical-plan",
- "datafusion-session",
- "datafusion-sql",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-functions 54.0.0",
+ "datafusion-functions-aggregate 54.0.0",
+ "datafusion-functions-nested 54.0.0",
+ "datafusion-functions-table 54.0.0",
+ "datafusion-functions-window 54.0.0",
+ "datafusion-optimizer 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-adapter 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-optimizer 54.0.0",
+ "datafusion-physical-plan 54.0.0",
+ "datafusion-session 54.0.0",
+ "datafusion-sql 54.0.0",
  "futures",
  "indexmap 2.14.0",
  "itertools 0.14.0",
@@ -1869,13 +1978,38 @@ dependencies = [
  "object_store",
  "parking_lot",
  "parquet",
- "sqlparser",
+ "sqlparser 0.62.0",
  "tempfile",
  "tokio",
  "url",
  "uuid",
 ]
 
+[[package]]
+name = "datafusion-catalog"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "37cefde60b26a7f4ff61e9d2ff2833322f91df2b568d7238afe67bde5bdffb66"
+dependencies = [
+ "arrow",
+ "async-trait",
+ "dashmap",
+ "datafusion-common 53.1.0",
+ "datafusion-common-runtime 53.1.0",
+ "datafusion-datasource 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "datafusion-session 53.1.0",
+ "futures",
+ "itertools 0.14.0",
+ "log",
+ "object_store",
+ "parking_lot",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-catalog"
 version = "54.0.0"
@@ -1885,14 +2019,14 @@ dependencies = [
  "arrow",
  "async-trait",
  "dashmap",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-datasource",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-physical-expr",
- "datafusion-physical-plan",
- "datafusion-session",
+ "datafusion-common 54.0.0",
+ "datafusion-common-runtime 54.0.0",
+ "datafusion-datasource 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-plan 54.0.0",
+ "datafusion-session 54.0.0",
  "futures",
  "itertools 0.14.0",
  "log",
@@ -1901,6 +2035,29 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-catalog-listing"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "17e112307715d6a7a331111a4c2330ff54bc237183511c319e3708a4cff431fb"
+dependencies = [
+ "arrow",
+ "async-trait",
+ "datafusion-catalog 53.1.0",
+ "datafusion-common 53.1.0",
+ "datafusion-datasource 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-adapter 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "futures",
+ "itertools 0.14.0",
+ "log",
+ "object_store",
+]
+
 [[package]]
 name = "datafusion-catalog-listing"
 version = "54.0.0"
@@ -1909,15 +2066,15 @@ checksum = "897c70f871277f9ce99aa38347be0d679bbe3e617156c4d2a8378cec8a2a0891"
 dependencies = [
  "arrow",
  "async-trait",
- "datafusion-catalog",
- "datafusion-common",
- "datafusion-datasource",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-physical-expr",
- "datafusion-physical-expr-adapter",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
+ "datafusion-catalog 54.0.0",
+ "datafusion-common 54.0.0",
+ "datafusion-datasource 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-adapter 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-plan 54.0.0",
  "futures",
  "itertools 0.14.0",
  "log",
@@ -1934,15 +2091,15 @@ dependencies = [
  "aws-config",
  "aws-credential-types",
  "criterion",
- "datafusion",
+ "datafusion 54.0.0",
  "datafusion-comet-common",
  "datafusion-comet-jni-bridge",
  "datafusion-comet-proto",
  "datafusion-comet-shuffle",
  "datafusion-comet-spark-expr",
- "datafusion-datasource",
- "datafusion-functions-nested",
- "datafusion-physical-expr-adapter",
+ "datafusion-datasource 54.0.0",
+ "datafusion-functions-nested 54.0.0",
+ "datafusion-physical-expr-adapter 54.0.0",
  "datafusion-spark",
  "futures",
  "hdfs-sys",
@@ -1952,6 +2109,7 @@ dependencies = [
  "iceberg-storage-opendal",
  "itertools 0.15.0",
  "jni 0.22.4",
+ "lance",
  "lazy_static",
  "log",
  "log4rs",
@@ -1984,7 +2142,7 @@ name = "datafusion-comet-common"
 version = "1.0.0"
 dependencies = [
  "arrow",
- "datafusion",
+ "datafusion 54.0.0",
  "serde",
  "serde_json",
  "thiserror 2.0.18",
@@ -1996,7 +2154,7 @@ version = "1.0.0"
 dependencies = [
  "arrow",
  "assertables",
- "datafusion",
+ "datafusion 54.0.0",
  "datafusion-comet-common",
  "jni 0.22.4",
  "lazy_static",
@@ -2027,7 +2185,7 @@ dependencies = [
  "crc32c",
  "crc32fast",
  "criterion",
- "datafusion",
+ "datafusion 54.0.0",
  "datafusion-comet-common",
  "datafusion-comet-jni-bridge",
  "datafusion-comet-spark-expr",
@@ -2053,7 +2211,7 @@ dependencies = [
  "chrono",
  "chrono-tz",
  "criterion",
- "datafusion",
+ "datafusion 54.0.0",
  "datafusion-comet-common",
  "datafusion-comet-jni-bridge",
  "futures",
@@ -2068,6 +2226,29 @@ dependencies = [
  "twox-hash",
 ]
 
+[[package]]
+name = "datafusion-common"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d72a11ca44a95e1081870d3abb80c717496e8a7acb467a1d3e932bb636af5cc2"
+dependencies = [
+ "ahash",
+ "arrow",
+ "arrow-ipc",
+ "chrono",
+ "half",
+ "hashbrown 0.16.1",
+ "indexmap 2.14.0",
+ "itertools 0.14.0",
+ "libc",
+ "log",
+ "object_store",
+ "paste",
+ "sqlparser 0.61.0",
+ "tokio",
+ "web-time",
+]
+
 [[package]]
 name = "datafusion-common"
 version = "54.0.0"
@@ -2088,12 +2269,23 @@ dependencies = [
  "log",
  "object_store",
  "parquet",
- "sqlparser",
+ "sqlparser 0.62.0",
  "tokio",
  "uuid",
  "web-time",
 ]
 
+[[package]]
+name = "datafusion-common-runtime"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "89f4afaed29670ec4fd6053643adc749fe3f4bc9d1ce1b8c5679b22c67d12def"
+dependencies = [
+ "futures",
+ "log",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-common-runtime"
 version = "54.0.0"
@@ -2105,6 +2297,35 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-datasource"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e9fb386e1691355355a96419978a0022b7947b44d4a24a6ea99f00b6b485cbb6"
+dependencies = [
+ "arrow",
+ "async-trait",
+ "bytes",
+ "chrono",
+ "datafusion-common 53.1.0",
+ "datafusion-common-runtime 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-adapter 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "datafusion-session 53.1.0",
+ "futures",
+ "glob",
+ "itertools 0.14.0",
+ "log",
+ "object_store",
+ "rand 0.9.5",
+ "tokio",
+ "url",
+]
+
 [[package]]
 name = "datafusion-datasource"
 version = "54.0.0"
@@ -2117,15 +2338,15 @@ dependencies = [
  "bytes",
  "bzip2",
  "chrono",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-physical-expr",
- "datafusion-physical-expr-adapter",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
- "datafusion-session",
+ "datafusion-common 54.0.0",
+ "datafusion-common-runtime 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-adapter 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-plan 54.0.0",
+ "datafusion-session 54.0.0",
  "flate2",
  "futures",
  "glob",
@@ -2141,6 +2362,30 @@ dependencies = [
  "zstd",
 ]
 
+[[package]]
+name = "datafusion-datasource-arrow"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ffa6c52cfed0734c5f93754d1c0175f558175248bf686c944fb05c373e5fc096"
+dependencies = [
+ "arrow",
+ "arrow-ipc",
+ "async-trait",
+ "bytes",
+ "datafusion-common 53.1.0",
+ "datafusion-common-runtime 53.1.0",
+ "datafusion-datasource 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "datafusion-session 53.1.0",
+ "futures",
+ "itertools 0.14.0",
+ "object_store",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-datasource-arrow"
 version = "54.0.0"
@@ -2151,20 +2396,43 @@ dependencies = [
  "arrow-ipc",
  "async-trait",
  "bytes",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-datasource",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
- "datafusion-session",
+ "datafusion-common 54.0.0",
+ "datafusion-common-runtime 54.0.0",
+ "datafusion-datasource 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-plan 54.0.0",
+ "datafusion-session 54.0.0",
  "futures",
  "itertools 0.14.0",
  "object_store",
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-datasource-csv"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "503f29e0582c1fc189578d665ff57d9300da1f80c282777d7eb67bb79fb8cdca"
+dependencies = [
+ "arrow",
+ "async-trait",
+ "bytes",
+ "datafusion-common 53.1.0",
+ "datafusion-common-runtime 53.1.0",
+ "datafusion-datasource 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "datafusion-session 53.1.0",
+ "futures",
+ "object_store",
+ "regex",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-datasource-csv"
 version = "54.0.0"
@@ -2174,20 +2442,44 @@ dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-datasource",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
- "datafusion-session",
+ "datafusion-common 54.0.0",
+ "datafusion-common-runtime 54.0.0",
+ "datafusion-datasource 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-plan 54.0.0",
+ "datafusion-session 54.0.0",
  "futures",
  "object_store",
  "regex",
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-datasource-json"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e33804749abc8d0c8cb7473228483cb8070e524c6f6086ee1b85a64debe2b3d2"
+dependencies = [
+ "arrow",
+ "async-trait",
+ "bytes",
+ "datafusion-common 53.1.0",
+ "datafusion-common-runtime 53.1.0",
+ "datafusion-datasource 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "datafusion-session 53.1.0",
+ "futures",
+ "object_store",
+ "serde_json",
+ "tokio",
+ "tokio-stream",
+]
+
 [[package]]
 name = "datafusion-datasource-json"
 version = "54.0.0"
@@ -2197,14 +2489,14 @@ dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-datasource",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
- "datafusion-session",
+ "datafusion-common 54.0.0",
+ "datafusion-common-runtime 54.0.0",
+ "datafusion-datasource 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-plan 54.0.0",
+ "datafusion-session 54.0.0",
  "futures",
  "object_store",
  "tokio",
@@ -2220,19 +2512,19 @@ dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-datasource",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-functions",
- "datafusion-functions-aggregate-common",
- "datafusion-physical-expr",
- "datafusion-physical-expr-adapter",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
- "datafusion-pruning",
- "datafusion-session",
+ "datafusion-common 54.0.0",
+ "datafusion-common-runtime 54.0.0",
+ "datafusion-datasource 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-functions 54.0.0",
+ "datafusion-functions-aggregate-common 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-adapter 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-plan 54.0.0",
+ "datafusion-pruning 54.0.0",
+ "datafusion-session 54.0.0",
  "futures",
  "itertools 0.14.0",
  "log",
@@ -2242,12 +2534,41 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-doc"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8de6ac0df1662b9148ad3c987978b32cbec7c772f199b1d53520c8fa764a87ee"
+
 [[package]]
 name = "datafusion-doc"
 version = "54.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cb9e7e5d11130c48c8bd4e80c79a9772dd28ce6dc330baca9246205d245b9e2e"
 
+[[package]]
+name = "datafusion-execution"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c03c7fbdaefcca4ef6ffe425a5fc2325763bfb426599bb0bf4536466efabe709"
+dependencies = [
+ "arrow",
+ "arrow-buffer",
+ "async-trait",
+ "chrono",
+ "dashmap",
+ "datafusion-common 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "futures",
+ "log",
+ "object_store",
+ "parking_lot",
+ "rand 0.9.5",
+ "tempfile",
+ "url",
+]
+
 [[package]]
 name = "datafusion-execution"
 version = "54.0.0"
@@ -2258,9 +2579,9 @@ dependencies = [
  "arrow-buffer",
  "async-trait",
  "dashmap",
- "datafusion-common",
- "datafusion-expr",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
  "futures",
  "log",
  "object_store",
@@ -2271,6 +2592,28 @@ dependencies = [
  "url",
 ]
 
+[[package]]
+name = "datafusion-expr"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "574b9b6977fedbd2a611cbff12e5caf90f31640ad9dc5870f152836d94bad0dd"
+dependencies = [
+ "arrow",
+ "async-trait",
+ "chrono",
+ "datafusion-common 53.1.0",
+ "datafusion-doc 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-functions-aggregate-common 53.1.0",
+ "datafusion-functions-window-common 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "indexmap 2.14.0",
+ "itertools 0.14.0",
+ "paste",
+ "serde_json",
+ "sqlparser 0.61.0",
+]
+
 [[package]]
 name = "datafusion-expr"
 version = "54.0.0"
@@ -2281,16 +2624,29 @@ dependencies = [
  "arrow-schema",
  "async-trait",
  "chrono",
- "datafusion-common",
- "datafusion-doc",
- "datafusion-expr-common",
- "datafusion-functions-aggregate-common",
- "datafusion-functions-window-common",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-doc 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-functions-aggregate-common 54.0.0",
+ "datafusion-functions-window-common 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
  "indexmap 2.14.0",
  "itertools 0.14.0",
  "serde_json",
- "sqlparser",
+ "sqlparser 0.62.0",
+]
+
+[[package]]
+name = "datafusion-expr-common"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7d7c3adf3db8bf61e92eb90cb659c8e8b734593a8f7c8e12a843c7ddba24b87e"
+dependencies = [
+ "arrow",
+ "datafusion-common 53.1.0",
+ "indexmap 2.14.0",
+ "itertools 0.14.0",
+ "paste",
 ]
 
 [[package]]
@@ -2300,11 +2656,43 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0225491839a31b1f7d2cb8092c2d50792e2fe1c1724e4e6d08e011f5feaf4ed2"
 dependencies = [
  "arrow",
- "datafusion-common",
+ "datafusion-common 54.0.0",
  "indexmap 2.14.0",
  "itertools 0.14.0",
 ]
 
+[[package]]
+name = "datafusion-functions"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f28aa4e10384e782774b10e72aca4d93ef7b31aa653095d9d4536b0a3dbc51b6"
+dependencies = [
+ "arrow",
+ "arrow-buffer",
+ "base64",
+ "blake2",
+ "blake3",
+ "chrono",
+ "chrono-tz",
+ "datafusion-common 53.1.0",
+ "datafusion-doc 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-macros 53.1.0",
+ "hex",
+ "itertools 0.14.0",
+ "log",
+ "md-5 0.10.6",
+ "memchr",
+ "num-traits",
+ "rand 0.9.5",
+ "regex",
+ "sha2 0.10.9",
+ "unicode-segmentation",
+ "uuid",
+]
+
 [[package]]
 name = "datafusion-functions"
 version = "54.0.0"
@@ -2318,13 +2706,13 @@ dependencies = [
  "blake3",
  "chrono",
  "chrono-tz",
- "datafusion-common",
- "datafusion-doc",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-macros",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-doc 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-macros 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
  "hex",
  "itertools 0.14.0",
  "log",
@@ -2339,37 +2727,97 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "54.0.0"
+version = "53.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "75a2ca14e1b609be21e657e2d3130b2f446456b08393b377bb721a33952d2e09"
+checksum = "00aa6217e56098ba84e0a338176fe52f0a84cca398021512c6c8c5eff806d0ad"
 dependencies = [
+ "ahash",
  "arrow",
- "datafusion-common",
- "datafusion-doc",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-functions-aggregate-common",
- "datafusion-macros",
- "datafusion-physical-expr",
- "datafusion-physical-expr-common",
- "foldhash 0.2.0",
+ "datafusion-common 53.1.0",
+ "datafusion-doc 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-functions-aggregate-common 53.1.0",
+ "datafusion-macros 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
  "half",
  "log",
  "num-traits",
+ "paste",
 ]
 
 [[package]]
-name = "datafusion-functions-aggregate-common"
+name = "datafusion-functions-aggregate"
 version = "54.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1ece74ba09092d2ef9c9b54a38445450aea292a1f8b04faf531936b723a24b3c"
+checksum = "75a2ca14e1b609be21e657e2d3130b2f446456b08393b377bb721a33952d2e09"
 dependencies = [
  "arrow",
- "datafusion-common",
- "datafusion-expr-common",
- "datafusion-physical-expr-common",
-]
-
+ "datafusion-common 54.0.0",
+ "datafusion-doc 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-functions-aggregate-common 54.0.0",
+ "datafusion-macros 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "foldhash 0.2.0",
+ "half",
+ "log",
+ "num-traits",
+]
+
+[[package]]
+name = "datafusion-functions-aggregate-common"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b511250349407db7c43832ab2de63f5557b19a20dfd236b39ca2c04468b50d47"
+dependencies = [
+ "ahash",
+ "arrow",
+ "datafusion-common 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+]
+
+[[package]]
+name = "datafusion-functions-aggregate-common"
+version = "54.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ece74ba09092d2ef9c9b54a38445450aea292a1f8b04faf531936b723a24b3c"
+dependencies = [
+ "arrow",
+ "datafusion-common 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+]
+
+[[package]]
+name = "datafusion-functions-nested"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ef13a858e20d50f0a9bb5e96e7ac82b4e7597f247515bccca4fdd2992df0212a"
+dependencies = [
+ "arrow",
+ "arrow-ord",
+ "datafusion-common 53.1.0",
+ "datafusion-doc 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-functions 53.1.0",
+ "datafusion-functions-aggregate 53.1.0",
+ "datafusion-functions-aggregate-common 53.1.0",
+ "datafusion-macros 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "hashbrown 0.16.1",
+ "itertools 0.14.0",
+ "itoa",
+ "log",
+ "paste",
+]
+
 [[package]]
 name = "datafusion-functions-nested"
 version = "54.0.0"
@@ -2378,16 +2826,16 @@ checksum = "3f3e3f9ee8ca59bf70518802107de6f1b88a9509efdc629fadc5de9d6b2d5ef5"
 dependencies = [
  "arrow",
  "arrow-ord",
- "datafusion-common",
- "datafusion-doc",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-functions",
- "datafusion-functions-aggregate",
- "datafusion-functions-aggregate-common",
- "datafusion-macros",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-doc 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-functions 54.0.0",
+ "datafusion-functions-aggregate 54.0.0",
+ "datafusion-functions-aggregate-common 54.0.0",
+ "datafusion-macros 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
  "hashbrown 0.17.1",
  "itertools 0.14.0",
  "itoa",
@@ -2395,6 +2843,22 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "datafusion-functions-table"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72b40d3f5bbb3905f9ccb1ce9485a9595c77b69758a7c24d3ba79e334ff51e7e"
+dependencies = [
+ "arrow",
+ "async-trait",
+ "datafusion-catalog 53.1.0",
+ "datafusion-common 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "parking_lot",
+ "paste",
+]
+
 [[package]]
 name = "datafusion-functions-table"
 version = "54.0.0"
@@ -2403,14 +2867,32 @@ checksum = "89161dffc22cf2b50f9f4b1bee83b5221d3b4ed7c2e37fd7aa2b22a5297b3a26"
 dependencies = [
  "arrow",
  "async-trait",
- "datafusion-catalog",
- "datafusion-common",
- "datafusion-expr",
- "datafusion-physical-expr",
- "datafusion-physical-plan",
+ "datafusion-catalog 54.0.0",
+ "datafusion-common 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-plan 54.0.0",
  "parking_lot",
 ]
 
+[[package]]
+name = "datafusion-functions-window"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d4e88ec9d57c9b685d02f58bfee7be62d72610430ddcedb82a08e5d9925dbfb6"
+dependencies = [
+ "arrow",
+ "datafusion-common 53.1.0",
+ "datafusion-doc 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-functions-window-common 53.1.0",
+ "datafusion-macros 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "log",
+ "paste",
+]
+
 [[package]]
 name = "datafusion-functions-window"
 version = "54.0.0"
@@ -2418,24 +2900,45 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d7339345b226b3874037708bf5023ba1c2de705128f8457a095aae5ae9cb9c78"
 dependencies = [
  "arrow",
- "datafusion-common",
- "datafusion-doc",
- "datafusion-expr",
- "datafusion-functions-window-common",
- "datafusion-macros",
- "datafusion-physical-expr",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-doc 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-functions-window-common 54.0.0",
+ "datafusion-macros 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
  "log",
 ]
 
+[[package]]
+name = "datafusion-functions-window-common"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8307bb93519b1a91913723a1130cfafeee3f72200d870d88e91a6fc5470ede5c"
+dependencies = [
+ "datafusion-common 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+]
+
 [[package]]
 name = "datafusion-functions-window-common"
 version = "54.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fa84836dc2392df6f43d6a29d37fb56a8ebdc8b3f4e10ae8dc15861fd20278fb"
 dependencies = [
- "datafusion-common",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+]
+
+[[package]]
+name = "datafusion-macros"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2e367e6a71051d0ebdd29b2f85d12059b38b1d1f172c6906e80016da662226bd"
+dependencies = [
+ "datafusion-doc 53.1.0",
+ "quote",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -2444,9 +2947,28 @@ version = "54.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "587164e03ad68732aa9e7bfe5686e3f25970d4c64fd4bd80790749840892dae5"
 dependencies = [
- "datafusion-doc",
+ "datafusion-doc 54.0.0",
  "quote",
- "syn",
+ "syn 2.0.118",
+]
+
+[[package]]
+name = "datafusion-optimizer"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e929015451a67f77d9d8b727b2bf3a40c4445fdef6cdc53281d7d97c76888ace"
+dependencies = [
+ "arrow",
+ "chrono",
+ "datafusion-common 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "indexmap 2.14.0",
+ "itertools 0.14.0",
+ "log",
+ "regex",
+ "regex-syntax",
 ]
 
 [[package]]
@@ -2457,10 +2979,10 @@ checksum = "77f20e8cf9e8654d92f4c16b24c487353ee5bf153ffc12d5772cd399ab8cd281"
 dependencies = [
  "arrow",
  "chrono",
- "datafusion-common",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-physical-expr",
+ "datafusion-common 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-physical-expr 54.0.0",
  "indexmap 2.14.0",
  "itertools 0.14.0",
  "log",
@@ -2468,6 +2990,29 @@ dependencies = [
  "regex-syntax",
 ]
 
+[[package]]
+name = "datafusion-physical-expr"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4b1e68aba7a4b350401cfdf25a3d6f989ad898a7410164afe9ca52080244cb59"
+dependencies = [
+ "ahash",
+ "arrow",
+ "datafusion-common 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-functions-aggregate-common 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "half",
+ "hashbrown 0.16.1",
+ "indexmap 2.14.0",
+ "itertools 0.14.0",
+ "parking_lot",
+ "paste",
+ "petgraph",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-physical-expr"
 version = "54.0.0"
@@ -2475,11 +3020,11 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f015a4a82f6f7ff7e1d8d4bf3870a936752fa38b17705dfcc14adef95aa8922c"
 dependencies = [
  "arrow",
- "datafusion-common",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-functions-aggregate-common",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-functions-aggregate-common 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
  "half",
  "hashbrown 0.17.1",
  "indexmap 2.14.0",
@@ -2489,6 +3034,21 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-physical-expr-adapter"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ea22315f33cf2e0adc104e8ec42e285f6ed93998d565c65e82fec6a9ee9f9db4"
+dependencies = [
+ "arrow",
+ "datafusion-common 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-functions 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "itertools 0.14.0",
+]
+
 [[package]]
 name = "datafusion-physical-expr-adapter"
 version = "54.0.0"
@@ -2496,12 +3056,29 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "51e6ffff8acdfe54e0ea15ccf38115c4a9184433b0439f42907637928d00a235"
 dependencies = [
  "arrow",
- "datafusion-common",
- "datafusion-expr",
- "datafusion-functions",
- "datafusion-physical-expr",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-functions 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "itertools 0.14.0",
+]
+
+[[package]]
+name = "datafusion-physical-expr-common"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b04b45ea8ad3ac2d78f2ea2a76053e06591c9629c7a603eda16c10649ecf4362"
+dependencies = [
+ "ahash",
+ "arrow",
+ "chrono",
+ "datafusion-common 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "hashbrown 0.16.1",
+ "indexmap 2.14.0",
  "itertools 0.14.0",
+ "parking_lot",
 ]
 
 [[package]]
@@ -2512,8 +3089,8 @@ checksum = "7967a3e171c6a4bf09474b3f7a14f1a3db13ed1714ba12156f33fcce2bba54e8"
 dependencies = [
  "arrow",
  "chrono",
- "datafusion-common",
- "datafusion-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-expr-common 54.0.0",
  "hashbrown 0.17.1",
  "indexmap 2.14.0",
  "itertools 0.14.0",
@@ -2521,6 +3098,24 @@ dependencies = [
  "pin-project",
 ]
 
+[[package]]
+name = "datafusion-physical-optimizer"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7cb13397809a425918f608dfe8653f332015a3e330004ab191b4404187238b95"
+dependencies = [
+ "arrow",
+ "datafusion-common 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "datafusion-pruning 53.1.0",
+ "itertools 0.14.0",
+]
+
 [[package]]
 name = "datafusion-physical-optimizer"
 version = "54.0.0"
@@ -2528,15 +3123,47 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "59ff803e2a96054cb6d83f35f9e60fd4f42eac515e1932bd1b2dbc91d5fcbf36"
 dependencies = [
  "arrow",
- "datafusion-common",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-expr-common",
- "datafusion-physical-expr",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
- "datafusion-pruning",
+ "datafusion-common 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-plan 54.0.0",
+ "datafusion-pruning 54.0.0",
+ "itertools 0.14.0",
+]
+
+[[package]]
+name = "datafusion-physical-plan"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5edc023675791af9d5fb4cc4c24abf5f7bd3bd4dcf9e5bd90ea1eff6976dcc79"
+dependencies = [
+ "ahash",
+ "arrow",
+ "arrow-ord",
+ "arrow-schema",
+ "async-trait",
+ "datafusion-common 53.1.0",
+ "datafusion-common-runtime 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-functions 53.1.0",
+ "datafusion-functions-aggregate-common 53.1.0",
+ "datafusion-functions-window-common 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "futures",
+ "half",
+ "hashbrown 0.16.1",
+ "indexmap 2.14.0",
  "itertools 0.14.0",
+ "log",
+ "num-traits",
+ "parking_lot",
+ "pin-project-lite",
+ "tokio",
 ]
 
 [[package]]
@@ -2551,15 +3178,15 @@ dependencies = [
  "arrow-ord",
  "arrow-schema",
  "async-trait",
- "datafusion-common",
- "datafusion-common-runtime",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-functions",
- "datafusion-functions-aggregate-common",
- "datafusion-functions-window-common",
- "datafusion-physical-expr",
- "datafusion-physical-expr-common",
+ "datafusion-common 54.0.0",
+ "datafusion-common-runtime 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-functions 54.0.0",
+ "datafusion-functions-aggregate-common 54.0.0",
+ "datafusion-functions-window-common 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
  "futures",
  "half",
  "hashbrown 0.17.1",
@@ -2572,6 +3199,23 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-pruning"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ac8c76860e355616555081cab5968cec1af7a80701ff374510860bcd567e365a"
+dependencies = [
+ "arrow",
+ "datafusion-common 53.1.0",
+ "datafusion-datasource 53.1.0",
+ "datafusion-expr-common 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "datafusion-physical-expr-common 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "itertools 0.14.0",
+ "log",
+]
+
 [[package]]
 name = "datafusion-pruning"
 version = "54.0.0"
@@ -2579,15 +3223,29 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d5fb9e5774660aa69c3ba93c610f175f75b65cb8c3776edb3626de8f3a4f4ee3"
 dependencies = [
  "arrow",
- "datafusion-common",
- "datafusion-datasource",
- "datafusion-expr-common",
- "datafusion-physical-expr",
- "datafusion-physical-expr-common",
- "datafusion-physical-plan",
+ "datafusion-common 54.0.0",
+ "datafusion-datasource 54.0.0",
+ "datafusion-expr-common 54.0.0",
+ "datafusion-physical-expr 54.0.0",
+ "datafusion-physical-expr-common 54.0.0",
+ "datafusion-physical-plan 54.0.0",
  "log",
 ]
 
+[[package]]
+name = "datafusion-session"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5412111aa48e2424ba926112e192f7a6b7e4ccb450145d25ce5ede9f19dc491e"
+dependencies = [
+ "async-trait",
+ "datafusion-common 53.1.0",
+ "datafusion-execution 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-plan 53.1.0",
+ "parking_lot",
+]
+
 [[package]]
 name = "datafusion-session"
 version = "54.0.0"
@@ -2595,10 +3253,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "15ce715fa2a61f4623cc234bcc14a3ef6a91f189128d5b14b468a6a17cdfc417"
 dependencies = [
  "async-trait",
- "datafusion-common",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-physical-plan",
+ "datafusion-common 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-physical-plan 54.0.0",
  "parking_lot",
 ]
 
@@ -2612,15 +3270,15 @@ dependencies = [
  "bigdecimal",
  "chrono",
  "crc32fast",
- "datafusion",
- "datafusion-catalog",
- "datafusion-common",
- "datafusion-execution",
- "datafusion-expr",
- "datafusion-functions",
- "datafusion-functions-aggregate",
- "datafusion-functions-aggregate-common",
- "datafusion-functions-nested",
+ "datafusion 54.0.0",
+ "datafusion-catalog 54.0.0",
+ "datafusion-common 54.0.0",
+ "datafusion-execution 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-functions 54.0.0",
+ "datafusion-functions-aggregate 54.0.0",
+ "datafusion-functions-aggregate-common 54.0.0",
+ "datafusion-functions-nested 54.0.0",
  "log",
  "num-traits",
  "percent-encoding",
@@ -2632,6 +3290,24 @@ dependencies = [
  "url",
 ]
 
+[[package]]
+name = "datafusion-sql"
+version = "53.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fa0d133ddf8b9b3b872acac900157f783e7b879fe9a6bccf389abebbfac45ec1"
+dependencies = [
+ "arrow",
+ "bigdecimal",
+ "chrono",
+ "datafusion-common 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-functions-nested 53.1.0",
+ "indexmap 2.14.0",
+ "log",
+ "regex",
+ "sqlparser 0.61.0",
+]
+
 [[package]]
 name = "datafusion-sql"
 version = "54.0.0"
@@ -2641,13 +3317,13 @@ dependencies = [
  "arrow",
  "bigdecimal",
  "chrono",
- "datafusion-common",
- "datafusion-expr",
- "datafusion-functions-nested",
+ "datafusion-common 54.0.0",
+ "datafusion-expr 54.0.0",
+ "datafusion-functions-nested 54.0.0",
  "indexmap 2.14.0",
  "log",
  "regex",
- "sqlparser",
+ "sqlparser 0.62.0",
 ]
 
 [[package]]
@@ -2659,6 +3335,26 @@ dependencies = [
  "uuid",
 ]
 
+[[package]]
+name = "deepsize"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1cdb987ec36f6bf7bfbea3f928b75590b736fc42af8e54d97592481351b2b96c"
+dependencies = [
+ "deepsize_derive",
+]
+
+[[package]]
+name = "deepsize_derive"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "990101d41f3bc8c1a45641024377ee284ecc338e5ecf3ea0f0e236d897c72796"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 1.0.109",
+]
+
 [[package]]
 name = "defmt"
 version = "1.1.1"
@@ -2678,7 +3374,7 @@ dependencies = [
  "defmt-parser",
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -2728,7 +3424,7 @@ dependencies = [
  "darling 0.20.11",
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -2738,7 +3434,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
 dependencies = [
  "derive_builder_core",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -2759,7 +3455,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustc_version",
- "syn",
+ "syn 2.0.118",
  "unicode-xid",
 ]
 
@@ -2793,6 +3489,27 @@ dependencies = [
  "ctutils",
 ]
 
+[[package]]
+name = "dirs"
+version = "6.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c3e8aa94d75141228480295a7d0e7feb620b1a5ad9f12bc40be62411e38cce4e"
+dependencies = [
+ "dirs-sys",
+]
+
+[[package]]
+name = "dirs-sys"
+version = "0.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e01a3366d27ee9890022452ee61b2b63a67e6f13f58900b651ff5665f0bb1fab"
+dependencies = [
+ "libc",
+ "option-ext",
+ "redox_users",
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "displaydoc"
 version = "0.2.6"
@@ -2801,7 +3518,7 @@ checksum = "1ac70aa55017e108007fbaf5aa0f54b021c98f92ff8af59d42eda9da96e3dd4f"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -2837,6 +3554,15 @@ version = "1.16.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "91622ff5e7162018101f2fea40d6ebf4a78bbe5a49736a2020649edf9693679e"
 
+[[package]]
+name = "encoding_rs"
+version = "0.8.35"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "75030f3c4f45dafd7586dd6780965a8c7e8e285a5ecb86713e63a79c5b2766f3"
+dependencies = [
+ "cfg-if",
+]
+
 [[package]]
 name = "equator"
 version = "0.4.2"
@@ -2854,7 +3580,7 @@ checksum = "44f23cf4b44bfce11a86ace86f8a73ffdec849c9fd00a386a53d278bd9e81fb3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -2884,6 +3610,12 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "ethnum"
+version = "1.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "40404c3f5f511ec4da6fe866ddf6a717c309fdbb69fbbad7b0f3edab8f2e835f"
+
 [[package]]
 name = "event-listener"
 version = "2.5.3"
@@ -2921,6 +3653,12 @@ dependencies = [
  "once_cell",
 ]
 
+[[package]]
+name = "fast-float2"
+version = "0.2.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f8eb564c5c7423d25c886fb561d1e4ee69f72354d16918afa32c08811f6b6a55"
+
 [[package]]
 name = "fastnum"
 version = "0.7.5"
@@ -3017,6 +3755,30 @@ version = "1.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "42703706b716c37f96a77aea830392ad231f44c9e9a67872fa5548707e11b11c"
 
+[[package]]
+name = "fsst"
+version = "7.0.0-beta.17"
+source = "git+https://github.com/lance-format/lance?rev=c7c5626d4e830b46c239b5bf4e2a17e32ab901b8#c7c5626d4e830b46c239b5bf4e2a17e32ab901b8"
+dependencies = [
+ "arrow-array",
+ "rand 0.9.5",
+]
+
+[[package]]
+name = "fst"
+version = "0.4.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7ab85b9b05e3978cc9a9cf8fea7f01b494e1a09ed3037e16ba39edc7a29eb61a"
+dependencies = [
+ "utf8-ranges",
+]
+
+[[package]]
+name = "funty"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e6d5a32815ae3f33302d95fdcb2ce17862f8c65363dcfd29360480ba1001fc9c"
+
 [[package]]
 name = "futures"
 version = "0.3.32"
@@ -3086,7 +3848,7 @@ checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -3118,6 +3880,21 @@ dependencies = [
  "slab",
 ]
 
+[[package]]
+name = "generator"
+version = "0.8.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b3b854b0e584ead1a33f18b2fcad7cf7be18b3875c78816b753639aa501513ae"
+dependencies = [
+ "cc",
+ "cfg-if",
+ "libc",
+ "log",
+ "rustversion",
+ "windows-link",
+ "windows-result",
+]
+
 [[package]]
 name = "generic-array"
 version = "0.14.7"
@@ -3253,6 +4030,17 @@ dependencies = [
  "foldhash 0.1.5",
 ]
 
+[[package]]
+name = "hashbrown"
+version = "0.16.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "841d1cc9bed7f9236f321df977030373f4a4163ae1a7dbfe1a51a2c1a51d9100"
+dependencies = [
+ "allocator-api2",
+ "equivalent",
+ "foldhash 0.2.0",
+]
+
 [[package]]
 name = "hashbrown"
 version = "0.17.1"
@@ -3358,9 +4146,9 @@ dependencies = [
 
 [[package]]
 name = "http-body"
-version = "1.0.1"
+version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1efedce1fb8e6913f23e0c92de8e62cd5b772a67e7b3946df930a62566c93184"
+checksum = "ca2a8f2913ee65f60facd6a5905613afaa448497a0230cc41ce022d93290bc2c"
 dependencies = [
  "bytes",
  "http 1.4.2",
@@ -3368,14 +4156,14 @@ dependencies = [
 
 [[package]]
 name = "http-body-util"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b021d93e26becf5dc7e1b75b1bed1fd93124b374ceb73f43d4d4eafec896a64a"
+checksum = "e9f41fd6a08e4d4ec69df65976da761afd5ad5e58a9d4acb46bd1c953a9e3ff2"
 dependencies = [
  "bytes",
  "futures-core",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "pin-project-lite",
 ]
 
@@ -3412,7 +4200,7 @@ dependencies = [
  "futures-core",
  "h2",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "httparse",
  "itoa",
  "pin-project-lite",
@@ -3448,7 +4236,7 @@ dependencies = [
  "futures-channel",
  "futures-util",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "hyper",
  "ipnet",
  "libc",
@@ -3461,7 +4249,16 @@ dependencies = [
 ]
 
 [[package]]
-name = "iana-time-zone"
+name = "hyperloglogplus"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "621debdf94dcac33e50475fdd76d34d5ea9c0362a834b9db08c3024696c1fbe3"
+dependencies = [
+ "serde",
+]
+
+[[package]]
+name = "iana-time-zone"
 version = "0.1.65"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e31bc9ad994ba00e440a8aa5c9ef0ec67d5cb5e5cb0cc7f8b744a35b389cc470"
@@ -3529,7 +4326,7 @@ dependencies = [
  "serde_json",
  "serde_repr",
  "serde_with",
- "strum",
+ "strum 0.27.2",
  "tokio",
  "tracing",
  "typed-builder",
@@ -3734,6 +4531,17 @@ dependencies = [
  "rustversion",
 ]
 
+[[package]]
+name = "io-uring"
+version = "0.7.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9080b15e63775b9a2ac7dca720f7050a8b955e092ea0f6020a4a80f69998cdc0"
+dependencies = [
+ "bitflags 2.13.0",
+ "cfg-if",
+ "libc",
+]
+
 [[package]]
 name = "ipnet"
 version = "2.12.0"
@@ -3825,7 +4633,7 @@ checksum = "d0879bd39df99c4c5e2c6615ccc026391a423dde10532c573e6086eb94a802cc"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -3888,7 +4696,7 @@ dependencies = [
  "quote",
  "rustc_version",
  "simd_cesu8",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -3916,7 +4724,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "38c0b942f458fe50cdac086d2f946512305e5631e720728f2a61aabcd47a6264"
 dependencies = [
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -3940,6 +4748,26 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "jsonb"
+version = "0.5.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eb98fb29636087c40ad0d1274d9a30c0c1e83e03ae93f6e7e89247b37fcc6953"
+dependencies = [
+ "byteorder",
+ "ethnum",
+ "fast-float2",
+ "itoa",
+ "jiff",
+ "nom",
+ "num-traits",
+ "ordered-float 5.3.0",
+ "rand 0.9.5",
+ "serde",
+ "serde_json",
+ "zmij",
+]
+
 [[package]]
 name = "kv-log-macro"
 version = "1.0.7"
@@ -3949,13 +4777,464 @@ dependencies = [
  "log",
 ]
 
+[[package]]
+name = "lance"
+version = "7.0.0-beta.17"
+source = "git+https://github.com/lance-format/lance?rev=c7c5626d4e830b46c239b5bf4e2a17e32ab901b8#c7c5626d4e830b46c239b5bf4e2a17e32ab901b8"
+dependencies = [
+ "arc-swap",
+ "arrow",
+ "arrow-arith",
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-cast",
+ "arrow-ipc",
+ "arrow-ord",
+ "arrow-row",
+ "arrow-schema",
+ "arrow-select",
+ "async-recursion",
+ "async-trait",
+ "async_cell",
+ "bitpacking",
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+ "lance-io",
+ "lance-linalg",
+ "lance-namespace",
+ "lance-table",
+ "lance-tokenizer",
+ "log",
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+ "object_store",
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+ "pin-project",
+ "prost",
+ "prost-build",
+ "prost-types",
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+ "rayon",
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+ "serde",
+ "serde_json",
+ "snafu",
+ "tokio",
+ "tokio-stream",
+ "tokio-util",
+ "tracing",
+ "url",
+ "uuid",
+]
+
+[[package]]
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+dependencies = [
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+ "arrow-buffer",
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+ "jsonb",
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+ "rand 0.9.5",
+]
+
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+dependencies = [
+ "arrayref",
+ "paste",
+ "seq-macro",
+]
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+ "object_store",
+ "pin-project",
+ "prost",
+ "rand 0.9.5",
+ "roaring",
+ "serde_json",
+ "snafu",
+ "tempfile",
+ "tokio",
+ "tokio-stream",
+ "tokio-util",
+ "tracing",
+ "url",
+]
+
+[[package]]
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+dependencies = [
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+ "arrow-array",
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+ "datafusion-physical-expr 53.1.0",
+ "futures",
+ "jsonb",
+ "lance-arrow",
+ "lance-core",
+ "lance-datagen",
+ "log",
+ "pin-project",
+ "prost",
+ "prost-build",
+ "tokio",
+ "tracing",
+]
+
+[[package]]
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+dependencies = [
+ "arrow",
+ "arrow-array",
+ "arrow-cast",
+ "arrow-schema",
+ "chrono",
+ "futures",
+ "half",
+ "hex",
+ "rand 0.9.5",
+ "rand_distr",
+ "rand_xoshiro",
+ "random_word",
+]
+
+[[package]]
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+dependencies = [
+ "arrow-arith",
+ "arrow-array",
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+ "byteorder",
+ "bytes",
+ "fsst",
+ "futures",
+ "hex",
+ "hyperloglogplus",
+ "itertools 0.13.0",
+ "lance-arrow",
+ "lance-bitpacking",
+ "lance-core",
+ "log",
+ "lz4",
+ "num-traits",
+ "prost",
+ "prost-build",
+ "rand 0.9.5",
+ "strum 0.26.3",
+ "tokio",
+ "tracing",
+ "xxhash-rust",
+ "zstd",
+]
+
+[[package]]
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+dependencies = [
+ "arrow-arith",
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-data",
+ "arrow-schema",
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+ "async-recursion",
+ "async-trait",
+ "byteorder",
+ "bytes",
+ "datafusion-common 53.1.0",
+ "deepsize",
+ "futures",
+ "lance-arrow",
+ "lance-core",
+ "lance-encoding",
+ "lance-io",
+ "log",
+ "num-traits",
+ "object_store",
+ "prost",
+ "prost-build",
+ "prost-types",
+ "tokio",
+ "tracing",
+]
+
+[[package]]
+name = "lance-index"
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+dependencies = [
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+ "arrow-arith",
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+ "async-channel 2.5.0",
+ "async-recursion",
+ "async-trait",
+ "bitpacking",
+ "bitvec",
+ "bytes",
+ "chrono",
+ "crossbeam-queue",
+ "datafusion 53.1.0",
+ "datafusion-common 53.1.0",
+ "datafusion-expr 53.1.0",
+ "datafusion-physical-expr 53.1.0",
+ "deepsize",
+ "dirs",
+ "fst",
+ "futures",
+ "half",
+ "itertools 0.13.0",
+ "jsonb",
+ "lance-arrow",
+ "lance-core",
+ "lance-datafusion",
+ "lance-datagen",
+ "lance-encoding",
+ "lance-file",
+ "lance-io",
+ "lance-linalg",
+ "lance-table",
+ "lance-tokenizer",
+ "libm",
+ "log",
+ "ndarray",
+ "num-traits",
+ "object_store",
+ "prost",
+ "prost-build",
+ "prost-types",
+ "rand 0.9.5",
+ "rand_distr",
+ "rangemap",
+ "rayon",
+ "roaring",
+ "serde",
+ "serde_json",
+ "smallvec",
+ "tempfile",
+ "tokio",
+ "tracing",
+ "twox-hash",
+ "uuid",
+]
+
+[[package]]
+name = "lance-io"
+version = "7.0.0-beta.17"
+source = "git+https://github.com/lance-format/lance?rev=c7c5626d4e830b46c239b5bf4e2a17e32ab901b8#c7c5626d4e830b46c239b5bf4e2a17e32ab901b8"
+dependencies = [
+ "arrow",
+ "arrow-arith",
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-cast",
+ "arrow-data",
+ "arrow-schema",
+ "arrow-select",
+ "async-recursion",
+ "async-trait",
+ "byteorder",
+ "bytes",
+ "chrono",
+ "deepsize",
+ "futures",
+ "http 1.4.2",
+ "io-uring",
+ "lance-arrow",
+ "lance-core",
+ "lance-namespace",
+ "log",
+ "moka",
+ "object_store",
+ "path_abs",
+ "pin-project",
+ "prost",
+ "rand 0.9.5",
+ "serde",
+ "tempfile",
+ "tokio",
+ "tracing",
+ "url",
+]
+
+[[package]]
+name = "lance-linalg"
+version = "7.0.0-beta.17"
+source = "git+https://github.com/lance-format/lance?rev=c7c5626d4e830b46c239b5bf4e2a17e32ab901b8#c7c5626d4e830b46c239b5bf4e2a17e32ab901b8"
+dependencies = [
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-schema",
+ "cc",
+ "deepsize",
+ "half",
+ "lance-arrow",
+ "lance-core",
+ "num-traits",
+ "rand 0.9.5",
+]
+
+[[package]]
+name = "lance-namespace"
+version = "7.0.0-beta.17"
+source = "git+https://github.com/lance-format/lance?rev=c7c5626d4e830b46c239b5bf4e2a17e32ab901b8#c7c5626d4e830b46c239b5bf4e2a17e32ab901b8"
+dependencies = [
+ "arrow",
+ "async-trait",
+ "bytes",
+ "lance-core",
+ "lance-namespace-reqwest-client",
+ "snafu",
+]
+
+[[package]]
+name = "lance-namespace-reqwest-client"
+version = "0.7.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6369eee4682fb11edf538388b43c61ce288b8302fe89bb40944d7daa7faaae99"
+dependencies = [
+ "reqwest 0.12.28",
+ "serde",
+ "serde_json",
+ "serde_repr",
+ "serde_with",
+ "url",
+]
+
+[[package]]
+name = "lance-table"
+version = "7.0.0-beta.17"
+source = "git+https://github.com/lance-format/lance?rev=c7c5626d4e830b46c239b5bf4e2a17e32ab901b8#c7c5626d4e830b46c239b5bf4e2a17e32ab901b8"
+dependencies = [
+ "arrow",
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-ipc",
+ "arrow-schema",
+ "async-trait",
+ "byteorder",
+ "bytes",
+ "chrono",
+ "deepsize",
+ "futures",
+ "lance-arrow",
+ "lance-core",
+ "lance-file",
+ "lance-io",
+ "log",
+ "object_store",
+ "prost",
+ "prost-build",
+ "prost-types",
+ "rand 0.9.5",
+ "rangemap",
+ "roaring",
+ "semver",
+ "serde",
+ "serde_json",
+ "snafu",
+ "tokio",
+ "tracing",
+ "url",
+ "uuid",
+]
+
+[[package]]
+name = "lance-tokenizer"
+version = "7.0.0-beta.17"
+source = "git+https://github.com/lance-format/lance?rev=c7c5626d4e830b46c239b5bf4e2a17e32ab901b8#c7c5626d4e830b46c239b5bf4e2a17e32ab901b8"
+dependencies = [
+ "rust-stemmers",
+ "serde",
+ "unicode-normalization",
+]
+
 [[package]]
 name = "lazy_static"
 version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bbd2bcb4c963f2ddae06a2efc7e9f3591312473c50c6685e1f298068316e66fe"
 dependencies = [
- "spin 0.9.8",
+ "spin 0.9.9",
 ]
 
 [[package]]
@@ -4072,6 +5351,15 @@ dependencies = [
  "cc",
 ]
 
+[[package]]
+name = "libredox"
+version = "0.1.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c943259e342f1e06ff2da7a83eabdfe7f92ce10262688dbf1895ff0b3e6e4652"
+dependencies = [
+ "libc",
+]
+
 [[package]]
 name = "link-section"
 version = "0.19.0"
@@ -4150,19 +5438,73 @@ dependencies = [
  "winapi",
 ]
 
+[[package]]
+name = "loom"
+version = "0.7.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "419e0dc8046cb947daa77eb95ae174acfbddb7673b4151f56d1eed8e93fbfaca"
+dependencies = [
+ "cfg-if",
+ "generator",
+ "scoped-tls",
+ "tracing",
+ "tracing-subscriber",
+]
+
 [[package]]
 name = "lru-slab"
 version = "0.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "112b39cec0b298b6c1999fee3e31427f74f676e4cb9879ed1a121b43661a4154"
 
+[[package]]
+name = "lz4"
+version = "1.28.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a20b523e860d03443e98350ceaac5e71c6ba89aea7d960769ec3ce37f4de5af4"
+dependencies = [
+ "lz4-sys",
+]
+
+[[package]]
+name = "lz4-sys"
+version = "1.11.1+lz4-1.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6bd8c0d6c6ed0cd30b3652886bb8711dc4bb01d637a68105a3d5158039b418e6"
+dependencies = [
+ "cc",
+ "libc",
+]
+
 [[package]]
 name = "lz4_flex"
 version = "0.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7ef0d4ed8669f8f8826eb00dc878084aa8f253506c4fd5e8f58f5bce72ddb97e"
 dependencies = [
- "twox-hash",
+ "twox-hash",
+]
+
+[[package]]
+name = "matchers"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d1525a2a28c7f4fa0fc98bb91ae755d1e2d1505079e05539e35bc876b5d65ae9"
+dependencies = [
+ "regex-automata",
+]
+
+[[package]]
+name = "matrixmultiply"
+version = "0.3.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a06de3016e9fae57a36fd14dba131fccf49f74b40b7fbdb472f96e361ec71a08"
+dependencies = [
+ "autocfg",
+ "num_cpus",
+ "once_cell",
+ "rawpointer",
+ "thread-tree",
 ]
 
 [[package]]
@@ -4218,6 +5560,22 @@ dependencies = [
  "libmimalloc-sys",
 ]
 
+[[package]]
+name = "mime"
+version = "0.3.17"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6877bb514081ee2a7ff5ef9de3281f14a4dd4bceac4c09388074a6b5df8a139a"
+
+[[package]]
+name = "mime_guess"
+version = "2.0.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f7c44f8e672c00fe5308fa235f821cb4198414e1c77935c1ab6948d3fd78550e"
+dependencies = [
+ "mime",
+ "unicase",
+]
+
 [[package]]
 name = "miniz_oxide"
 version = "0.8.9"
@@ -4230,9 +5588,9 @@ dependencies = [
 
 [[package]]
 name = "mio"
-version = "1.2.1"
+version = "1.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "02bd0af71c67b473010cbbc60715ee815645a4dc942899111f494b4b737d6fda"
+checksum = "30d65c71f1ce40ab09135ce117d742b9f8a19ff91a41a8b57ed50bc2de59c427"
 dependencies = [
  "libc",
  "wasi",
@@ -4277,6 +5635,21 @@ version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9252111cf132ba0929b6f8e030cac2a24b507f3a4d6db6fb2896f27b354c714b"
 
+[[package]]
+name = "ndarray"
+version = "0.16.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "882ed72dce9365842bf196bdeedf5055305f11fc8c03dee7bb0194a6cad34841"
+dependencies = [
+ "matrixmultiply",
+ "num-complex",
+ "num-integer",
+ "num-traits",
+ "portable-atomic",
+ "portable-atomic-util",
+ "rawpointer",
+]
+
 [[package]]
 name = "nix"
 version = "0.26.4"
@@ -4288,6 +5661,24 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "nom"
+version = "8.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "df9761775871bdef83bee530e60050f7e54b1105350d6884eb0fb4f46c2f9405"
+dependencies = [
+ "memchr",
+]
+
+[[package]]
+name = "nu-ansi-term"
+version = "0.50.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7957b9740744892f114936ab4a57b3f487491bbeafaf8083688b16841a4240e5"
+dependencies = [
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "num"
 version = "0.4.3"
@@ -4394,6 +5785,16 @@ dependencies = [
  "libm",
 ]
 
+[[package]]
+name = "num_cpus"
+version = "1.17.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91df4bbde75afed763b708b7eee1e8e7651e02d97f6d5dd763e89367e957b23b"
+dependencies = [
+ "hermit-abi",
+ "libc",
+]
+
 [[package]]
 name = "object"
 version = "0.37.3"
@@ -4515,7 +5916,7 @@ dependencies = [
  "bytes",
  "futures",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "jiff",
  "log",
  "md-5 0.11.0",
@@ -4699,6 +6100,12 @@ version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7c87def4c32ab89d880effc9e097653c8da5d6ef28e6b539d313baaacfbafcbe"
 
+[[package]]
+name = "option-ext"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
+
 [[package]]
 name = "ordered-float"
 version = "2.10.1"
@@ -4717,6 +6124,15 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "ordered-float"
+version = "5.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b7d950ca161dc355eaf28f82b11345ed76c6e1f6eb1f4f4479e0323b9e2fbd0e"
+dependencies = [
+ "num-traits",
+]
+
 [[package]]
 name = "ordered-multimap"
 version = "0.7.3"
@@ -4855,6 +6271,18 @@ version = "1.0.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "57c0d7b74b563b49d38dae00a0c37d4d6de9b432382b2892f0574ddcae73fd0a"
 
+[[package]]
+name = "path_abs"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "05ef02f6342ac01d8a93b65f96db53fe68a92a15f41144f97fb00a9e669633c3"
+dependencies = [
+ "serde",
+ "serde_derive",
+ "std_prelude",
+ "stfu8",
+]
+
 [[package]]
 name = "pbkdf2"
 version = "0.12.2"
@@ -4890,6 +6318,12 @@ version = "2.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9b4f627cb1b25917193a259e49bdad08f671f8d9708acfd5fe0a8c1455d87220"
 
+[[package]]
+name = "permutation"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "df202b0b0f5b8e389955afd5f27b007b00fb948162953f1db9c70d2c7e3157d7"
+
 [[package]]
 name = "petgraph"
 version = "0.8.3"
@@ -4937,7 +6371,7 @@ checksum = "c96395f0a926bc13b1c17622aaddda1ecb55d49c8f1bf9777e4d877800a43f8b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -5107,7 +6541,7 @@ dependencies = [
  "nix",
  "once_cell",
  "smallvec",
- "spin 0.10.0",
+ "spin 0.10.1",
  "symbolic-demangle",
  "tempfile",
  "thiserror 2.0.18",
@@ -5129,7 +6563,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -5190,7 +6624,7 @@ dependencies = [
  "prost",
  "prost-types",
  "regex",
- "syn",
+ "syn 2.0.118",
  "tempfile",
 ]
 
@@ -5204,7 +6638,7 @@ dependencies = [
  "itertools 0.14.0",
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -5329,6 +6763,12 @@ version = "6.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f8dcc9c7d52a811697d2151c701e0d08956f92b0e24136cf4cf27b57a6a0d9bf"
 
+[[package]]
+name = "radium"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dc33ff2d4973d518d823d61aa239014831e521c75da58e3df4840d3f47749d09"
+
 [[package]]
 name = "rand"
 version = "0.8.7"
@@ -5404,6 +6844,16 @@ version = "0.10.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "63b8176103e19a2643978565ca18b50549f6101881c443590420e4dc998a3c69"
 
+[[package]]
+name = "rand_distr"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6a8615d50dcf34fa31f7ab52692afec947c4dd0ab803cc87cb3b0b4570ff7463"
+dependencies = [
+ "num-traits",
+ "rand 0.9.5",
+]
+
 [[package]]
 name = "rand_pcg"
 version = "0.10.2"
@@ -5413,6 +6863,40 @@ dependencies = [
  "rand_core 0.10.1",
 ]
 
+[[package]]
+name = "rand_xoshiro"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f703f4665700daf5512dcca5f43afa6af89f09db47fb56be587f80636bda2d41"
+dependencies = [
+ "rand_core 0.9.5",
+]
+
+[[package]]
+name = "random_word"
+version = "0.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e47a395bdb55442b883c89062d6bcff25dc90fa5f8369af81e0ac6d49d78cf81"
+dependencies = [
+ "ahash",
+ "brotli",
+ "paste",
+ "rand 0.9.5",
+ "unicase",
+]
+
+[[package]]
+name = "rangemap"
+version = "1.7.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "973443cf09a9c8656b574a866ab68dfa19f0867d0340648c7d2f6a71b8a8ea68"
+
+[[package]]
+name = "rawpointer"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "60a357793950651c4ed0f3f52338f53b2f809f32d83a07f72909fa13e4c6c1e3"
+
 [[package]]
 name = "rayon"
 version = "1.12.0"
@@ -5442,6 +6926,17 @@ dependencies = [
  "bitflags 2.13.0",
 ]
 
+[[package]]
+name = "redox_users"
+version = "0.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a4e608c6638b9c18977b00b475ac1f28d14e84b27d8d42f70e0bf1e3dec127ac"
+dependencies = [
+ "getrandom 0.2.17",
+ "libredox",
+ "thiserror 2.0.18",
+]
+
 [[package]]
 name = "ref-cast"
 version = "1.0.25"
@@ -5459,7 +6954,7 @@ checksum = "b7186006dcb21920990093f30e3dea63b7d6e977bf1256be20c3563a5db070da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -5619,17 +7114,20 @@ checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
  "base64",
  "bytes",
+ "encoding_rs",
  "futures-core",
  "futures-util",
  "h2",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "http-body-util",
  "hyper",
  "hyper-rustls",
  "hyper-util",
  "js-sys",
  "log",
+ "mime",
+ "mime_guess",
  "percent-encoding",
  "pin-project-lite",
  "quinn",
@@ -5664,7 +7162,7 @@ dependencies = [
  "futures-core",
  "futures-util",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
  "http-body-util",
  "hyper",
  "hyper-rustls",
@@ -5755,6 +7253,16 @@ dependencies = [
  "ordered-multimap",
 ]
 
+[[package]]
+name = "rust-stemmers"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e46a2036019fdb888131db7a4c847a1063a7493f971ed94ea82c67eada63ca54"
+dependencies = [
+ "serde",
+ "serde_derive",
+]
+
 [[package]]
 name = "rustc-demangle"
 version = "0.1.28"
@@ -5791,9 +7299,9 @@ dependencies = [
 
 [[package]]
 name = "rustls"
-version = "0.23.41"
+version = "0.23.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6b92b125634d9b795e7beca796cc790df15a7fb38323bf3196fda83292d06b1f"
+checksum = "3c54fcab019b409d04215d3a17cb438fd7fbf192ee61461f20f4fe18704bc138"
 dependencies = [
  "aws-lc-rs",
  "once_cell",
@@ -5928,6 +7436,12 @@ dependencies = [
  "serde_json",
 ]
 
+[[package]]
+name = "scoped-tls"
+version = "1.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e1cf6437eb19a8f4a6cc0f7dca544973b0b78843adbfeb3683d1a94a0024a294"
+
 [[package]]
 name = "scopeguard"
 version = "1.2.0"
@@ -6036,7 +7550,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6061,7 +7575,7 @@ checksum = "175ee3e80ae9982737ca543e96133087cbd9a485eecc3bc4de9c1a37b47ea59c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6105,7 +7619,7 @@ dependencies = [
  "darling 0.23.0",
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6165,6 +7679,15 @@ dependencies = [
  "digest 0.11.3",
 ]
 
+[[package]]
+name = "sharded-slab"
+version = "0.1.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f40ca3c46823713e0d4209592e8d6e826aa57e928f09752619fc696c499637f6"
+dependencies = [
+ "lazy_static",
+]
+
 [[package]]
 name = "shlex"
 version = "2.0.1"
@@ -6199,9 +7722,9 @@ checksum = "703d5c7ef118737c72f1af64ad2f6f8c5e1921f818cdcb97b8fe6fc69bf66214"
 
 [[package]]
 name = "simd_cesu8"
-version = "1.1.1"
+version = "1.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "94f90157bb87cddf702797c5dadfa0be7d266cdf49e22da2fcaa32eff75b2c33"
+checksum = "11031e251abf8611c80f460e19dbdeb54a66db918e49c65a7065b46ac7aec520"
 dependencies = [
  "rustc_version",
  "simdutf8",
@@ -6231,6 +7754,27 @@ version = "1.15.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8ed6a63f02c8539c91a8685a86f4099661ba3da017932f6ebbea6de3f0fa7c90"
 
+[[package]]
+name = "snafu"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d1a012328be2e3f5d5f6f3218147ca02588cea4cb865e876849ab6debcf36522"
+dependencies = [
+ "snafu-derive",
+]
+
+[[package]]
+name = "snafu-derive"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5f103c50866b8743da9429b8a581d81a27c2d3a9c4ac7df8f8571c1dd7896eda"
+dependencies = [
+ "heck",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.118",
+]
+
 [[package]]
 name = "snap"
 version = "1.1.1"
@@ -6239,9 +7783,9 @@ checksum = "1b6b67fb9a61334225b5b790716f609cd58395f895b3fe8b328786812a40bc3b"
 
 [[package]]
 name = "socket2"
-version = "0.6.4"
+version = "0.6.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "52d1cfed4120b4d927bf7c0f86d2087a4a7d6027c906d9f9d525a80573b9be51"
+checksum = "c3d1e2c7f27f8d4cb10542a02c49005dbd6e93095799d6f3be745fae9f8fedd4"
 dependencies = [
  "libc",
  "windows-sys 0.61.2",
@@ -6249,15 +7793,15 @@ dependencies = [
 
 [[package]]
 name = "spin"
-version = "0.9.8"
+version = "0.9.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6980e8d7511241f8acf4aebddbb1ff938df5eebe98691418c4468d0b72a96a67"
+checksum = "3763264f6b73151db08c50ff20d7d8a0b8796e021cdea7ceedad07b80155fa0e"
 
 [[package]]
 name = "spin"
-version = "0.10.0"
+version = "0.10.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d5fe4ccb98d9c292d56fec89a5e07da7fc4cf0dc11e156b41793132775d3e591"
+checksum = "023a211cb3138dbc438680b32560ad89f699977624c9f8dbb95a47d5b4c07dd3"
 dependencies = [
  "lock_api",
 ]
@@ -6272,6 +7816,16 @@ dependencies = [
  "der",
 ]
 
+[[package]]
+name = "sqlparser"
+version = "0.61.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dbf5ea8d4d7c808e1af1cbabebca9a2abe603bcefc22294c5b95018d53200cb7"
+dependencies = [
+ "log",
+ "sqlparser_derive",
+]
+
 [[package]]
 name = "sqlparser"
 version = "0.62.0"
@@ -6290,7 +7844,7 @@ checksum = "a6dd45d8fc1c79299bfbb7190e42ccbbdf6a5f52e4a6ad98d92357ea965bd289"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6299,6 +7853,18 @@ version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
+[[package]]
+name = "std_prelude"
+version = "0.2.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8207e78455ffdf55661170876f88daf85356e4edd54e0a3dbc79586ca1e50cbe"
+
+[[package]]
+name = "stfu8"
+version = "0.2.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e51f1e89f093f99e7432c491c382b88a6860a5adbe6bf02574bf0a08efff1978"
+
 [[package]]
 name = "str_stack"
 version = "0.1.1"
@@ -6311,13 +7877,35 @@ version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
 
+[[package]]
+name = "strum"
+version = "0.26.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8fec0f0aef304996cf250b31b5a10dee7980c85da9d759361292b8bca5a18f06"
+dependencies = [
+ "strum_macros 0.26.4",
+]
+
 [[package]]
 name = "strum"
 version = "0.27.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "af23d6f6c1a224baef9d3f61e287d2761385a5b88fdab4eb4c6f11aeb54c4bcf"
 dependencies = [
- "strum_macros",
+ "strum_macros 0.27.2",
+]
+
+[[package]]
+name = "strum_macros"
+version = "0.26.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
+dependencies = [
+ "heck",
+ "proc-macro2",
+ "quote",
+ "rustversion",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6329,7 +7917,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6361,6 +7949,17 @@ dependencies = [
  "symbolic-common",
 ]
 
+[[package]]
+name = "syn"
+version = "1.0.109"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72b64191b275b66ffe2469e8af2c1cfe3bafa67b529ead792a6d0160888b4237"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "unicode-ident",
+]
+
 [[package]]
 name = "syn"
 version = "2.0.118"
@@ -6389,7 +7988,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6398,6 +7997,12 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7b2093cf4c8eb1e67749a6762251bc9cd836b6fc171623bd0a9d324d37af2417"
 
+[[package]]
+name = "tap"
+version = "1.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "55937e1799185b12863d447f42597ed69d9928686b8d88a1df17376a097d8369"
+
 [[package]]
 name = "tempfile"
 version = "3.27.0"
@@ -6437,7 +8042,7 @@ checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6448,7 +8053,7 @@ checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6461,6 +8066,24 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "thread-tree"
+version = "0.3.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ffbd370cb847953a25954d9f63e14824a36113f8c72eecf6eccef5dc4b45d630"
+dependencies = [
+ "crossbeam-channel",
+]
+
+[[package]]
+name = "thread_local"
+version = "1.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ad99c4c6d32803332c548b1af0540b357b3f5fc0be8f6c6bfe8b2e6ae784070"
+dependencies = [
+ "cfg-if",
+]
+
 [[package]]
 name = "thrift"
 version = "0.17.0"
@@ -6601,7 +8224,7 @@ checksum = "385a6cb71ab9ab790c5fe8d67f1645e6c450a7ce006a33de03daa956cf70a496"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6660,12 +8283,17 @@ version = "0.6.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4cfcf7e2740e6fc6d4d688b4ef00650406bb94adf4731e43c096c3a19fe40840"
 dependencies = [
+ "async-compression",
  "bitflags 2.13.0",
  "bytes",
+ "futures-core",
  "futures-util",
  "http 1.4.2",
- "http-body 1.0.1",
+ "http-body 1.1.0",
+ "http-body-util",
  "pin-project-lite",
+ "tokio",
+ "tokio-util",
  "tower",
  "tower-layer",
  "tower-service",
@@ -6703,7 +8331,7 @@ checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6713,6 +8341,36 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "db97caf9d906fbde555dd62fa95ddba9eecfd14cb388e4f491a66d74cd5fb79a"
 dependencies = [
  "once_cell",
+ "valuable",
+]
+
+[[package]]
+name = "tracing-log"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ee855f1f400bd0e5c02d150ae5de3840039a3f54b025156404e34c23c03f47c3"
+dependencies = [
+ "log",
+ "once_cell",
+ "tracing-core",
+]
+
+[[package]]
+name = "tracing-subscriber"
+version = "0.3.23"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cb7f578e5945fb242538965c2d0b04418d38ec25c79d160cd279bf0731c8d319"
+dependencies = [
+ "matchers",
+ "nu-ansi-term",
+ "once_cell",
+ "regex-automata",
+ "sharded-slab",
+ "smallvec",
+ "thread_local",
+ "tracing",
+ "tracing-core",
+ "tracing-log",
 ]
 
 [[package]]
@@ -6747,7 +8405,7 @@ checksum = "3c36781cc0e46a83726d9879608e4cf6c2505237e263a8eb8c24502989cfdb28"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -6792,15 +8450,30 @@ checksum = "cf808357c6ed7e13ba0f3277ec8d8f21b2d501274895104263985330c726c1c5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
+[[package]]
+name = "unicase"
+version = "2.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dbc4bc3a9f746d862c45cb89d705aa10f187bb96c76001afab07a0d35ce60142"
+
 [[package]]
 name = "unicode-ident"
 version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
+[[package]]
+name = "unicode-normalization"
+version = "0.1.25"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5fd4f6878c9cb28d874b009da9e8d183b5abc80117c40bbd187a1fde336be6e8"
+dependencies = [
+ "tinyvec",
+]
+
 [[package]]
 name = "unicode-segmentation"
 version = "1.13.3"
@@ -6868,6 +8541,12 @@ version = "2.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "daf8dba3b7eb870caf1ddeed7bc9d2a049f3cfdfae7cb521b087cc33ae4c49da"
 
+[[package]]
+name = "utf8-ranges"
+version = "1.0.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7fcfc827f90e53a02eaef5e535ee14266c1d569214c6aa70133a624d8a3164ba"
+
 [[package]]
 name = "utf8_iter"
 version = "1.0.4"
@@ -6892,6 +8571,12 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "valuable"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ba73ea9cf16a25df0c8caa16c51acb937d5712a8429db78a3ee29d5dcacd3a65"
+
 [[package]]
 name = "value-bag"
 version = "1.13.0"
@@ -6986,7 +8671,7 @@ dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
  "wasm-bindgen-shared",
 ]
 
@@ -7106,7 +8791,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -7117,7 +8802,7 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -7304,6 +8989,15 @@ version = "0.6.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1ffae5123b2d3fc086436f8834ae3ab053a283cfac8fe0a0b8eaae044768a4c4"
 
+[[package]]
+name = "wyz"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "05f360fc0b24296329c78fda852a1e9ae82de9cf7b27dae4b7f62f118f77b9ed"
+dependencies = [
+ "tap",
+]
+
 [[package]]
 name = "xattr"
 version = "1.6.1"
@@ -7320,6 +9014,12 @@ version = "0.13.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "66fee0b777b0f5ac1c69bb06d361268faafa61cd4682ae064a171c16c433e9e4"
 
+[[package]]
+name = "xxhash-rust"
+version = "0.8.16"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4d93c89cdc2d3a63c3ec48ffe926931bdc069eafa8e4402fe6d8f790c9d1e576"
+
 [[package]]
 name = "yoke"
 version = "0.8.3"
@@ -7339,7 +9039,7 @@ checksum = "de844c262c8848816172cef550288e7dc6c7b7814b4ee56b3e1553f275f1858e"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
  "synstructure",
 ]
 
@@ -7360,7 +9060,7 @@ checksum = "e2e817b7b52d0c7358d3246da9d69935ebb18116b2b102b4230dac079b4862f5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
@@ -7380,7 +9080,7 @@ checksum = "11532158c46691caf0f2593ea8358fed6bbf68a0315e80aae9bd41fbade684a1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
  "synstructure",
 ]
 
@@ -7420,7 +9120,7 @@ checksum = "625dc425cab0dca6dc3c3319506e6593dcb08a9f387ea3b284dbd52a92c40555"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn",
+ "syn 2.0.118",
 ]
 
 [[package]]
diff --git a/native/Cargo.toml b/native/Cargo.toml
index 7e52ec0282..9eba9eda32 100644
--- a/native/Cargo.toml
+++ b/native/Cargo.toml
@@ -30,8 +30,8 @@ readme = "README.md"
 license = "Apache-2.0"
 edition = "2021"
 
-# Comet uses the same minimum Rust version as DataFusion
-rust-version = "1.88"
+# Comet native follows the highest MSRV required by its native dependencies.
+rust-version = "1.92"
 
 [workspace.dependencies]
 arrow = { version = "58.3.0", features = ["prettyprint", "ffi", "chrono-tz"] }
@@ -61,6 +61,7 @@ aws-credential-types = "1.2.13"
 iceberg = { git = "https://github.com/apache/iceberg-rust", rev = "ff678ca" }
 iceberg-storage-opendal = { git = "https://github.com/apache/iceberg-rust", rev = "ff678ca", features = ["opendal-memory", "opendal-fs", "opendal-s3", "opendal-gcs", "opendal-oss", "opendal-azdls"] }
 reqsign-core = "3"
+lance = { git = "https://github.com/lance-format/lance", rev = "c7c5626d4e830b46c239b5bf4e2a17e32ab901b8", default-features = false }
 
 [profile.release]
 debug = true
diff --git a/native/core/Cargo.toml b/native/core/Cargo.toml
index d78418a7ae..ebe4f43ea0 100644
--- a/native/core/Cargo.toml
+++ b/native/core/Cargo.toml
@@ -74,6 +74,7 @@ opendal = { version = "0.57.0", optional = true, features = ["services-hdfs"] }
 iceberg = { workspace = true }
 iceberg-storage-opendal = { workspace = true }
 reqsign-core = { workspace = true }
+lance = { workspace = true, optional = true }
 serde_json = "1.0"
 uuid = "1.23.3"
 
@@ -95,6 +96,7 @@ datafusion-functions-nested = { version = "54.0.0" }
 [features]
 backtrace = ["datafusion/backtrace"]
 default = ["hdfs-opendal"]
+contrib-lance = ["dep:lance"]
 hdfs-opendal = ["opendal", "object_store_opendal", "hdfs-sys"]
 jemalloc = ["tikv-jemallocator", "tikv-jemalloc-ctl"]
 
diff --git a/native/core/src/execution/jni_api.rs b/native/core/src/execution/jni_api.rs
index d2c1a5df02..bdce1c24de 100644
--- a/native/core/src/execution/jni_api.rs
+++ b/native/core/src/execution/jni_api.rs
@@ -268,6 +268,7 @@ fn op_name(op: &OpStruct) -> &'static str {
         OpStruct::CsvScan(_) => "CsvScan",
         OpStruct::ShuffleScan(_) => "ShuffleScan",
         OpStruct::BroadcastNestedLoopJoin(_) => "BroadcastNestedLoopJoin",
+        OpStruct::LanceScan(_) => "LanceScan",
     }
 }
 
diff --git a/native/core/src/execution/operators/lance_scan.rs b/native/core/src/execution/operators/lance_scan.rs
new file mode 100644
index 0000000000..f881372706
--- /dev/null
+++ b/native/core/src/execution/operators/lance_scan.rs
@@ -0,0 +1,446 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+//! Native Lance table scan operator.
+
+use std::collections::HashMap;
+use std::fmt;
+use std::pin::Pin;
+use std::sync::Arc;
+use std::task::{Context, Poll};
+
+use arrow::array::RecordBatch;
+use arrow::datatypes::SchemaRef;
+use datafusion::common::{DataFusionError, Result as DFResult};
+use datafusion::execution::{RecordBatchStream, SendableRecordBatchStream, TaskContext};
+use datafusion::physical_expr::EquivalenceProperties;
+use datafusion::physical_plan::execution_plan::{Boundedness, EmissionType};
+use datafusion::physical_plan::metrics::{
+    BaselineMetrics, Count, ExecutionPlanMetricsSet, MetricBuilder, MetricsSet,
+};
+use datafusion::physical_plan::{
+    DisplayAs, DisplayFormatType, ExecutionPlan, Partitioning, PlanProperties,
+};
+use futures::future::{BoxFuture, FutureExt};
+use futures::Stream;
+use lance::dataset::builder::DatasetBuilder;
+use lance::deps::datafusion::execution::SendableRecordBatchStream as LanceSendableRecordBatchStream;
+
+use crate::execution::operators::ExecutionError;
+
+#[derive(Debug)]
+pub struct LanceScanExec {
+    dataset_uri: String,
+    resolved_version: u64,
+    storage_options: HashMap<String, String>,
+    output_schema: SchemaRef,
+    projection_names: Vec<String>,
+    filter_sql: Option<String>,
+    limit: Option<i64>,
+    offset: Option<i64>,
+    batch_size: Option<usize>,
+    spark_partition_index: u32,
+    fragment_ids: Vec<u32>,
+    plan_properties: Arc<PlanProperties>,
+    metrics: ExecutionPlanMetricsSet,
+}
+
+impl LanceScanExec {
+    pub fn try_new(
+        dataset_uri: String,
+        resolved_version: i64,
+        storage_options: HashMap<String, String>,
+        output_schema: SchemaRef,
+        filter_sql: Option<String>,
+        limit: Option<i64>,
+        offset: Option<i64>,
+        batch_size: u32,
+        spark_partition_index: u32,
+        fragment_ids: Vec<u32>,
+    ) -> Result<Self, ExecutionError> {
+        if dataset_uri.is_empty() {
+            return Err(ExecutionError::GeneralError(
+                "LanceScan missing dataset_uri".to_string(),
+            ));
+        }
+
+        let resolved_version = resolved_version.try_into().map_err(|_| {
+            ExecutionError::GeneralError(format!(
+                "LanceScan resolved_version must be non-negative, got {resolved_version}"
+            ))
+        })?;
+
+        validate_optional_non_negative("limit", limit)?;
+        validate_optional_non_negative("offset", offset)?;
+        validate_ordered_fragment_ids(&fragment_ids)?;
+
+        let projection_names = output_schema
+            .fields()
+            .iter()
+            .map(|field| field.name().to_string())
+            .collect();
+        let plan_properties = Self::compute_properties(Arc::clone(&output_schema));
+        let metrics = ExecutionPlanMetricsSet::new();
+        let filter_sql = filter_sql.filter(|filter| !filter.is_empty());
+        let limit = limit.filter(|limit| *limit != 0);
+        let offset = offset.filter(|offset| *offset != 0);
+        let batch_size = (batch_size != 0).then_some(batch_size as usize);
+
+        Ok(Self {
+            dataset_uri,
+            resolved_version,
+            storage_options,
+            output_schema,
+            projection_names,
+            filter_sql,
+            limit,
+            offset,
+            batch_size,
+            spark_partition_index,
+            fragment_ids,
+            plan_properties,
+            metrics,
+        })
+    }
+
+    fn compute_properties(schema: SchemaRef) -> Arc<PlanProperties> {
+        Arc::new(PlanProperties::new(
+            EquivalenceProperties::new(schema),
+            Partitioning::UnknownPartitioning(1),
+            EmissionType::Incremental,
+            Boundedness::Bounded,
+        ))
+    }
+
+    async fn open_stream(
+        dataset_uri: String,
+        resolved_version: u64,
+        storage_options: HashMap<String, String>,
+        projection_names: Vec<String>,
+        filter_sql: Option<String>,
+        limit: Option<i64>,
+        offset: Option<i64>,
+        batch_size: Option<usize>,
+        fragment_ids: Vec<u32>,
+    ) -> DFResult<SendableRecordBatchStream> {
+        let dataset = DatasetBuilder::from_uri(dataset_uri)
+            .with_version(resolved_version)
+            .with_storage_options(storage_options)
+            .load()
+            .await
+            .map_err(lance_error)?;
+
+        let file_fragments = dataset.get_frags_from_ordered_ids(&fragment_ids);
+        let mut fragments = Vec::with_capacity(file_fragments.len());
+        for (fragment_id, fragment) in fragment_ids.iter().zip(file_fragments.into_iter()) {
+            let fragment = fragment.ok_or_else(|| {
+                DataFusionError::Execution(format!(
+                    "LanceScan requested missing fragment id {fragment_id}"
+                ))
+            })?;
+            fragments.push(fragment.metadata().clone());
+        }
+
+        let mut scanner = dataset.scan();
+        scanner.with_fragments(fragments);
+        if projection_names.is_empty() {
+            scanner.project(&[] as &[&str]).map_err(lance_error)?;
+        } else {
+            scanner.project(&projection_names).map_err(lance_error)?;
+        }
+        if let Some(filter) = filter_sql {
+            scanner.filter(&filter).map_err(lance_error)?;
+        }
+        if limit.is_some() || offset.is_some() {
+            scanner.limit(limit, offset).map_err(lance_error)?;
+        }
+        if let Some(batch_size) = batch_size {
+            scanner.batch_size(batch_size);
+        }
+
+        let lance_stream: LanceSendableRecordBatchStream =
+            scanner.try_into_stream().await.map_err(lance_error)?.into();
+        Ok(Box::pin(LanceRecordBatchStreamAdapter {
+            inner: lance_stream,
+        }))
+    }
+}
+
+impl ExecutionPlan for LanceScanExec {
+    fn name(&self) -> &str {
+        "LanceScanExec"
+    }
+
+    fn schema(&self) -> SchemaRef {
+        Arc::clone(&self.output_schema)
+    }
+
+    fn properties(&self) -> &Arc<PlanProperties> {
+        &self.plan_properties
+    }
+
+    fn children(&self) -> Vec<&Arc<dyn ExecutionPlan>> {
+        vec![]
+    }
+
+    fn with_new_children(
+        self: Arc<Self>,
+        _children: Vec<Arc<dyn ExecutionPlan>>,
+    ) -> DFResult<Arc<dyn ExecutionPlan>> {
+        Ok(self)
+    }
+
+    fn execute(
+        &self,
+        partition: usize,
+        _context: Arc<TaskContext>,
+    ) -> DFResult<SendableRecordBatchStream> {
+        if partition != 0 {
+            return Err(DataFusionError::Execution(format!(
+                "LanceScanExec has one native partition, got partition {partition}"
+            )));
+        }
+
+        let metrics = LanceScanMetrics::new(&self.metrics);
+        metrics.fragment_count.add(self.fragment_ids.len());
+
+        let open_future = Self::open_stream(
+            self.dataset_uri.clone(),
+            self.resolved_version,
+            self.storage_options.clone(),
+            self.projection_names.clone(),
+            self.filter_sql.clone(),
+            self.limit,
+            self.offset,
+            self.batch_size,
+            self.fragment_ids.clone(),
+        )
+        .boxed();
+
+        Ok(Box::pin(LanceScanStream {
+            state: LanceScanStreamState::Opening(open_future),
+            schema: Arc::clone(&self.output_schema),
+            baseline_metrics: metrics.baseline,
+        }))
+    }
+
+    fn metrics(&self) -> Option<MetricsSet> {
+        Some(self.metrics.clone_inner())
+    }
+}
+
+impl DisplayAs for LanceScanExec {
+    fn fmt_as(&self, _t: DisplayFormatType, f: &mut fmt::Formatter) -> fmt::Result {
+        write!(
+            f,
+            "LanceScanExec: dataset_uri={}, version={}, spark_partition={}, fragments={}",
+            self.dataset_uri,
+            self.resolved_version,
+            self.spark_partition_index,
+            self.fragment_ids.len()
+        )
+    }
+}
+
+struct LanceRecordBatchStreamAdapter {
+    inner: LanceSendableRecordBatchStream,
+}
+
+impl Stream for LanceRecordBatchStreamAdapter {
+    type Item = DFResult<RecordBatch>;
+
+    fn poll_next(self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll<Option<Self::Item>> {
+        let this = self.get_mut();
+        this.inner
+            .as_mut()
+            .poll_next(cx)
+            .map(|poll| poll.map(|result| result.map_err(lance_error)))
+    }
+}
+
+impl RecordBatchStream for LanceRecordBatchStreamAdapter {
+    fn schema(&self) -> SchemaRef {
+        self.inner.schema()
+    }
+}
+
+struct LanceScanMetrics {
+    baseline: BaselineMetrics,
+    fragment_count: Count,
+}
+
+impl LanceScanMetrics {
+    fn new(metrics: &ExecutionPlanMetricsSet) -> Self {
+        Self {
+            baseline: BaselineMetrics::new(metrics, 0),
+            fragment_count: MetricBuilder::new(metrics).counter("fragment_count", 0),
+        }
+    }
+}
+
+enum LanceScanStreamState {
+    Opening(BoxFuture<'static, DFResult<SendableRecordBatchStream>>),
+    Scanning(SendableRecordBatchStream),
+    Done,
+}
+
+struct LanceScanStream {
+    state: LanceScanStreamState,
+    schema: SchemaRef,
+    baseline_metrics: BaselineMetrics,
+}
+
+impl Stream for LanceScanStream {
+    type Item = DFResult<RecordBatch>;
+
+    fn poll_next(self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll<Option<Self::Item>> {
+        let this = self.get_mut();
+        loop {
+            match &mut this.state {
+                LanceScanStreamState::Opening(open_future) => match open_future.as_mut().poll(cx) {
+                    Poll::Ready(Ok(stream)) => {
+                        this.state = LanceScanStreamState::Scanning(stream);
+                    }
+                    Poll::Ready(Err(err)) => {
+                        this.state = LanceScanStreamState::Done;
+                        return this
+                            .baseline_metrics
+                            .record_poll(Poll::Ready(Some(Err(err))));
+                    }
+                    Poll::Pending => return this.baseline_metrics.record_poll(Poll::Pending),
+                },
+                LanceScanStreamState::Scanning(stream) => {
+                    let poll = stream.as_mut().poll_next(cx);
+                    if matches!(poll, Poll::Ready(None)) {
+                        this.state = LanceScanStreamState::Done;
+                    }
+                    return this.baseline_metrics.record_poll(poll);
+                }
+                LanceScanStreamState::Done => return Poll::Ready(None),
+            }
+        }
+    }
+}
+
+impl RecordBatchStream for LanceScanStream {
+    fn schema(&self) -> SchemaRef {
+        Arc::clone(&self.schema)
+    }
+}
+
+fn validate_optional_non_negative(name: &str, value: Option<i64>) -> Result<(), ExecutionError> {
+    if matches!(value, Some(value) if value < 0) {
+        return Err(ExecutionError::GeneralError(format!(
+            "LanceScan {name} must be non-negative, got {}",
+            value.unwrap()
+        )));
+    }
+    Ok(())
+}
+
+fn validate_ordered_fragment_ids(fragment_ids: &[u32]) -> Result<(), ExecutionError> {
+    if fragment_ids.windows(2).any(|window| window[0] >= window[1]) {
+        return Err(ExecutionError::GeneralError(
+            "LanceScan fragment_ids must be strictly increasing".to_string(),
+        ));
+    }
+    Ok(())
+}
+
+fn lance_error(error: impl fmt::Display) -> DataFusionError {
+    DataFusionError::Execution(format!("Lance scan error: {error}"))
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use arrow::datatypes::{DataType, Field, Schema};
+
+    #[test]
+    fn rejects_invalid_descriptor_values() {
+        struct TestCase {
+            name: &'static str,
+            resolved_version: i64,
+            limit: Option<i64>,
+            offset: Option<i64>,
+            fragment_ids: Vec<u32>,
+            expected_error: &'static str,
+        }
+
+        let cases = vec![
+            TestCase {
+                name: "negative version",
+                resolved_version: -1,
+                limit: None,
+                offset: None,
+                fragment_ids: vec![1],
+                expected_error: "resolved_version must be non-negative",
+            },
+            TestCase {
+                name: "negative limit",
+                resolved_version: 1,
+                limit: Some(-1),
+                offset: None,
+                fragment_ids: vec![1],
+                expected_error: "limit must be non-negative",
+            },
+            TestCase {
+                name: "negative offset",
+                resolved_version: 1,
+                limit: None,
+                offset: Some(-1),
+                fragment_ids: vec![1],
+                expected_error: "offset must be non-negative",
+            },
+            TestCase {
+                name: "unordered fragments",
+                resolved_version: 1,
+                limit: None,
+                offset: None,
+                fragment_ids: vec![2, 1],
+                expected_error: "fragment_ids must be strictly increasing",
+            },
+        ];
+
+        for case in cases {
+            let err = LanceScanExec::try_new(
+                "file:///tmp/table.lance".to_string(),
+                case.resolved_version,
+                HashMap::new(),
+                test_schema(),
+                None,
+                case.limit,
+                case.offset,
+                0,
+                0,
+                case.fragment_ids,
+            )
+            .expect_err(case.name);
+            assert!(
+                err.to_string().contains(case.expected_error),
+                "{}: expected error containing {:?}, got {:?}",
+                case.name,
+                case.expected_error,
+                err
+            );
+        }
+    }
+
+    fn test_schema() -> SchemaRef {
+        Arc::new(Schema::new(vec![Field::new("id", DataType::Int32, true)]))
+    }
+}
diff --git a/native/core/src/execution/operators/mod.rs b/native/core/src/execution/operators/mod.rs
index d68252bd9b..25e3f9bbd0 100644
--- a/native/core/src/execution/operators/mod.rs
+++ b/native/core/src/execution/operators/mod.rs
@@ -22,6 +22,8 @@ pub use crate::errors::ExecutionError;
 pub use aligned_stream_reader::*;
 pub use copy::*;
 pub use iceberg_scan::*;
+#[cfg(feature = "contrib-lance")]
+pub use lance_scan::LanceScanExec;
 pub use scan::*;
 
 mod aligned_stream_reader;
@@ -29,6 +31,8 @@ mod copy;
 mod expand;
 pub use expand::ExpandExec;
 mod iceberg_scan;
+#[cfg(feature = "contrib-lance")]
+mod lance_scan;
 mod parquet_writer;
 pub use parquet_writer::ParquetWriterExec;
 mod csv_scan;
diff --git a/native/core/src/execution/planner.rs b/native/core/src/execution/planner.rs
index 7ed2b3331c..0cb6f86949 100644
--- a/native/core/src/execution/planner.rs
+++ b/native/core/src/execution/planner.rs
@@ -79,6 +79,8 @@ use datafusion_spark::function::aggregate::collect::SparkCollectSet;
 use iceberg::expr::Bind;
 
 use crate::execution::operators::ExecutionError::GeneralError;
+#[cfg(feature = "contrib-lance")]
+use crate::execution::operators::LanceScanExec;
 use crate::execution::shuffle::{CometPartitioning, CompressionCodec};
 use crate::execution::spark_plan::SparkPlan;
 use crate::parquet::parquet_support::prepare_object_store_with_configs;
@@ -1601,6 +1603,62 @@ impl PhysicalPlanner {
                     )),
                 ))
             }
+            OpStruct::LanceScan(scan) => {
+                #[cfg(feature = "contrib-lance")]
+                {
+                    let common = scan
+                        .common
+                        .as_ref()
+                        .ok_or_else(|| GeneralError("LanceScan missing common data".into()))?;
+                    let partition = scan
+                        .partition
+                        .as_ref()
+                        .ok_or_else(|| GeneralError("LanceScan missing partition data".into()))?;
+
+                    let output_schema_fields = if common.projected_schema.is_empty() {
+                        common.required_schema.as_slice()
+                    } else {
+                        common.projected_schema.as_slice()
+                    };
+                    let output_schema = convert_spark_types_to_arrow_schema(output_schema_fields);
+                    let storage_options: HashMap<String, String> = common
+                        .storage_options
+                        .iter()
+                        .map(|(k, v)| (k.clone(), v.clone()))
+                        .collect();
+
+                    let lance_scan = LanceScanExec::try_new(
+                        common.dataset_uri.clone(),
+                        common.resolved_version,
+                        storage_options,
+                        output_schema,
+                        common.filter_sql.clone(),
+                        common.limit,
+                        common.offset,
+                        common.batch_size,
+                        partition.partition_index,
+                        partition.fragment_ids.clone(),
+                    )?;
+
+                    Ok((
+                        vec![],
+                        vec![],
+                        Arc::new(SparkPlan::new(
+                            spark_plan.plan_id,
+                            Arc::new(lance_scan),
+                            vec![],
+                        )),
+                    ))
+                }
+                #[cfg(not(feature = "contrib-lance"))]
+                {
+                    let _ = scan;
+                    Err(GeneralError(
+                        "Native Lance scan requires a Comet native build with the contrib-lance feature"
+                            .to_string(),
+                    ))
+                }
+            }
             OpStruct::ShuffleWriter(writer) => {
                 assert_eq!(children.len(), 1);
                 let (scans, shuffle_scans, child) =
diff --git a/native/core/src/execution/planner/operator_registry.rs b/native/core/src/execution/planner/operator_registry.rs
index dc98a32fb0..314f8fa005 100644
--- a/native/core/src/execution/planner/operator_registry.rs
+++ b/native/core/src/execution/planner/operator_registry.rs
@@ -46,6 +46,7 @@ pub enum OperatorType {
     Scan,
     NativeScan,
     IcebergScan,
+    LanceScan,
     Projection,
     Filter,
     HashAgg,
@@ -142,6 +143,7 @@ fn get_operator_type(spark_operator: &Operator) -> Option<OperatorType> {
         OpStruct::Scan(_) => Some(OperatorType::Scan),
         OpStruct::NativeScan(_) => Some(OperatorType::NativeScan),
         OpStruct::IcebergScan(_) => Some(OperatorType::IcebergScan),
+        OpStruct::LanceScan(_) => Some(OperatorType::LanceScan),
         OpStruct::ShuffleWriter(_) => Some(OperatorType::ShuffleWriter),
         OpStruct::ParquetWriter(_) => Some(OperatorType::ParquetWriter),
         OpStruct::Expand(_) => Some(OperatorType::Expand),
diff --git a/native/proto/src/proto/operator.proto b/native/proto/src/proto/operator.proto
index 2fcfe7f25b..8daa2078f4 100644
--- a/native/proto/src/proto/operator.proto
+++ b/native/proto/src/proto/operator.proto
@@ -55,6 +55,7 @@ message Operator {
     CsvScan csv_scan = 115;
     ShuffleScan shuffle_scan = 116;
     BroadcastNestedLoopJoin broadcast_nested_loop_join = 117;
+    LanceScan lance_scan = 118;
   }
 }
 
@@ -226,6 +227,53 @@ message IcebergScan {
   repeated IcebergFileScanTask file_scan_tasks = 2;
 }
 
+// Common data shared by all partitions for native Lance scans.
+message LanceScanCommon {
+  // Stable key for matching this scan during per-partition data injection.
+  string scan_id = 1;
+
+  // Schema Spark requested from the Lance scan.
+  repeated SparkStructField required_schema = 2;
+
+  // Informational class name of Lance's native scan plan object.
+  string native_scan_plan_class = 3;
+
+  // Lance dataset location and version resolved during Spark-side planning.
+  string dataset_uri = 4;
+  int64 resolved_version = 5;
+
+  // Storage options captured by Lance Spark planning.
+  map<string, string> storage_options = 6;
+
+  // Schema after projection pruning, as planned by Lance Spark.
+  repeated SparkStructField projected_schema = 7;
+
+  // Optional pushdowns captured by Lance Spark planning.
+  optional string filter_sql = 8;
+  optional int64 limit = 9;
+  optional int64 offset = 10;
+
+  // Preferred native batch size.
+  uint32 batch_size = 11;
+
+  // Version of the Lance Spark native scan descriptor contract.
+  uint32 descriptor_version = 12;
+}
+
+// Per-partition Lance scan split.
+message LanceScanPartition {
+  uint32 partition_index = 1;
+  repeated uint32 fragment_ids = 2;
+}
+
+message LanceScan {
+  // Common data shared across partitions.
+  LanceScanCommon common = 1;
+
+  // Single partition's scan data, injected at execution time.
+  LanceScanPartition partition = 2;
+}
+
 // Helper message for deduplicating field ID lists
 message ProjectFieldIdList {
   repeated int32 field_ids = 1;
diff --git a/pom.xml b/pom.xml
index 6739c01f29..6e60243f70 100644
--- a/pom.xml
+++ b/pom.xml
@@ -753,6 +753,13 @@ under the License.
       </properties>
     </profile>
 
+    <profile>
+      <id>contrib-lance</id>
+      <properties>
+        <comet.contrib.lance.enabled>true</comet.contrib.lance.enabled>
+      </properties>
+    </profile>
+
     <profile>
       <id>scala-2.12</id>
       <properties>
diff --git a/spark/pom.xml b/spark/pom.xml
index 26ca9f6dca..653bec749f 100644
--- a/spark/pom.xml
+++ b/spark/pom.xml
@@ -330,6 +330,45 @@ under the License.
         </dependency>
       </dependencies>
     </profile>
+    <profile>
+      <id>contrib-lance</id>
+      <build>
+        <plugins>
+          <plugin>
+            <groupId>org.codehaus.mojo</groupId>
+            <artifactId>build-helper-maven-plugin</artifactId>
+            <executions>
+              <execution>
+                <id>add-contrib-lance-source</id>
+                <phase>generate-sources</phase>
+                <goals>
+                  <goal>add-source</goal>
+                </goals>
+                <configuration>
+                  <sources>
+                    <source>src/contrib-lance/scala</source>
+                  </sources>
+                </configuration>
+              </execution>
+              <execution>
+                <id>add-contrib-lance-resources</id>
+                <phase>generate-resources</phase>
+                <goals>
+                  <goal>add-resource</goal>
+                </goals>
+                <configuration>
+                  <resources>
+                    <resource>
+                      <directory>src/contrib-lance/resources</directory>
+                    </resource>
+                  </resources>
+                </configuration>
+              </execution>
+            </executions>
+          </plugin>
+        </plugins>
+      </build>
+    </profile>
     <profile>
       <id>generate-docs</id>
       <build>
diff --git a/spark/src/contrib-lance/resources/META-INF/services/org.apache.comet.rules.CometScanContrib b/spark/src/contrib-lance/resources/META-INF/services/org.apache.comet.rules.CometScanContrib
new file mode 100644
index 0000000000..4f7e48a550
--- /dev/null
+++ b/spark/src/contrib-lance/resources/META-INF/services/org.apache.comet.rules.CometScanContrib
@@ -0,0 +1 @@
+org.apache.comet.lance.LanceScanRuleExtension
diff --git a/spark/src/contrib-lance/resources/META-INF/services/org.apache.spark.sql.comet.PlanDataInjector b/spark/src/contrib-lance/resources/META-INF/services/org.apache.spark.sql.comet.PlanDataInjector
new file mode 100644
index 0000000000..45ba51e907
--- /dev/null
+++ b/spark/src/contrib-lance/resources/META-INF/services/org.apache.spark.sql.comet.PlanDataInjector
@@ -0,0 +1 @@
+org.apache.spark.sql.comet.LancePlanDataInjector
diff --git a/spark/src/contrib-lance/scala/org/apache/comet/lance/CometLanceSupport.scala b/spark/src/contrib-lance/scala/org/apache/comet/lance/CometLanceSupport.scala
new file mode 100644
index 0000000000..69d2ed2a44
--- /dev/null
+++ b/spark/src/contrib-lance/scala/org/apache/comet/lance/CometLanceSupport.scala
@@ -0,0 +1,52 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.comet.lance
+
+import scala.collection.mutable.ListBuffer
+
+import org.apache.spark.sql.comet.CometBatchScanExec
+import org.apache.spark.sql.execution.SparkPlan
+import org.apache.spark.sql.execution.datasources.v2.BatchScanExec
+
+import org.apache.comet.CometSparkSessionExtensions.withFallbackReasons
+import org.apache.comet.serde.OperatorOuterClass.Operator
+import org.apache.comet.serde.operator.CometLanceNativeScan
+
+object CometLanceSupport {
+
+  def tryTransform(scanExec: BatchScanExec, nativeScanPlan: Object): Option[SparkPlan] = {
+    val fallbackReasons = new ListBuffer[String]()
+    val schemaSupported =
+      CometBatchScanExec.isSchemaSupported(scanExec.scan.readSchema(), fallbackReasons)
+
+    if (!schemaSupported) {
+      fallbackReasons += s"Schema ${scanExec.scan.readSchema()} is not supported"
+      withFallbackReasons(scanExec, fallbackReasons.toSet)
+      None
+    } else {
+      val builder = Operator.newBuilder().setPlanId(scanExec.id)
+      CometLanceNativeScan
+        .convert(scanExec, builder, Option(nativeScanPlan))
+        .map { nativeOp =>
+          CometLanceNativeScan.createExec(nativeOp, scanExec, Option(nativeScanPlan))
+        }
+    }
+  }
+}
diff --git a/spark/src/contrib-lance/scala/org/apache/comet/lance/LanceScanRuleExtension.scala b/spark/src/contrib-lance/scala/org/apache/comet/lance/LanceScanRuleExtension.scala
new file mode 100644
index 0000000000..0ae6e0b836
--- /dev/null
+++ b/spark/src/contrib-lance/scala/org/apache/comet/lance/LanceScanRuleExtension.scala
@@ -0,0 +1,173 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.comet.lance
+
+import java.lang.reflect.InvocationTargetException
+import java.util.{Optional => JOptional}
+
+import scala.util.control.NonFatal
+
+import org.apache.spark.internal.Logging
+import org.apache.spark.sql.execution.SparkPlan
+import org.apache.spark.sql.execution.datasources.v2.BatchScanExec
+
+import org.apache.comet.CometConf
+import org.apache.comet.CometSparkSessionExtensions.withFallbackReason
+import org.apache.comet.rules.CometScanContrib
+
+/**
+ * `CometScanContrib` implementation for Lance V2 scans.
+ *
+ * The class is loaded through `ServiceLoader` from the optional contrib-lance profile. It keeps
+ * Lance Spark references reflective so building this contrib does not require a lance-spark
+ * compile-time dependency.
+ */
+class LanceScanRuleExtension extends CometScanContrib with Logging {
+
+  private val LanceScanClassName = "org.lance.spark.read.LanceScan"
+  private val NativeScanPlanMethod = "nativeScanPlan"
+
+  override def tryTransform(scanExec: BatchScanExec): Option[SparkPlan] = {
+    if (!isLanceScan(scanExec.scan)) {
+      return None
+    }
+
+    Some(tryCreateNativeScan(scanExec).getOrElse(scanExec))
+  }
+
+  def isLanceScan(scan: Any): Boolean = {
+    scan != null && {
+      scan.getClass.getName == LanceScanClassName ||
+      loadClass(LanceScanClassName).exists(_.isInstance(scan))
+    }
+  }
+
+  def nativeScanPlan(scan: Any): Option[Any] =
+    if (isLanceScan(scan)) {
+      invokeNativeScanPlan(scan)
+    } else {
+      None
+    }
+
+  def invokeNativeScanPlan(scan: Any): Option[Any] = {
+    try {
+      findNoArgMethod(scan.getClass, NativeScanPlanMethod)
+        .flatMap { method =>
+          optionalResult(method.invoke(scan))
+        }
+    } catch {
+      case e: InvocationTargetException =>
+        logWarning(
+          s"Native Lance scan disabled because $NativeScanPlanMethod() threw: " +
+            s"${Option(e.getCause).map(_.getMessage).getOrElse(e.getMessage)}")
+        None
+      case NonFatal(e) =>
+        logWarning(s"Native Lance scan disabled by reflection failure: $e")
+        None
+    }
+  }
+
+  private def tryCreateNativeScan(scanExec: BatchScanExec): Option[SparkPlan] = {
+    if (!CometConf.COMET_LANCE_NATIVE_ENABLED.get(scanExec.conf)) {
+      withFallbackReason(
+        scanExec,
+        s"Native Lance scan disabled because ${CometConf.COMET_LANCE_NATIVE_ENABLED.key} " +
+          "is not enabled")
+      return None
+    }
+
+    if (!CometConf.COMET_EXEC_ENABLED.get(scanExec.conf)) {
+      withFallbackReason(
+        scanExec,
+        s"Native Lance scan disabled because ${CometConf.COMET_EXEC_ENABLED.key} is not enabled")
+      return None
+    }
+
+    val nativePlan = nativeScanPlan(scanExec.scan) match {
+      case Some(plan) => plan
+      case None =>
+        withFallbackReason(
+          scanExec,
+          s"Native Lance scan disabled because $LanceScanClassName.$NativeScanPlanMethod() " +
+            "is not available")
+        return None
+    }
+
+    try {
+      CometLanceSupport.tryTransform(scanExec, nativePlan.asInstanceOf[AnyRef])
+    } catch {
+      case NonFatal(e) =>
+        logWarning(
+          "Native Lance scan disabled because contrib-lance threw while creating the scan",
+          e)
+        withFallbackReason(
+          scanExec,
+          s"Native Lance scan disabled because contrib-lance threw: ${e.getMessage}")
+        None
+    }
+  }
+
+  private def optionalResult(value: Any): Option[Any] = value match {
+    case null => None
+    case option: Option[_] => option
+    case option: JOptional[_] if option.isPresent => Some(option.get)
+    case _: JOptional[_] => None
+    case other => Some(other)
+  }
+
+  private def findNoArgMethod(
+      clazz: Class[_],
+      methodName: String): Option[java.lang.reflect.Method] = {
+    var current = clazz
+    while (current != null) {
+      try {
+        val method = current.getDeclaredMethod(methodName)
+        method.setAccessible(true)
+        return Some(method)
+      } catch {
+        case _: NoSuchMethodException =>
+          current = current.getSuperclass
+        case NonFatal(_) =>
+          return None
+      }
+    }
+    None
+  }
+
+  private def loadClass(className: String): Option[Class[_]] = {
+    try {
+      val classLoader = Thread.currentThread().getContextClassLoader
+      // scalastyle:off classforname
+      val clazz =
+        if (classLoader != null) {
+          Class.forName(className, false, classLoader)
+        } else {
+          Class.forName(className)
+        }
+      // scalastyle:on classforname
+      Some(clazz)
+    } catch {
+      case _: ClassNotFoundException | _: NoClassDefFoundError => None
+      case NonFatal(e) =>
+        logDebug(s"Unable to load optional class $className", e)
+        None
+    }
+  }
+}
diff --git a/spark/src/contrib-lance/scala/org/apache/comet/serde/operator/CometLanceNativeScan.scala b/spark/src/contrib-lance/scala/org/apache/comet/serde/operator/CometLanceNativeScan.scala
new file mode 100644
index 0000000000..e20ecf1df8
--- /dev/null
+++ b/spark/src/contrib-lance/scala/org/apache/comet/serde/operator/CometLanceNativeScan.scala
@@ -0,0 +1,341 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.comet.serde.operator
+
+import java.lang.reflect.InvocationTargetException
+
+import scala.jdk.CollectionConverters._
+import scala.util.control.NonFatal
+
+import org.apache.spark.internal.Logging
+import org.apache.spark.sql.comet.{CometLanceNativeScanExec, CometNativeExec, SerializedPlan}
+import org.apache.spark.sql.execution.datasources.v2.BatchScanExec
+import org.apache.spark.sql.types.{DataType, StructType}
+
+import org.apache.comet.{CometConf, ConfigEntry}
+import org.apache.comet.serde.{CometOperatorSerde, Compatible, OperatorOuterClass, SupportLevel}
+import org.apache.comet.serde.OperatorOuterClass.Operator
+
+object CometLanceNativeScan extends CometOperatorSerde[BatchScanExec] with Logging {
+
+  case class LanceNativeScanSplitDescriptor(partitionIndex: Int, fragmentIds: Seq[Int])
+
+  case class LanceNativeScanDescriptor(
+      descriptorVersion: Int,
+      scanId: String,
+      datasetUri: String,
+      resolvedVersion: Long,
+      storageOptions: Map[String, String],
+      requiredSchema: StructType,
+      projectedSchema: StructType,
+      filterSql: Option[String],
+      limit: Option[Long],
+      offset: Option[Long],
+      batchSize: Int,
+      nativeScanPlanClass: String,
+      splits: Seq[LanceNativeScanSplitDescriptor])
+
+  override def enabledConfig: Option[ConfigEntry[Boolean]] =
+    Some(CometConf.COMET_LANCE_NATIVE_ENABLED)
+
+  override def getSupportLevel(operator: BatchScanExec): SupportLevel = Compatible()
+
+  override def convert(
+      scanExec: BatchScanExec,
+      builder: Operator.Builder,
+      childOp: Operator*): Option[Operator] =
+    convert(scanExec, builder, None)
+
+  def convert(
+      scanExec: BatchScanExec,
+      builder: Operator.Builder,
+      nativeScanPlan: Option[Any]): Option[Operator] = {
+    val descriptor = descriptorFor(scanExec, nativeScanPlan)
+
+    val lanceScanBuilder = OperatorOuterClass.LanceScan
+      .newBuilder()
+      .setCommon(commonFromDescriptor(descriptor))
+
+    builder.clearChildren()
+    Some(builder.setLanceScan(lanceScanBuilder).build())
+  }
+
+  override def createExec(nativeOp: Operator, op: BatchScanExec): CometNativeExec =
+    createExec(nativeOp, op, None)
+
+  def createExec(
+      nativeOp: Operator,
+      op: BatchScanExec,
+      nativeScanPlan: Option[Any]): CometNativeExec = {
+    val descriptor = descriptorFor(op, nativeScanPlan)
+    val exec = CometLanceNativeScanExec(
+      nativeOp,
+      op.output,
+      op.runtimeFilters,
+      op,
+      SerializedPlan(None),
+      descriptor.scanId,
+      descriptor)
+    op.logicalLink.foreach(exec.setLogicalLink)
+    exec
+  }
+
+  def serializePartitions(descriptor: LanceNativeScanDescriptor): (Array[Byte], Array[Array[Byte]]) =
+    (
+      commonFromDescriptor(descriptor).toByteArray,
+      descriptor.splits.map { split =>
+        val partition = OperatorOuterClass.LanceScanPartition
+          .newBuilder()
+          .setPartitionIndex(split.partitionIndex)
+          .addAllFragmentIds(split.fragmentIds.map(Int.box).asJava)
+          .build()
+
+        OperatorOuterClass.LanceScan
+          .newBuilder()
+          .setPartition(partition)
+          .build()
+          .toByteArray
+      }.toArray)
+
+  private[comet] def serializeNativePlan(
+      nativeScanPlan: Any,
+      fallbackScanId: String,
+      fallbackRequiredSchema: StructType): (Array[Byte], Array[Array[Byte]]) = {
+    serializePartitions(descriptorFromNativePlan(
+      nativeScanPlan,
+      fallbackScanId,
+      fallbackRequiredSchema))
+  }
+
+  private def descriptorFor(
+      scanExec: BatchScanExec,
+      nativeScanPlan: Option[Any]): LanceNativeScanDescriptor = {
+    val fallbackScanId = scanKey(scanExec)
+    val fallbackRequiredSchema = scanExec.scan.readSchema()
+    nativeScanPlan
+      .map(descriptorFromNativePlan(_, fallbackScanId, fallbackRequiredSchema))
+      .getOrElse(fallbackDescriptor(fallbackScanId, fallbackRequiredSchema))
+  }
+
+  private def descriptorFromNativePlan(
+      nativeScanPlan: Any,
+      fallbackScanId: String,
+      fallbackRequiredSchema: StructType): LanceNativeScanDescriptor = {
+    val requiredSchema =
+      structTypeFromJson(
+        requireString(invokeRequired(nativeScanPlan, "getSparkReadSchemaJson")),
+        "getSparkReadSchemaJson")
+    val projectedSchema =
+      structTypeFromJson(
+        requireString(invokeRequired(nativeScanPlan, "getProjectedReadSchemaJson")),
+        "getProjectedReadSchemaJson")
+
+    LanceNativeScanDescriptor(
+      descriptorVersion = toUInt32(
+        invokeRequired(nativeScanPlan, "getDescriptorVersion"),
+        "getDescriptorVersion"),
+      scanId = nonEmptyString(
+        invokeRequired(nativeScanPlan, "getScanId"),
+        fallbackScanId),
+      datasetUri = requireString(invokeRequired(nativeScanPlan, "getDatasetUri")),
+      resolvedVersion = toLong(invokeRequired(nativeScanPlan, "getResolvedVersion")),
+      storageOptions = toStringMap(invokeRequired(nativeScanPlan, "getStorageOptions")),
+      requiredSchema = requiredSchema,
+      projectedSchema = projectedSchema,
+      filterSql = optionalString(nativeScanPlan, "hasPushedFilterSql", "getPushedFilterSql"),
+      limit = optionalLong(nativeScanPlan, "hasLimit", "getLimit"),
+      offset = optionalLong(nativeScanPlan, "hasOffset", "getOffset"),
+      batchSize = toUInt32(invokeRequired(nativeScanPlan, "getBatchSize"), "getBatchSize"),
+      nativeScanPlanClass = nativeScanPlan.getClass.getName,
+      splits = toSeq(invokeRequired(nativeScanPlan, "getSplits")).map(splitFromNativeSplit))
+  }
+
+  private def fallbackDescriptor(
+      scanId: String,
+      requiredSchema: StructType): LanceNativeScanDescriptor =
+    LanceNativeScanDescriptor(
+      descriptorVersion = 0,
+      scanId = scanId,
+      datasetUri = "",
+      resolvedVersion = 0L,
+      storageOptions = Map.empty,
+      requiredSchema = requiredSchema,
+      projectedSchema = requiredSchema,
+      filterSql = None,
+      limit = None,
+      offset = None,
+      batchSize = 0,
+      nativeScanPlanClass = "",
+      splits = Seq(LanceNativeScanSplitDescriptor(0, Nil)))
+
+  private def commonFromDescriptor(
+      descriptor: LanceNativeScanDescriptor): OperatorOuterClass.LanceScanCommon = {
+    val commonBuilder = OperatorOuterClass.LanceScanCommon
+      .newBuilder()
+      .setScanId(descriptor.scanId)
+      .setNativeScanPlanClass(descriptor.nativeScanPlanClass)
+      .setDatasetUri(descriptor.datasetUri)
+      .setResolvedVersion(descriptor.resolvedVersion)
+      .putAllStorageOptions(descriptor.storageOptions.asJava)
+      .addAllRequiredSchema(schema2Proto(descriptor.requiredSchema.fields).toSeq.asJava)
+      .addAllProjectedSchema(schema2Proto(descriptor.projectedSchema.fields).toSeq.asJava)
+      .setBatchSize(descriptor.batchSize)
+      .setDescriptorVersion(descriptor.descriptorVersion)
+
+    descriptor.filterSql.foreach(commonBuilder.setFilterSql)
+    descriptor.limit.foreach(commonBuilder.setLimit)
+    descriptor.offset.foreach(commonBuilder.setOffset)
+    commonBuilder.build()
+  }
+
+  private def splitFromNativeSplit(nativeSplit: Any): LanceNativeScanSplitDescriptor =
+    LanceNativeScanSplitDescriptor(
+      partitionIndex = toUInt32(invokeRequired(nativeSplit, "getSplitIndex"), "getSplitIndex"),
+      fragmentIds = toSeq(invokeRequired(nativeSplit, "getFragmentIds"))
+        .map(toUInt32(_, "getFragmentIds")))
+
+  private def structTypeFromJson(json: String, methodName: String): StructType =
+    try {
+      DataType.fromJson(json) match {
+        case schema: StructType => schema
+        case other =>
+          throw new IllegalArgumentException(
+            s"expected StructType JSON but got ${other.typeName}")
+      }
+    } catch {
+      case NonFatal(e) =>
+        throw new IllegalArgumentException(
+          s"Native Lance scan descriptor method $methodName returned invalid Spark schema JSON",
+          e)
+    }
+
+  private def optionalString(target: Any, hasMethod: String, valueMethod: String): Option[String] =
+    if (toBoolean(invokeRequired(target, hasMethod))) {
+      Some(requireString(invokeRequired(target, valueMethod)))
+    } else {
+      None
+    }
+
+  private def optionalLong(target: Any, hasMethod: String, valueMethod: String): Option[Long] =
+    if (toBoolean(invokeRequired(target, hasMethod))) {
+      Some(toLong(invokeRequired(target, valueMethod)))
+    } else {
+      None
+    }
+
+  private def invokeRequired(target: Any, methodName: String): Any = {
+    require(target != null, s"Native Lance scan descriptor target is null for $methodName")
+    try {
+      findNoArgMethod(target.getClass, methodName)
+        .getOrElse {
+          throw new NoSuchMethodException(s"${target.getClass.getName}.$methodName()")
+        }
+        .invoke(target.asInstanceOf[AnyRef])
+    } catch {
+      case e: InvocationTargetException if e.getCause != null =>
+        throw e.getCause
+      case NonFatal(e) =>
+        throw new IllegalArgumentException(
+          s"Unable to read native Lance scan descriptor method $methodName",
+          e)
+    }
+  }
+
+  private def findNoArgMethod(
+      clazz: Class[_],
+      methodName: String): Option[java.lang.reflect.Method] = {
+    var current = clazz
+    while (current != null) {
+      try {
+        val method = current.getDeclaredMethod(methodName)
+        method.setAccessible(true)
+        return Some(method)
+      } catch {
+        case _: NoSuchMethodException =>
+          current = current.getSuperclass
+      }
+    }
+    None
+  }
+
+  private def toSeq(value: Any): Seq[Any] = value match {
+    case null => Seq.empty
+    case values: java.lang.Iterable[_] => values.asScala.toSeq
+    case values: Iterable[_] => values.toSeq
+    case values: Array[_] => values.toSeq
+    case other =>
+      throw new IllegalArgumentException(
+        s"Expected a collection in native Lance scan descriptor, got ${other.getClass.getName}")
+  }
+
+  private def toStringMap(value: Any): Map[String, String] = value match {
+    case null => Map.empty
+    case values: java.util.Map[_, _] =>
+      values.asScala.map { case (key, value) => key.toString -> value.toString }.toMap
+    case values: collection.Map[_, _] =>
+      values.map { case (key, value) => key.toString -> value.toString }.toMap
+    case other =>
+      throw new IllegalArgumentException(
+        s"Expected a map in native Lance scan descriptor, got ${other.getClass.getName}")
+  }
+
+  private def toBoolean(value: Any): Boolean = value match {
+    case value: java.lang.Boolean => value.booleanValue()
+    case value: Boolean => value
+    case other =>
+      throw new IllegalArgumentException(
+        s"Expected boolean in native Lance scan descriptor, got ${typeName(other)}")
+  }
+
+  private def toLong(value: Any): Long = value match {
+    case value: java.lang.Number => value.longValue()
+    case value: String => value.toLong
+    case other =>
+      throw new IllegalArgumentException(
+        s"Expected integer in native Lance scan descriptor, got ${typeName(other)}")
+  }
+
+  private def toUInt32(value: Any, methodName: String): Int = {
+    val longValue = toLong(value)
+    if (longValue < 0 || longValue > 0xffffffffL) {
+      throw new IllegalArgumentException(
+        s"Native Lance scan descriptor method $methodName returned out-of-range uint32 " +
+          s"value $longValue")
+    }
+    longValue.toInt
+  }
+
+  private def requireString(value: Any): String = value match {
+    case null => ""
+    case value: String => value
+    case other => other.toString
+  }
+
+  private def nonEmptyString(value: Any, fallback: String): String = {
+    val stringValue = requireString(value)
+    if (stringValue.nonEmpty) stringValue else fallback
+  }
+
+  private def typeName(value: Any): String =
+    Option(value).map(_.getClass.getName).getOrElse("null")
+
+  private def scanKey(scanExec: BatchScanExec): String =
+    s"lance_${scanExec.id}_${scanExec.scan.hashCode()}"
+}
diff --git a/spark/src/contrib-lance/scala/org/apache/spark/sql/comet/CometLanceNativeScanExec.scala b/spark/src/contrib-lance/scala/org/apache/spark/sql/comet/CometLanceNativeScanExec.scala
new file mode 100644
index 0000000000..4a24c21b0c
--- /dev/null
+++ b/spark/src/contrib-lance/scala/org/apache/spark/sql/comet/CometLanceNativeScanExec.scala
@@ -0,0 +1,130 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.comet
+
+import scala.jdk.CollectionConverters._
+
+import org.apache.spark.{Partition, TaskContext}
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.catalyst.expressions.{Attribute, Expression, SortOrder}
+import org.apache.spark.sql.catalyst.plans.QueryPlan
+import org.apache.spark.sql.catalyst.plans.physical.{Partitioning, UnknownPartitioning}
+import org.apache.spark.sql.execution.datasources.v2.BatchScanExec
+import org.apache.spark.sql.vectorized.ColumnarBatch
+
+import com.google.common.base.Objects
+
+import org.apache.comet.serde.OperatorOuterClass.Operator
+import org.apache.comet.serde.operator.CometLanceNativeScan
+import org.apache.comet.serde.operator.CometLanceNativeScan.LanceNativeScanDescriptor
+
+case class CometLanceNativeScanExec(
+    override val nativeOp: Operator,
+    override val output: Seq[Attribute],
+    runtimeFilters: Seq[Expression],
+    @transient originalPlan: BatchScanExec,
+    override val serializedPlanOpt: SerializedPlan,
+    override val sourceKey: String,
+    lanceDescriptor: LanceNativeScanDescriptor)
+    extends CometLeafExec
+    with CometScanWithPlanData {
+
+  override val supportsColumnar: Boolean = true
+
+  override val nodeName: String = "CometLanceNativeScan"
+
+  @transient private lazy val serializedPartitionData: (Array[Byte], Array[Array[Byte]]) =
+    CometLanceNativeScan.serializePartitions(lanceDescriptor)
+
+  override def commonData: Array[Byte] = serializedPartitionData._1
+
+  override def perPartitionData: Array[Array[Byte]] = serializedPartitionData._2
+
+  override lazy val outputPartitioning: Partitioning =
+    UnknownPartitioning(perPartitionData.length)
+
+  override lazy val outputOrdering: Seq[SortOrder] = Nil
+
+  override def doExecuteColumnar(): RDD[ColumnarBatch] = {
+    val nativeMetrics = CometMetricNode.fromCometPlan(this)
+    val serializedPlan = CometExec.serializeNativePlan(nativeOp)
+    new CometExecRDD(
+      sparkContext,
+      inputRDDs = Seq.empty,
+      commonByKey = Map(sourceKey -> commonData),
+      perPartitionByKey = Map(sourceKey -> perPartitionData),
+      serializedPlan = serializedPlan,
+      defaultNumPartitions = perPartitionData.length,
+      numOutputCols = output.length,
+      nativeMetrics = nativeMetrics,
+      subqueries = Seq.empty) {
+      override def compute(split: Partition, context: TaskContext): Iterator[ColumnarBatch] = {
+        val res = super.compute(split, context)
+        Option(context).foreach(nativeMetrics.reportScanInputMetrics)
+        res
+      }
+    }
+  }
+
+  override def convertBlock(): CometLanceNativeScanExec = {
+    val newSerializedPlan = if (serializedPlanOpt.isEmpty) {
+      SerializedPlan(Some(CometExec.serializeNativePlan(nativeOp)))
+    } else {
+      serializedPlanOpt
+    }
+
+    CometLanceNativeScanExec(
+      nativeOp,
+      output,
+      runtimeFilters,
+      originalPlan,
+      newSerializedPlan,
+      sourceKey,
+      lanceDescriptor)
+  }
+
+  override protected def doCanonicalize(): CometLanceNativeScanExec = {
+    CometLanceNativeScanExec(
+      nativeOp,
+      output.map(QueryPlan.normalizeExpressions(_, output)),
+      QueryPlan.normalizePredicates(
+        CometScanUtils.filterUnusedDynamicPruningExpressions(runtimeFilters),
+        output),
+      null,
+      SerializedPlan(None),
+      sourceKey,
+      lanceDescriptor)
+  }
+
+  override def stringArgs: Iterator[Any] =
+    Iterator(output, s"$sourceKey, nativeScanPlan=${lanceDescriptor.nativeScanPlanClass}")
+
+  override def equals(obj: Any): Boolean = obj match {
+    case other: CometLanceNativeScanExec =>
+      this.sourceKey == other.sourceKey &&
+      this.output == other.output &&
+      this.runtimeFilters == other.runtimeFilters &&
+      this.serializedPlanOpt == other.serializedPlanOpt
+    case _ => false
+  }
+
+  override def hashCode(): Int =
+    Objects.hashCode(sourceKey, output.asJava, runtimeFilters, serializedPlanOpt)
+}
diff --git a/spark/src/contrib-lance/scala/org/apache/spark/sql/comet/LancePlanDataInjector.scala b/spark/src/contrib-lance/scala/org/apache/spark/sql/comet/LancePlanDataInjector.scala
new file mode 100644
index 0000000000..e1eabacceb
--- /dev/null
+++ b/spark/src/contrib-lance/scala/org/apache/spark/sql/comet/LancePlanDataInjector.scala
@@ -0,0 +1,50 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.comet
+
+import org.apache.comet.serde.OperatorOuterClass
+import org.apache.comet.serde.OperatorOuterClass.Operator
+
+class LancePlanDataInjector extends PlanDataInjector {
+
+  override val opStructCase: Operator.OpStructCase = Operator.OpStructCase.LANCE_SCAN
+
+  override def canInject(op: Operator): Boolean =
+    op.hasLanceScan &&
+      op.getLanceScan.hasCommon &&
+      !op.getLanceScan.hasPartition
+
+  override def getKey(op: Operator): Option[String] =
+    Some(op.getLanceScan.getCommon.getScanId)
+
+  override def inject(
+      op: Operator,
+      commonBytes: Array[Byte],
+      partitionBytes: Array[Byte]): Operator = {
+    val common = OperatorOuterClass.LanceScanCommon.parseFrom(commonBytes)
+    val partitionOnly = OperatorOuterClass.LanceScan.parseFrom(partitionBytes)
+
+    val scanBuilder = op.getLanceScan.toBuilder
+    scanBuilder.setCommon(common)
+    scanBuilder.setPartition(partitionOnly.getPartition)
+
+    op.toBuilder.setLanceScan(scanBuilder).build()
+  }
+}
diff --git a/spark/src/main/scala/org/apache/comet/CometConf.scala b/spark/src/main/scala/org/apache/comet/CometConf.scala
index 1351a391c0..24d37b1d0c 100644
--- a/spark/src/main/scala/org/apache/comet/CometConf.scala
+++ b/spark/src/main/scala/org/apache/comet/CometConf.scala
@@ -121,6 +121,14 @@ object CometConf extends ShimCometConf {
       .booleanConf
       .createWithDefault(true)
 
+  val COMET_LANCE_NATIVE_ENABLED: ConfigEntry[Boolean] =
+    conf("spark.comet.scan.lanceNative.enabled")
+      .category(CATEGORY_SCAN)
+      .doc("Whether to enable native Lance table scans through the optional contrib-lance " +
+        "integration. This is an experimental scaffold and is disabled by default.")
+      .booleanConf
+      .createWithDefault(false)
+
   val COMET_ICEBERG_DATA_FILE_CONCURRENCY_LIMIT: ConfigEntry[Int] =
     conf("spark.comet.scan.icebergNative.dataFileConcurrencyLimit")
       .category(CATEGORY_SCAN)
diff --git a/spark/src/main/scala/org/apache/comet/rules/CometScanContrib.scala b/spark/src/main/scala/org/apache/comet/rules/CometScanContrib.scala
new file mode 100644
index 0000000000..3b3ce41461
--- /dev/null
+++ b/spark/src/main/scala/org/apache/comet/rules/CometScanContrib.scala
@@ -0,0 +1,72 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.comet.rules
+
+import java.util.ServiceLoader
+
+import scala.jdk.CollectionConverters._
+import scala.util.control.NonFatal
+
+import org.apache.spark.internal.Logging
+import org.apache.spark.sql.execution.SparkPlan
+import org.apache.spark.sql.execution.datasources.v2.BatchScanExec
+
+/**
+ * Optional scan-rule extension point for contrib data sources.
+ *
+ * Implementations are discovered with `ServiceLoader` so core can delegate V2 scan conversion
+ * without holding compile-time or reflective references to contrib classes.
+ */
+trait CometScanContrib {
+  def tryTransform(scanExec: BatchScanExec): Option[SparkPlan]
+}
+
+object CometScanContrib extends Logging {
+
+  private lazy val contribs: Seq[CometScanContrib] =
+    try {
+      ServiceLoader.load(classOf[CometScanContrib], getClass.getClassLoader).asScala.toSeq
+    } catch {
+      case NonFatal(e) =>
+        logWarning(
+          "Failed to load contrib CometScanContrib services; " +
+            "continuing with built-in scan rules only",
+          e)
+        Seq.empty
+    }
+
+  def tryTransform(scanExec: BatchScanExec): Option[SparkPlan] = {
+    val iterator = contribs.iterator
+    var transformed: Option[SparkPlan] = None
+    while (transformed.isEmpty && iterator.hasNext) {
+      val contrib = iterator.next()
+      try {
+        transformed = contrib.tryTransform(scanExec)
+      } catch {
+        case NonFatal(e) =>
+          logWarning(
+            s"Contrib scan rule ${contrib.getClass.getName} failed; " +
+              "continuing with the next scan rule",
+            e)
+      }
+    }
+    transformed
+  }
+}
diff --git a/spark/src/main/scala/org/apache/comet/rules/CometScanRule.scala b/spark/src/main/scala/org/apache/comet/rules/CometScanRule.scala
index 59331129d5..5d13ff926d 100644
--- a/spark/src/main/scala/org/apache/comet/rules/CometScanRule.scala
+++ b/spark/src/main/scala/org/apache/comet/rules/CometScanRule.scala
@@ -294,6 +294,7 @@ case class CometScanRule(session: SparkSession)
   }
 
   private def transformV2Scan(scanExec: BatchScanExec): SparkPlan = {
+    lazy val contribPlan = CometScanContrib.tryTransform(scanExec)
 
     scanExec.scan match {
       case scan: CSVScan if COMET_CSV_V2_NATIVE_ENABLED.get() =>
@@ -337,6 +338,9 @@ case class CometScanRule(session: SparkSession)
           withFallbackReasons(scanExec, fallbackReasons.toSet)
         }
 
+      case _ if contribPlan.isDefined =>
+        contribPlan.get
+
       // Iceberg scan - detected by class name. SparkStagedScan covers reads issued by
       // RewriteDataFiles (and similar maintenance actions) where the planner has already
       // staged FileScanTasks via ScanTaskSetManager.
@@ -408,7 +412,8 @@ case class CometScanRule(session: SparkSession)
 
             val effectiveUri = new java.net.URI(effectiveLocation)
 
-            val hadoopS3Options = NativeConfig.extractObjectStoreOptions(hadoopConf, effectiveUri)
+            val hadoopS3Options =
+              NativeConfig.extractObjectStoreOptions(hadoopConf, effectiveUri)
 
             val hadoopDerivedProperties =
               CometIcebergNativeScan.hadoopToIcebergS3Properties(hadoopS3Options)
@@ -462,20 +467,21 @@ case class CometScanRule(session: SparkSession)
 
         // Check Iceberg table format version
 
-        val formatVersionSupported = IcebergReflection.getFormatVersion(metadata.table) match {
-          case Some(formatVersion) =>
-            if (formatVersion > 2) {
-              fallbackReasons += "Iceberg table format version " +
-                s"$formatVersion is not supported. " +
-                "Comet only supports Iceberg table format V1 and V2"
+        val formatVersionSupported =
+          IcebergReflection.getFormatVersion(metadata.table) match {
+            case Some(formatVersion) =>
+              if (formatVersion > 2) {
+                fallbackReasons += "Iceberg table format version " +
+                  s"$formatVersion is not supported. " +
+                  "Comet only supports Iceberg table format V1 and V2"
+                false
+              } else {
+                true
+              }
+            case None =>
+              fallbackReasons += "Could not verify Iceberg table format version"
               false
-            } else {
-              true
-            }
-          case None =>
-            fallbackReasons += "Could not verify Iceberg table format version"
-            false
-        }
+          }
 
         // Single-pass validation of all FileScanTasks
         val taskValidation =
diff --git a/spark/src/test/scala/org/apache/comet/rules/CometScanRuleSuite.scala b/spark/src/test/scala/org/apache/comet/rules/CometScanRuleSuite.scala
index f444fe62c9..c0a6616a9f 100644
--- a/spark/src/test/scala/org/apache/comet/rules/CometScanRuleSuite.scala
+++ b/spark/src/test/scala/org/apache/comet/rules/CometScanRuleSuite.scala
@@ -19,7 +19,11 @@
 
 package org.apache.comet.rules
 
+import java.util.{Arrays, LinkedHashMap, Optional => JOptional, ServiceLoader}
+
+import scala.jdk.CollectionConverters._
 import scala.util.Random
+import scala.util.Try
 
 import org.apache.spark.sql._
 import org.apache.spark.sql.comet._
@@ -28,6 +32,7 @@ import org.apache.spark.sql.execution.adaptive.QueryStageExec
 import org.apache.spark.sql.types.{DataTypes, StructField, StructType}
 
 import org.apache.comet.CometConf
+import org.apache.comet.serde.OperatorOuterClass
 import org.apache.comet.testing.{DataGenOptions, FuzzDataGenerator}
 
 /**
@@ -134,4 +139,253 @@ class CometScanRuleSuite extends CometTestBase {
     }
   }
 
+  test("Lance native scan config defaults to disabled") {
+    assert(!CometConf.COMET_LANCE_NATIVE_ENABLED.get())
+  }
+
+  test("Lance scan-rule extension nativeScanPlan reflection handles fallback paths") {
+    val extension = loadContribLanceScanExtension.getOrElse {
+      cancel("contrib-lance profile is not enabled")
+    }
+
+    class WithNativeScanPlan {
+      def nativeScanPlan(): String = "native-plan"
+    }
+    class WithJavaOptionalNativeScanPlan {
+      def nativeScanPlan(): JOptional[String] = JOptional.of("native-plan")
+    }
+    class WithEmptyJavaOptionalNativeScanPlan {
+      def nativeScanPlan(): JOptional[String] = JOptional.empty()
+    }
+    class WithScalaOptionNativeScanPlan {
+      def nativeScanPlan(): Option[String] = Some("native-plan")
+    }
+    class WithoutNativeScanPlan
+    class ThrowingNativeScanPlan {
+      def nativeScanPlan(): String = throw new IllegalStateException("boom")
+    }
+
+    val cases = Seq(
+      ("present method", new WithNativeScanPlan, Some("native-plan")),
+      ("java optional method", new WithJavaOptionalNativeScanPlan, Some("native-plan")),
+      ("empty java optional method", new WithEmptyJavaOptionalNativeScanPlan, None),
+      ("scala option method", new WithScalaOptionNativeScanPlan, Some("native-plan")),
+      ("missing method", new WithoutNativeScanPlan, None),
+      ("throwing method", new ThrowingNativeScanPlan, None))
+
+    cases.foreach { case (name, scan, expected) =>
+      assert(
+        invokeNativeScanPlan(extension, scan).map(_.toString) == expected,
+        s"unexpected reflection result for $name")
+    }
+
+    val nonLanceScan = new WithNativeScanPlan
+    assert(!isLanceScan(extension, nonLanceScan))
+    assert(nativeScanPlan(extension, nonLanceScan).isEmpty)
+  }
+
+  test("Lance contrib services are discoverable when contrib-lance profile is enabled") {
+    loadContribLanceScanExtension.getOrElse {
+      cancel("contrib-lance profile is not enabled")
+    }
+
+    val scanContribs =
+      ServiceLoader.load(classOf[CometScanContrib], getClass.getClassLoader).asScala.toSeq
+    assert(
+      scanContribs.exists(_.getClass.getName == "org.apache.comet.lance.LanceScanRuleExtension"),
+      s"expected Lance scan-rule extension, got: ${scanContribs.map(_.getClass.getName)}")
+
+    val planDataInjectorClass =
+      Class.forName("org.apache.spark.sql.comet.PlanDataInjector", false, getClass.getClassLoader)
+    val planDataInjectors =
+      ServiceLoader.load(planDataInjectorClass, getClass.getClassLoader).asScala.toSeq
+    assert(
+      planDataInjectors.exists(
+        _.getClass.getName == "org.apache.spark.sql.comet.LancePlanDataInjector"),
+      s"expected Lance plan-data injector, got: ${planDataInjectors.map(_.getClass.getName)}")
+  }
+
+  test("Lance native scan serde reflects descriptor common fields and split fragments") {
+    val serde = loadContribLanceSerde.getOrElse {
+      cancel("contrib-lance profile is not enabled")
+    }
+
+    val requiredSchema = StructType(
+      Seq(
+        StructField("id", DataTypes.IntegerType, nullable = false),
+        StructField("name", DataTypes.StringType, nullable = true)))
+    val projectedSchema = StructType(Seq(StructField("id", DataTypes.IntegerType, false)))
+    val storageOptions = new LinkedHashMap[String, String]()
+    storageOptions.put("region", "us-west-2")
+    storageOptions.put("endpoint", "http://127.0.0.1:9000")
+
+    val descriptor = new FakeLanceNativeScanPlan(
+      descriptorVersion = 1,
+      scanId = "scan-123",
+      datasetUri = "s3://bucket/table.lance",
+      resolvedVersion = 42L,
+      sparkReadSchemaJson = requiredSchema.json,
+      projectedReadSchemaJson = projectedSchema.json,
+      pushedFilterSql = Some("id > 10"),
+      limit = Some(100L),
+      offset = Some(5L),
+      batchSize = 4096,
+      storageOptions = storageOptions,
+      splits = Arrays.asList(
+        new FakeLanceNativeScanSplit(0, Arrays.asList(Int.box(7), Int.box(8))),
+        new FakeLanceNativeScanSplit(1, Arrays.asList(Int.box(9)))))
+
+    val (common, partitions) =
+      serializeFakeLanceDescriptor(serde, descriptor, "fallback-scan", requiredSchema)
+
+    assert(common.getScanId == "scan-123")
+    assert(common.getDatasetUri == "s3://bucket/table.lance")
+    assert(common.getResolvedVersion == 42L)
+    assert(common.getDescriptorVersion == 1)
+    assert(common.getBatchSize == 4096)
+    assert(common.getNativeScanPlanClass.contains("FakeLanceNativeScanPlan"))
+    assert(common.getStorageOptionsMap.get("region") == "us-west-2")
+    assert(common.getStorageOptionsMap.get("endpoint") == "http://127.0.0.1:9000")
+    assert(common.getRequiredSchemaList.asScala.map(_.getName) == Seq("id", "name"))
+    assert(common.getProjectedSchemaList.asScala.map(_.getName) == Seq("id"))
+    assert(common.hasFilterSql)
+    assert(common.getFilterSql == "id > 10")
+    assert(common.hasLimit)
+    assert(common.getLimit == 100L)
+    assert(common.hasOffset)
+    assert(common.getOffset == 5L)
+
+    assert(partitions.length == 2)
+    assert(partitions(0).getPartition.getPartitionIndex == 0)
+    assert(partitions(0).getPartition.getFragmentIdsList.asScala.map(_.intValue()) == Seq(7, 8))
+    assert(partitions(1).getPartition.getPartitionIndex == 1)
+    assert(partitions(1).getPartition.getFragmentIdsList.asScala.map(_.intValue()) == Seq(9))
+  }
+
+  test("Lance native scan serde leaves absent optional pushdowns unset") {
+    val serde = loadContribLanceSerde.getOrElse {
+      cancel("contrib-lance profile is not enabled")
+    }
+
+    val schema = StructType(Seq(StructField("id", DataTypes.IntegerType, nullable = true)))
+    val descriptor = new FakeLanceNativeScanPlan(
+      descriptorVersion = 1,
+      scanId = "",
+      datasetUri = "/tmp/table.lance",
+      resolvedVersion = 3L,
+      sparkReadSchemaJson = schema.json,
+      projectedReadSchemaJson = schema.json,
+      pushedFilterSql = None,
+      limit = None,
+      offset = None,
+      batchSize = 1024,
+      storageOptions = new LinkedHashMap[String, String](),
+      splits = Arrays.asList(new FakeLanceNativeScanSplit(0, Arrays.asList(Int.box(1)))))
+
+    val (common, partitions) =
+      serializeFakeLanceDescriptor(serde, descriptor, "fallback-scan", schema)
+
+    assert(common.getScanId == "fallback-scan")
+    assert(!common.hasFilterSql)
+    assert(!common.hasLimit)
+    assert(!common.hasOffset)
+    assert(partitions.length == 1)
+    assert(partitions.head.getPartition.getFragmentIdsList.asScala.map(_.intValue()) == Seq(1))
+  }
+
+  private def loadContribLanceSerde: Option[AnyRef] =
+    Try {
+      Class
+        .forName("org.apache.comet.serde.operator.CometLanceNativeScan$")
+        .getField("MODULE$")
+        .get(null)
+        .asInstanceOf[AnyRef]
+    }.toOption
+
+  private def loadContribLanceScanExtension: Option[AnyRef] =
+    Try {
+      Class
+        .forName("org.apache.comet.lance.LanceScanRuleExtension")
+        .getConstructor()
+        .newInstance()
+        .asInstanceOf[AnyRef]
+    }.toOption
+
+  private def invokeNativeScanPlan(extension: AnyRef, scan: Any): Option[Any] =
+    extension.getClass
+      .getMethod("invokeNativeScanPlan", classOf[Object])
+      .invoke(extension, scan.asInstanceOf[AnyRef])
+      .asInstanceOf[Option[Any]]
+
+  private def isLanceScan(extension: AnyRef, scan: Any): Boolean =
+    extension.getClass
+      .getMethod("isLanceScan", classOf[Object])
+      .invoke(extension, scan.asInstanceOf[AnyRef])
+      .asInstanceOf[Boolean]
+
+  private def nativeScanPlan(extension: AnyRef, scan: Any): Option[Any] =
+    extension.getClass
+      .getMethod("nativeScanPlan", classOf[Object])
+      .invoke(extension, scan.asInstanceOf[AnyRef])
+      .asInstanceOf[Option[Any]]
+
+  private def serializeFakeLanceDescriptor(
+      serde: AnyRef,
+      descriptor: AnyRef,
+      fallbackScanId: String,
+      fallbackRequiredSchema: StructType)
+      : (OperatorOuterClass.LanceScanCommon, Array[OperatorOuterClass.LanceScan]) = {
+    val method = serde.getClass.getMethods
+      .find(method =>
+        method.getName == "serializeNativePlan" && method.getParameterTypes.length == 3)
+      .getOrElse {
+        throw new AssertionError("CometLanceNativeScan.serializeNativePlan was not found")
+      }
+
+    val serialized = method
+      .invoke(serde, descriptor, fallbackScanId, fallbackRequiredSchema)
+      .asInstanceOf[Product]
+    val commonBytes = serialized.productElement(0).asInstanceOf[Array[Byte]]
+    val partitionBytes = serialized.productElement(1).asInstanceOf[Array[Array[Byte]]]
+
+    (
+      OperatorOuterClass.LanceScanCommon.parseFrom(commonBytes),
+      partitionBytes.map(OperatorOuterClass.LanceScan.parseFrom))
+  }
+
+  private class FakeLanceNativeScanPlan(
+      descriptorVersion: Int,
+      scanId: String,
+      datasetUri: String,
+      resolvedVersion: Long,
+      sparkReadSchemaJson: String,
+      projectedReadSchemaJson: String,
+      pushedFilterSql: Option[String],
+      limit: Option[Long],
+      offset: Option[Long],
+      batchSize: Int,
+      storageOptions: java.util.Map[String, String],
+      splits: java.util.List[FakeLanceNativeScanSplit]) {
+    def getDescriptorVersion(): Int = descriptorVersion
+    def getScanId(): String = scanId
+    def getDatasetUri(): String = datasetUri
+    def getResolvedVersion(): Long = resolvedVersion
+    def getSparkReadSchemaJson(): String = sparkReadSchemaJson
+    def getProjectedReadSchemaJson(): String = projectedReadSchemaJson
+    def hasPushedFilterSql(): Boolean = pushedFilterSql.isDefined
+    def getPushedFilterSql(): String = pushedFilterSql.get
+    def hasLimit(): Boolean = limit.isDefined
+    def getLimit(): Long = limit.get
+    def hasOffset(): Boolean = offset.isDefined
+    def getOffset(): Long = offset.get
+    def getBatchSize(): Int = batchSize
+    def getStorageOptions(): java.util.Map[String, String] = storageOptions
+    def getSplits(): java.util.List[FakeLanceNativeScanSplit] = splits
+  }
+
+  private class FakeLanceNativeScanSplit(splitIndex: Int, fragmentIds: java.util.List[Integer]) {
+    def getSplitIndex(): Int = splitIndex
+    def getFragmentIds(): java.util.List[Integer] = fragmentIds
+  }
+
 }
diff --git a/spark/src/test/scala/org/apache/spark/sql/comet/CometScanWithPlanDataSuite.scala b/spark/src/test/scala/org/apache/spark/sql/comet/CometScanWithPlanDataSuite.scala
index 0a3fc25a60..0eeac13476 100644
--- a/spark/src/test/scala/org/apache/spark/sql/comet/CometScanWithPlanDataSuite.scala
+++ b/spark/src/test/scala/org/apache/spark/sql/comet/CometScanWithPlanDataSuite.scala
@@ -23,7 +23,7 @@ import java.io.File
 import java.net.URLClassLoader
 import java.nio.charset.StandardCharsets
 import java.nio.file.Files
-import java.util.ServiceLoader
+import java.util.{Collections, ServiceLoader}
 
 import scala.jdk.CollectionConverters._
 
@@ -122,19 +122,26 @@ class CometScanWithPlanDataSuite extends AnyFunSuite {
     assert(perPartitionByKey.isEmpty)
   }
 
-  test("PlanDataInjector registry contains only built-in injectors on a default build") {
-    // No contrib ships a META-INF/services/...PlanDataInjector on the default test classpath, so
-    // ServiceLoader discovery adds nothing and the registry is exactly the two built-ins.
+  test("PlanDataInjector registry keeps built-ins and discovers contrib injectors when present") {
     val injectors = PlanDataInjector.injectors
+    val builtin = Set(IcebergPlanDataInjector, NativeScanPlanDataInjector)
     assert(
       injectors.contains(IcebergPlanDataInjector),
       "registry must keep the built-in Iceberg injector")
     assert(
       injectors.contains(NativeScanPlanDataInjector),
       "registry must keep the built-in native-scan injector")
-    assert(
-      injectors.forall(i => i == IcebergPlanDataInjector || i == NativeScanPlanDataInjector),
-      s"default build must carry no contrib injectors, got: ${injectors.map(_.getClass.getName)}")
+
+    val contribInjectors = injectors.filterNot(builtin.contains).map(_.getClass.getName)
+    if (classAvailable("org.apache.spark.sql.comet.LancePlanDataInjector")) {
+      assert(
+        contribInjectors.contains("org.apache.spark.sql.comet.LancePlanDataInjector"),
+        s"contrib-lance build should discover the Lance injector, got: $contribInjectors")
+    } else {
+      assert(
+        contribInjectors.isEmpty,
+        s"default build must carry no contrib injectors, got: $contribInjectors")
+    }
   }
 
   test("a contrib PlanDataInjector is discovered via ServiceLoader (META-INF/services)") {
@@ -154,7 +161,16 @@ class CometScanWithPlanDataSuite extends AnyFunSuite {
         new File(servicesDir, classOf[PlanDataInjector].getName).toPath,
         (classOf[TestStubPlanDataInjector].getName + "\n").getBytes(StandardCharsets.UTF_8))
 
-      val loader = new URLClassLoader(Array(svcDir.toURI.toURL), getClass.getClassLoader)
+      val serviceResource = "META-INF/services/" + classOf[PlanDataInjector].getName
+      val serviceUrl = new File(servicesDir, classOf[PlanDataInjector].getName).toURI.toURL
+      val loader = new URLClassLoader(Array(svcDir.toURI.toURL), getClass.getClassLoader) {
+        override def getResources(name: String): java.util.Enumeration[java.net.URL] =
+          if (name == serviceResource) {
+            Collections.enumeration(Collections.singletonList(serviceUrl))
+          } else {
+            super.getResources(name)
+          }
+      }
       val discovered =
         ServiceLoader.load(classOf[PlanDataInjector], loader).asScala.toSeq
       assert(
@@ -168,6 +184,14 @@ class CometScanWithPlanDataSuite extends AnyFunSuite {
       del(svcDir)
     }
   }
+
+  private def classAvailable(className: String): Boolean =
+    try {
+      Class.forName(className, false, getClass.getClassLoader)
+      true
+    } catch {
+      case _: ClassNotFoundException | _: NoClassDefFoundError => false
+    }
 }
 
 /**