diff --git a/Cargo.lock b/Cargo.lock
index 736f2b1461..e5a2f4c983 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -116,22 +116,22 @@ dependencies = [
 
 [[package]]
 name = "anstyle-query"
-version = "1.1.4"
+version = "1.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e231f6134f61b71076a3eab506c379d4f36122f2af15a9ff04415ea4c3339e2"
+checksum = "40c48f72fd53cd289104fc64099abca73db4166ad86ea0b4341abe65af83dadc"
 dependencies = [
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "anstyle-wincon"
-version = "3.0.10"
+version = "3.0.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3e0633414522a32ffaac8ac6cc8f748e090c5717661fddeea04219e2344f5f2a"
+checksum = "291e6a250ff86cd4a820112fb8898808a366d8f9f58ce16d1f538353ad55747d"
 dependencies = [
  "anstyle",
  "once_cell_polyfill",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -161,8 +161,8 @@ dependencies = [
  "serde_bytes",
  "serde_json",
  "snap",
- "strum 0.27.2",
- "strum_macros 0.27.2",
+ "strum",
+ "strum_macros",
  "thiserror 2.0.17",
  "uuid",
  "xz2",
@@ -187,8 +187,8 @@ dependencies = [
  "serde",
  "serde_bytes",
  "serde_json",
- "strum 0.27.2",
- "strum_macros 0.27.2",
+ "strum",
+ "strum_macros",
  "thiserror 2.0.17",
  "uuid",
  "zstd",
@@ -223,9 +223,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e833808ff2d94ed40d9379848a950d995043c7fb3e81a30b383f4c6033821cc"
+checksum = "cb372a7cbcac02a35d3fb7b3fc1f969ec078e871f9bb899bf00a2e1809bec8a3"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -244,23 +244,23 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ad08897b81588f60ba983e3ca39bda2b179bdd84dced378e7df81a5313802ef8"
+checksum = "0f377dcd19e440174596d83deb49cd724886d91060c07fec4f67014ef9d54049"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
  "chrono",
- "num",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-array"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8548ca7c070d8db9ce7aa43f37393e4bfcf3f2d3681df278490772fd1673d08d"
+checksum = "a23eaff85a44e9fa914660fb0d0bb00b79c4a3d888b5334adb3ea4330c84f002"
 dependencies = [
  "ahash 0.8.12",
  "arrow-buffer",
@@ -269,30 +269,34 @@ dependencies = [
  "chrono",
  "chrono-tz",
  "half",
- "hashbrown 0.16.0",
- "num",
+ "hashbrown 0.16.1",
+ "num-complex",
+ "num-integer",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-buffer"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e003216336f70446457e280807a73899dd822feaf02087d31febca1363e2fccc"
+checksum = "a2819d893750cb3380ab31ebdc8c68874dd4429f90fd09180f3c93538bd21626"
 dependencies = [
  "bytes",
  "half",
- "num",
+ "num-bigint",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-cast"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "919418a0681298d3a77d1a315f625916cb5678ad0d74b9c60108eb15fd083023"
+checksum = "e3d131abb183f80c450d4591dc784f8d7750c50c6e2bc3fcaad148afc8361271"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
+ "arrow-ord",
  "arrow-schema",
  "arrow-select",
  "atoi",
@@ -301,15 +305,15 @@ dependencies = [
  "comfy-table",
  "half",
  "lexical-core",
- "num",
+ "num-traits",
  "ryu",
 ]
 
 [[package]]
 name = "arrow-csv"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfa9bf02705b5cf762b6f764c65f04ae9082c7cfc4e96e0c33548ee3f67012eb"
+checksum = "2275877a0e5e7e7c76954669366c2aa1a829e340ab1f612e647507860906fb6b"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -322,21 +326,22 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5c64fff1d142f833d78897a772f2e5b55b36cb3e6320376f0961ab0db7bd6d0"
+checksum = "05738f3d42cb922b9096f7786f606fcb8669260c2640df8490533bb2fa38c9d3"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
  "half",
- "num",
+ "num-integer",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-ipc"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d3594dcddccc7f20fd069bc8e9828ce37220372680ff638c5e00dea427d88f5"
+checksum = "3d09446e8076c4b3f235603d9ea7c5494e73d441b01cd61fb33d7254c11964b3"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -350,9 +355,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88cf36502b64a127dc659e3b305f1d993a544eab0d48cce704424e62074dc04b"
+checksum = "371ffd66fa77f71d7628c63f209c9ca5341081051aa32f9c8020feb0def787c0"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -361,20 +366,22 @@ dependencies = [
  "arrow-schema",
  "chrono",
  "half",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
+ "itoa",
  "lexical-core",
  "memchr",
- "num",
- "serde",
+ "num-traits",
+ "ryu",
+ "serde_core",
  "serde_json",
  "simdutf8",
 ]
 
 [[package]]
 name = "arrow-ord"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c8f82583eb4f8d84d4ee55fd1cb306720cddead7596edce95b50ee418edf66f"
+checksum = "cbc94fc7adec5d1ba9e8cd1b1e8d6f72423b33fe978bf1f46d970fafab787521"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -385,9 +392,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d07ba24522229d9085031df6b94605e0f4b26e099fb7cdeec37abd941a73753"
+checksum = "169676f317157dc079cc5def6354d16db63d8861d61046d2f3883268ced6f99f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -398,33 +405,33 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b3aa9e59c611ebc291c28582077ef25c97f1975383f1479b12f3b9ffee2ffabe"
+checksum = "d27609cd7dd45f006abae27995c2729ef6f4b9361cde1ddd019dc31a5aa017e0"
 dependencies = [
- "serde",
+ "serde_core",
  "serde_json",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c41dbbd1e97bfcaee4fcb30e29105fb2c75e4d82ae4de70b792a5d3f66b2e7a"
+checksum = "ae980d021879ea119dd6e2a13912d81e64abed372d53163e804dfe84639d8010"
 dependencies = [
  "ahash 0.8.12",
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
- "num",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-string"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53f5183c150fbc619eede22b861ea7c0eebed8eaac0333eaa7f6da5205fd504d"
+checksum = "cf35e8ef49dcf0c5f6d175edee6b8af7b45611805333129c541a8b89a0fc0534"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -432,7 +439,7 @@ dependencies = [
  "arrow-schema",
  "arrow-select",
  "memchr",
- "num",
+ "num-traits",
  "regex",
  "regex-syntax",
 ]
@@ -585,7 +592,7 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -620,7 +627,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -646,9 +653,9 @@ checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
 [[package]]
 name = "aws-config"
-version = "1.8.8"
+version = "1.8.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "37cf2b6af2a95a20e266782b4f76f1a5e12bf412a9db2de9c1e9123b9d8c0ad8"
+checksum = "a0149602eeaf915158e14029ba0c78dedb8c08d554b024d54c8f239aab46511d"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -676,9 +683,9 @@ dependencies = [
 
 [[package]]
 name = "aws-credential-types"
-version = "1.2.8"
+version = "1.2.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "faf26925f4a5b59eb76722b63c2892b1d70d06fa053c72e4a100ec308c1d47bc"
+checksum = "b01c9521fa01558f750d183c8c68c81b0155b9d193a4ba7f84c36bd1b6d04a06"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-runtime-api",
@@ -688,9 +695,9 @@ dependencies = [
 
 [[package]]
 name = "aws-lc-rs"
-version = "1.14.1"
+version = "1.15.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "879b6c89592deb404ba4dc0ae6b58ffd1795c78991cbb5b8bc441c48a070440d"
+checksum = "6b5ce75405893cd713f9ab8e297d8e438f624dde7d706108285f7e17a25a180f"
 dependencies = [
  "aws-lc-sys",
  "zeroize",
@@ -698,11 +705,10 @@ dependencies = [
 
 [[package]]
 name = "aws-lc-sys"
-version = "0.32.3"
+version = "0.34.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "107a4e9d9cab9963e04e84bb8dee0e25f2a987f9a8bad5ed054abd439caa8f8c"
+checksum = "179c3777a8b5e70e90ea426114ffc565b2c1a9f82f6c4a0c5a34aa6ef5e781b6"
 dependencies = [
- "bindgen",
  "cc",
  "cmake",
  "dunce",
@@ -711,9 +717,9 @@ dependencies = [
 
 [[package]]
 name = "aws-runtime"
-version = "1.5.12"
+version = "1.5.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfa006bb32360ed90ac51203feafb9d02e3d21046e1fd3a450a404b90ea73e5d"
+checksum = "7ce527fb7e53ba9626fc47824f25e256250556c40d8f81d27dd92aa38239d632"
 dependencies = [
  "aws-credential-types",
  "aws-sigv4",
@@ -735,9 +741,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-glue"
-version = "1.126.0"
+version = "1.132.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fd9c10a11584c0b619c9e478143072c4028c39017f98534e206156a7e94188be"
+checksum = "35638d8e6ef97adb7f3154ffc618bbe1d631a503b6d8328b94af77b7615fbeb2"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -757,9 +763,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-s3tables"
-version = "1.41.0"
+version = "1.46.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "761f176da526badb4c3dbd67ee1da2faf3dc1e537ed229355f7590d80595ae35"
+checksum = "ce68b5d4652e6248827e472c67df8773ae6ab3946ff176de8d3ee7c295299efd"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -779,9 +785,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-sso"
-version = "1.86.0"
+version = "1.90.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a0abbfab841446cce6e87af853a3ba2cc1bc9afcd3f3550dd556c43d434c86d"
+checksum = "4f18e53542c522459e757f81e274783a78f8c81acdfc8d1522ee8a18b5fb1c66"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -801,9 +807,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-ssooidc"
-version = "1.89.0"
+version = "1.92.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "695dc67bb861ccb8426c9129b91c30e266a0e3d85650cafdf62fcca14c8fd338"
+checksum = "532f4d866012ffa724a4385c82e8dd0e59f0ca0e600f3f22d4c03b6824b34e4a"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -823,9 +829,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-sts"
-version = "1.88.0"
+version = "1.94.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d30990923f4f675523c51eb1c0dec9b752fb267b36a61e83cbc219c9d86da715"
+checksum = "1be6fbbfa1a57724788853a623378223fe828fc4c09b146c992f0c95b6256174"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -846,9 +852,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sigv4"
-version = "1.3.5"
+version = "1.3.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bffc03068fbb9c8dd5ce1c6fb240678a5cffb86fb2b7b1985c999c4b83c8df68"
+checksum = "c35452ec3f001e1f2f6db107b6373f1f48f05ec63ba2c5c9fa91f07dad32af11"
 dependencies = [
  "aws-credential-types",
  "aws-smithy-http",
@@ -879,15 +885,16 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-http"
-version = "0.62.4"
+version = "0.62.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3feafd437c763db26aa04e0cc7591185d0961e64c61885bece0fb9d50ceac671"
+checksum = "445d5d720c99eed0b4aa674ed00d835d9b1427dd73e04adaf2f94c6b2d6f9fca"
 dependencies = [
  "aws-smithy-runtime-api",
  "aws-smithy-types",
  "bytes",
  "bytes-utils",
  "futures-core",
+ "futures-util",
  "http 0.2.12",
  "http 1.4.0",
  "http-body 0.4.6",
@@ -899,9 +906,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-http-client"
-version = "1.1.3"
+version = "1.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1053b5e587e6fa40ce5a79ea27957b04ba660baa02b28b7436f64850152234f1"
+checksum = "623254723e8dfd535f566ee7b2381645f8981da086b5c4aa26c0c41582bb1d2c"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-runtime-api",
@@ -912,13 +919,13 @@ dependencies = [
  "http 1.4.0",
  "http-body 0.4.6",
  "hyper 0.14.32",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "hyper-rustls 0.24.2",
  "hyper-rustls 0.27.7",
  "hyper-util",
  "pin-project-lite",
  "rustls 0.21.12",
- "rustls 0.23.34",
+ "rustls 0.23.35",
  "rustls-native-certs 0.8.2",
  "rustls-pki-types",
  "tokio",
@@ -929,9 +936,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-json"
-version = "0.61.6"
+version = "0.61.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cff418fc8ec5cadf8173b10125f05c2e7e1d46771406187b2c878557d4503390"
+checksum = "2db31f727935fc63c6eeae8b37b438847639ec330a9161ece694efba257e0c54"
 dependencies = [
  "aws-smithy-types",
 ]
@@ -957,9 +964,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-runtime"
-version = "1.9.3"
+version = "1.9.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "40ab99739082da5347660c556689256438defae3bcefd66c52b095905730e404"
+checksum = "0bbe9d018d646b96c7be063dd07987849862b0e6d07c778aad7d93d1be6c1ef0"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-http",
@@ -981,9 +988,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-runtime-api"
-version = "1.9.1"
+version = "1.9.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3683c5b152d2ad753607179ed71988e8cfd52964443b4f74fd8e552d0bbfeb46"
+checksum = "ec7204f9fd94749a7c53b26da1b961b4ac36bf070ef1e0b94bb09f79d4f6c193"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-types",
@@ -998,9 +1005,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-types"
-version = "1.3.3"
+version = "1.3.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f5b3a7486f6690ba25952cabf1e7d75e34d69eaff5081904a47bc79074d6457"
+checksum = "25f535879a207fce0db74b679cfc3e91a3159c8144d717d55f5832aea9eef46e"
 dependencies = [
  "base64-simd",
  "bytes",
@@ -1024,18 +1031,18 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-xml"
-version = "0.60.11"
+version = "0.60.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e9c34127e8c624bc2999f3b657e749c1393bedc9cd97b92a804db8ced4d2e163"
+checksum = "eab77cdd036b11056d2a30a7af7b775789fb024bf216acc13884c6c97752ae56"
 dependencies = [
  "xmlparser",
 ]
 
 [[package]]
 name = "aws-types"
-version = "1.3.9"
+version = "1.3.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2fd329bf0e901ff3f60425691410c69094dc2a1f34b331f37bfc4e9ac1565a1"
+checksum = "d79fb68e3d7fe5d4833ea34dc87d2e97d26d3086cb3da660bb6b1f76d98680b6"
 dependencies = [
  "aws-credential-types",
  "aws-smithy-async",
@@ -1104,26 +1111,6 @@ version = "0.6.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "230c5f1ca6a325a32553f8640d31ac9b49f2411e901e427570154868b46da4f7"
 
-[[package]]
-name = "bindgen"
-version = "0.72.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "993776b509cfb49c750f11b8f07a46fa23e0a1386ffc01fb1e7d343efc387895"
-dependencies = [
- "bitflags",
- "cexpr",
- "clang-sys",
- "itertools 0.13.0",
- "log",
- "prettyplease",
- "proc-macro2",
- "quote",
- "regex",
- "rustc-hash",
- "shlex",
- "syn 2.0.108",
-]
-
 [[package]]
 name = "bitflags"
 version = "2.10.0"
@@ -1220,14 +1207,14 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "borsh"
-version = "1.5.7"
+version = "1.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ad8646f98db542e39fc66e68a20b2144f6a732636df7c2354e74645faaa433ce"
+checksum = "d1da5ab77c1437701eeff7c88d968729e7766172279eab0676857b3d63af7a6f"
 dependencies = [
  "borsh-derive",
  "cfg_aliases",
@@ -1235,15 +1222,15 @@ dependencies = [
 
 [[package]]
 name = "borsh-derive"
-version = "1.5.7"
+version = "1.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdd1d3c0c2f5833f22386f252fe8ed005c7f59fdcddeef025c01b4c3b9fd9ac3"
+checksum = "0686c856aa6aac0c4498f936d7d6a02df690f614c03e4d906d1018062b5c5e2c"
 dependencies = [
  "once_cell",
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1365,9 +1352,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.43"
+version = "1.2.48"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "739eb0f94557554b3ca9a86d2d37bebd49c5e6d0c1d2bda35ba5bdac830befc2"
+checksum = "c481bdbf0ed3b892f6f806287d72acd515b352a4ec27a208489b8c1bc839633a"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -1375,15 +1362,6 @@ dependencies = [
  "shlex",
 ]
 
-[[package]]
-name = "cexpr"
-version = "0.6.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6fac387a98bb7c37292057cffc56d62ecb629900026402633ae9160df93a8766"
-dependencies = [
- "nom",
-]
-
 [[package]]
 name = "cfg-if"
 version = "1.0.4"
@@ -1430,22 +1408,11 @@ dependencies = [
  "inout",
 ]
 
-[[package]]
-name = "clang-sys"
-version = "1.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0b023947811758c97c59bf9d1c188fd619ad4718dcaa767947df1cadb14f39f4"
-dependencies = [
- "glob",
- "libc",
- "libloading",
-]
-
 [[package]]
 name = "clap"
-version = "4.5.50"
+version = "4.5.53"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0c2cfd7bf8a6017ddaa4e32ffe7403d547790db06bd171c1c53926faab501623"
+checksum = "c9e340e012a1bf4935f5282ed1436d1489548e8f72308207ea5df0e23d2d03f8"
 dependencies = [
  "clap_builder",
  "clap_derive",
@@ -1453,9 +1420,9 @@ dependencies = [
 
 [[package]]
 name = "clap_builder"
-version = "4.5.50"
+version = "4.5.53"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0a4c05b9e80c5ccd3a7ef080ad7b6ba7d6fc00a985b8b157197075677c82c7a0"
+checksum = "d76b5d13eaa18c901fd2f7fca939fefe3a0727a953561fefdf3b2922b8569d00"
 dependencies = [
  "anstream",
  "anstyle",
@@ -1472,7 +1439,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1516,12 +1483,11 @@ dependencies = [
 
 [[package]]
 name = "comfy-table"
-version = "7.1.2"
+version = "7.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e0d05af1e006a2407bedef5af410552494ce5be9090444dbbcb57258c1af3d56"
+checksum = "b03b7db8e0b4b2fdad6c551e634134e99ec000e5c8c3b6856c65e8bbaded7a3b"
 dependencies = [
- "strum 0.26.3",
- "strum_macros 0.26.4",
+ "unicode-segmentation",
  "unicode-width 0.2.2",
 ]
 
@@ -1616,9 +1582,9 @@ dependencies = [
 
 [[package]]
 name = "crc"
-version = "3.3.0"
+version = "3.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9710d3b3739c2e349eb44fe848ad0b7c8cb1e42bd87ee49371df2f7acaf3e675"
+checksum = "5eb8a2a1cd12ab0d987a5d5e825195d372001a4094a0376319d5a0ad71c1ba0d"
 dependencies = [
  "crc-catalog",
 ]
@@ -1688,9 +1654,9 @@ checksum = "460fbee9c2c2f33933d720630a6a0bac33ba7053db5344fac858d4b8952d77d5"
 
 [[package]]
 name = "crypto-common"
-version = "0.1.6"
+version = "0.1.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1bfb12502f3fc46cca1bb51ac28df9d618d813cdc3d2f25b9fe775a34af26bb3"
+checksum = "78c8292055d1c1df0cce5d180393dc8cce0abec0a7102adb6c7b1eef6016d60a"
 dependencies = [
  "generic-array",
  "typenum",
@@ -1724,7 +1690,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "32a2785755761f3ddc1492979ce1e48d2c00d09311c39e4466429188f3dd6501"
 dependencies = [
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1758,7 +1724,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1772,7 +1738,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1783,7 +1749,7 @@ checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
 dependencies = [
  "darling_core 0.20.11",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1794,7 +1760,7 @@ checksum = "d38308df82d1080de0afee5d069fa14b0326a88c14f15c5ccda35b4a6c414c81"
 dependencies = [
  "darling_core 0.21.3",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -1813,12 +1779,11 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2af15bb3c6ffa33011ef579f6b0bcbe7c26584688bd6c994f548e44df67f011a"
+checksum = "8ba7cb113e9c0bedf9e9765926031e132fa05a1b09ba6e93a6d1a4d7044457b8"
 dependencies = [
  "arrow",
- "arrow-ipc",
  "arrow-schema",
  "async-trait",
  "bytes",
@@ -1829,6 +1794,7 @@ dependencies = [
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
+ "datafusion-datasource-arrow",
  "datafusion-datasource-avro",
  "datafusion-datasource-csv",
  "datafusion-datasource-json",
@@ -1851,7 +1817,6 @@ dependencies = [
  "datafusion-sql",
  "flate2",
  "futures",
- "hex",
  "itertools 0.14.0",
  "log",
  "object_store",
@@ -1859,6 +1824,7 @@ dependencies = [
  "parquet",
  "rand 0.9.2",
  "regex",
+ "rstest",
  "sqlparser",
  "tempfile",
  "tokio",
@@ -1870,9 +1836,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "187622262ad8f7d16d3be9202b4c1e0116f1c9aa387e5074245538b755261621"
+checksum = "66a3a799f914a59b1ea343906a0486f17061f39509af74e874a866428951130d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1885,7 +1851,6 @@ dependencies = [
  "datafusion-physical-expr",
  "datafusion-physical-plan",
  "datafusion-session",
- "datafusion-sql",
  "futures",
  "itertools 0.14.0",
  "log",
@@ -1896,9 +1861,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9657314f0a32efd0382b9a46fdeb2d233273ece64baa68a7c45f5a192daf0f83"
+checksum = "6db1b113c80d7a0febcd901476a57aef378e717c54517a163ed51417d87621b0"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1908,10 +1873,11 @@ dependencies = [
  "datafusion-execution",
  "datafusion-expr",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
- "datafusion-session",
  "futures",
+ "itertools 0.14.0",
  "log",
  "object_store",
  "tokio",
@@ -1919,16 +1885,18 @@ dependencies = [
 
 [[package]]
 name = "datafusion-cli"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6a0b9c821d14e79070f42ea3a6d6618ced04d94277f0a32301918d7a022c250f"
+checksum = "fab982df44f818a749cb5200504ccb919f4608cb9808daf8b3fb98aa7955fd1e"
 dependencies = [
  "arrow",
  "async-trait",
  "aws-config",
  "aws-credential-types",
+ "chrono",
  "clap",
  "datafusion",
+ "datafusion-common",
  "dirs",
  "env_logger",
  "futures",
@@ -1945,20 +1913,19 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a83760d9a13122d025fbdb1d5d5aaf93dd9ada5e90ea229add92aa30898b2d1"
+checksum = "7c10f7659e96127d25e8366be7c8be4109595d6a2c3eac70421f380a7006a1b0"
 dependencies = [
  "ahash 0.8.12",
  "apache-avro 0.20.0",
  "arrow",
  "arrow-ipc",
- "base64 0.22.1",
  "chrono",
  "half",
  "hashbrown 0.14.5",
  "hex",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "libc",
  "log",
  "object_store",
@@ -1972,9 +1939,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b6234a6c7173fe5db1c6c35c01a12b2aa0f803a3007feee53483218817f8b1e"
+checksum = "b92065bbc6532c6651e2f7dd30b55cba0c7a14f860c7e1d15f165c41a1868d95"
 dependencies = [
  "futures",
  "log",
@@ -1983,9 +1950,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7256c9cb27a78709dd42d0c80f0178494637209cac6e29d5c93edd09b6721b86"
+checksum = "fde13794244bc7581cd82f6fff217068ed79cdc344cafe4ab2c3a1c3510b38d6"
 dependencies = [
  "arrow",
  "async-compression",
@@ -2008,9 +1975,7 @@ dependencies = [
  "itertools 0.14.0",
  "log",
  "object_store",
- "parquet",
  "rand 0.9.2",
- "tempfile",
  "tokio",
  "tokio-util",
  "url",
@@ -2018,47 +1983,64 @@ dependencies = [
  "zstd",
 ]
 
+[[package]]
+name = "datafusion-datasource-arrow"
+version = "51.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "804fa9b4ecf3157982021770617200ef7c1b2979d57bec9044748314775a9aea"
+dependencies = [
+ "arrow",
+ "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",
+ "futures",
+ "itertools 0.14.0",
+ "object_store",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-datasource-avro"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "10d40b6953ebc9099b37adfd12fde97eb73ff0cee44355c6dea64b8a4537d561"
+checksum = "388ed8be535f562cc655b9c3d22edbfb0f1a50a25c242647a98b6d92a75b55a1"
 dependencies = [
  "apache-avro 0.20.0",
  "arrow",
  "async-trait",
  "bytes",
- "chrono",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-datasource",
- "datafusion-execution",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
  "futures",
  "num-traits",
  "object_store",
- "tokio",
 ]
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "64533a90f78e1684bfb113d200b540f18f268134622d7c96bbebc91354d04825"
+checksum = "61a1641a40b259bab38131c5e6f48fac0717bedb7dc93690e604142a849e0568"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
@@ -2070,74 +2052,67 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d7ebeb12c77df0aacad26f21b0d033aeede423a64b2b352f53048a75bf1d6e6"
+checksum = "adeacdb00c1d37271176f8fb6a1d8ce096baba16ea7a4b2671840c5c9c64fe85"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
  "futures",
  "object_store",
- "serde_json",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09e783c4c7d7faa1199af2df4761c68530634521b176a8d1331ddbc5a5c75133"
+checksum = "43d0b60ffd66f28bfb026565d62b0a6cbc416da09814766a3797bba7d85a3cd9"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-functions-aggregate",
+ "datafusion-functions-aggregate-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
- "datafusion-physical-optimizer",
  "datafusion-physical-plan",
  "datafusion-pruning",
  "datafusion-session",
  "futures",
- "hex",
  "itertools 0.14.0",
  "log",
  "object_store",
  "parking_lot",
  "parquet",
- "rand 0.9.2",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-doc"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99ee6b1d9a80d13f9deb2291f45c07044b8e62fb540dbde2453a18be17a36429"
+checksum = "2b99e13947667b36ad713549237362afb054b2d8f8cc447751e23ec61202db07"
 
 [[package]]
 name = "datafusion-execution"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4cec0a57653bec7b933fb248d3ffa3fa3ab3bd33bd140dc917f714ac036f531"
+checksum = "63695643190679037bc946ad46a263b62016931547bf119859c511f7ff2f5178"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2156,9 +2131,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ef76910bdca909722586389156d0aa4da4020e1631994d50fadd8ad4b1aa05fe"
+checksum = "f9a4787cbf5feb1ab351f789063398f67654a6df75c4d37d7f637dc96f951a91"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2169,7 +2144,8 @@ dependencies = [
  "datafusion-functions-aggregate-common",
  "datafusion-functions-window-common",
  "datafusion-physical-expr-common",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
+ "itertools 0.14.0",
  "paste",
  "recursive",
  "serde_json",
@@ -2178,22 +2154,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6d155ccbda29591ca71a1344dd6bed26c65a4438072b400df9db59447f590bb6"
+checksum = "5ce2fb1b8c15c9ac45b0863c30b268c69dc9ee7a1ee13ecf5d067738338173dc"
 dependencies = [
  "arrow",
  "datafusion-common",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "itertools 0.14.0",
  "paste",
 ]
 
 [[package]]
 name = "datafusion-functions"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7de2782136bd6014670fd84fe3b0ca3b3e4106c96403c3ae05c0598577139977"
+checksum = "794a9db7f7b96b3346fc007ff25e994f09b8f0511b4cf7dff651fadfe3ebb28f"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -2211,6 +2187,7 @@ dependencies = [
  "itertools 0.14.0",
  "log",
  "md-5",
+ "num-traits",
  "rand 0.9.2",
  "regex",
  "sha2",
@@ -2220,9 +2197,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07331fc13603a9da97b74fd8a273f4238222943dffdbbed1c4c6f862a30105bf"
+checksum = "1c25210520a9dcf9c2b2cbbce31ebd4131ef5af7fc60ee92b266dc7d159cb305"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2241,9 +2218,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b5951e572a8610b89968a09b5420515a121fbc305c0258651f318dc07c97ab17"
+checksum = "62f4a66f3b87300bb70f4124b55434d2ae3fe80455f3574701d0348da040b55d"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2254,9 +2231,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdacca9302c3d8fc03f3e94f338767e786a88a33f5ebad6ffc0e7b50364b9ea3"
+checksum = "ae5c06eed03918dc7fe7a9f082a284050f0e9ecf95d72f57712d1496da03b8c4"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -2264,6 +2241,7 @@ dependencies = [
  "datafusion-doc",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-expr-common",
  "datafusion-functions",
  "datafusion-functions-aggregate",
  "datafusion-functions-aggregate-common",
@@ -2276,9 +2254,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c37ff8a99434fbbad604a7e0669717c58c7c4f14c472d45067c4b016621d981"
+checksum = "db4fed1d71738fbe22e2712d71396db04c25de4111f1ec252b8f4c6d3b25d7f5"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2292,9 +2270,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48e2aea7c79c926cffabb13dc27309d4eaeb130f4a21c8ba91cdd241c813652b"
+checksum = "1d92206aa5ae21892f1552b4d61758a862a70956e6fd7a95cb85db1de74bc6d1"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2310,9 +2288,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0fead257ab5fd2ffc3b40fda64da307e20de0040fe43d49197241d9de82a487f"
+checksum = "53ae9bcc39800820d53a22d758b3b8726ff84a5a3e24cecef04ef4e5fdf1c7cc"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -2320,20 +2298,20 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec6f637bce95efac05cdfb9b6c19579ed4aa5f6b94d951cfa5bb054b7bb4f730"
+checksum = "1063ad4c9e094b3f798acee16d9a47bd7372d9699be2de21b05c3bd3f34ab848"
 dependencies = [
- "datafusion-expr",
+ "datafusion-doc",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "datafusion-optimizer"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c6583ef666ae000a613a837e69e456681a9faa96347bf3877661e9e89e141d8a"
+checksum = "9f35f9ec5d08b87fd1893a30c2929f2559c2f9806ca072d8fefca5009dc0f06a"
 dependencies = [
  "arrow",
  "chrono",
@@ -2341,7 +2319,7 @@ dependencies = [
  "datafusion-expr",
  "datafusion-expr-common",
  "datafusion-physical-expr",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "itertools 0.14.0",
  "log",
  "recursive",
@@ -2351,9 +2329,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c8668103361a272cbbe3a61f72eca60c9b7c706e87cc3565bcf21e2b277b84f6"
+checksum = "c30cc8012e9eedcb48bbe112c6eff4ae5ed19cf3003cb0f505662e88b7014c5d"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2364,9 +2342,8 @@ dependencies = [
  "datafusion-physical-expr-common",
  "half",
  "hashbrown 0.14.5",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "itertools 0.14.0",
- "log",
  "parking_lot",
  "paste",
  "petgraph 0.8.3",
@@ -2374,9 +2351,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "815acced725d30601b397e39958e0e55630e0a10d66ef7769c14ae6597298bb0"
+checksum = "7f9ff2dbd476221b1f67337699eff432781c4e6e1713d2aefdaa517dfbf79768"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2389,9 +2366,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6652fe7b5bf87e85ed175f571745305565da2c0b599d98e697bcbedc7baa47c3"
+checksum = "90da43e1ec550b172f34c87ec68161986ced70fd05c8d2a2add66eef9c276f03"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2403,9 +2380,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "49b7d623eb6162a3332b564a0907ba00895c505d101b99af78345f1acf929b5c"
+checksum = "ce9804f799acd7daef3be7aaffe77c0033768ed8fdbf5fb82fc4c5f2e6bc14e6"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2417,15 +2394,14 @@ dependencies = [
  "datafusion-physical-plan",
  "datafusion-pruning",
  "itertools 0.14.0",
- "log",
  "recursive",
 ]
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2f7f778a1a838dec124efb96eae6144237d546945587557c9e6936b3414558c"
+checksum = "0acf0ad6b6924c6b1aa7d213b181e012e2d3ec0a64ff5b10ee6282ab0f8532ac"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2444,7 +2420,7 @@ dependencies = [
  "futures",
  "half",
  "hashbrown 0.14.5",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "itertools 0.14.0",
  "log",
  "parking_lot",
@@ -2454,12 +2430,11 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd1e59e2ca14fe3c30f141600b10ad8815e2856caa59ebbd0e3e07cd3d127a65"
+checksum = "ac2c2498a1f134a9e11a9f5ed202a2a7d7e9774bd9249295593053ea3be999db"
 dependencies = [
  "arrow",
- "arrow-schema",
  "datafusion-common",
  "datafusion-datasource",
  "datafusion-expr-common",
@@ -2472,35 +2447,26 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21ef8e2745583619bd7a49474e8f45fbe98ebb31a133f27802217125a7b3d58d"
+checksum = "8f96eebd17555386f459037c65ab73aae8df09f464524c709d6a3134ad4f4776"
 dependencies = [
- "arrow",
  "async-trait",
- "dashmap",
  "datafusion-common",
- "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-plan",
- "datafusion-sql",
- "futures",
- "itertools 0.14.0",
- "log",
- "object_store",
  "parking_lot",
- "tokio",
 ]
 
 [[package]]
 name = "datafusion-spark"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "613efb6666a7d42fcb922b90cd0daa2b25ea486d141350e5d3e86e46df28309a"
+checksum = "97a8d6fed24c80dd403dcc6afec33766a599d1b72575f222237f01429b2e58ba"
 dependencies = [
  "arrow",
+ "bigdecimal",
  "chrono",
  "crc32fast",
  "datafusion-catalog",
@@ -2508,24 +2474,24 @@ dependencies = [
  "datafusion-execution",
  "datafusion-expr",
  "datafusion-functions",
- "datafusion-macros",
  "log",
+ "rand 0.9.2",
  "sha1",
  "url",
- "xxhash-rust",
 ]
 
 [[package]]
 name = "datafusion-sql"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89abd9868770386fede29e5a4b14f49c0bf48d652c3b9d7a8a0332329b87d50b"
+checksum = "3fc195fe60634b2c6ccfd131b487de46dc30eccae8a3c35a13f136e7f440414f"
 dependencies = [
  "arrow",
  "bigdecimal",
+ "chrono",
  "datafusion-common",
  "datafusion-expr",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "log",
  "recursive",
  "regex",
@@ -2534,9 +2500,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-sqllogictest"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "17598193dd875ca895400c51ccab1c30fceb1855220dc60aa415a4db7c95a2d7"
+checksum = "a6830e357705e0d54fda6e3ce70a87c2b255197563c6463d668520cbfc1e0b7c"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2561,14 +2527,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion-substrait"
-version = "50.3.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eaa011a3814d91a03ab655ad41bbe5e57b203b2859281af8fe2c30aebbbcc5d9"
+checksum = "2505af06d103a55b4e8ded0c6aeb6c72a771948da939c0bd3f8eee67af475a9c"
 dependencies = [
  "async-recursion",
  "async-trait",
  "chrono",
  "datafusion",
+ "half",
  "itertools 0.14.0",
  "object_store",
  "pbjson-types",
@@ -2618,7 +2585,7 @@ dependencies = [
  "darling 0.20.11",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2628,7 +2595,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
 dependencies = [
  "derive_builder_core",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2678,7 +2645,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2729,7 +2696,7 @@ dependencies = [
  "enum-ordinalize",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2770,7 +2737,7 @@ checksum = "8ca9601fb2d62598ee17836250842873a413586e5d7ed88b356e38ddbb0ec631"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -2903,9 +2870,9 @@ dependencies = [
 
 [[package]]
 name = "find-msvc-tools"
-version = "0.1.4"
+version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "52051878f80a721bb68ebfbc930e07b65ba72f2da88968ea5c06fd6ca3d3a127"
+checksum = "3a3076410a55c90011c298b04d0cfa770b00fa04e1e3c97d3f6c9de105a03844"
 
 [[package]]
 name = "fixedbitset"
@@ -2957,6 +2924,12 @@ version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d9c4f5dac5e15c24eb999c26181a6ca40b39fe946cbe4c263c7209467bc83af2"
 
+[[package]]
+name = "foldhash"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "77ce24cb58228fbb8aa041425bb1050850ac19177686ea6e0f41a70416f56fdb"
+
 [[package]]
 name = "form_urlencoded"
 version = "1.2.2"
@@ -3073,7 +3046,7 @@ checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -3088,6 +3061,12 @@ version = "0.3.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
 
+[[package]]
+name = "futures-timer"
+version = "3.0.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
+
 [[package]]
 name = "futures-util"
 version = "0.3.31"
@@ -3108,9 +3087,9 @@ dependencies = [
 
 [[package]]
 name = "generic-array"
-version = "0.14.9"
+version = "0.14.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4bb6743198531e02858aeaea5398fcc883e71851fcbcb5a2f773e2fb6cb1edf2"
+checksum = "85649ca51fd72272d7821adaf274ad91c288277713d9c18820d8499a7ff69e9a"
 dependencies = [
  "typenum",
  "version_check",
@@ -3173,7 +3152,7 @@ dependencies = [
  "futures-sink",
  "futures-util",
  "http 0.2.12",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "slab",
  "tokio",
  "tokio-util",
@@ -3192,7 +3171,7 @@ dependencies = [
  "futures-core",
  "futures-sink",
  "http 1.4.0",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "slab",
  "tokio",
  "tokio-util",
@@ -3238,14 +3217,19 @@ checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
  "allocator-api2",
  "equivalent",
- "foldhash",
+ "foldhash 0.1.5",
 ]
 
 [[package]]
 name = "hashbrown"
-version = "0.16.0"
+version = "0.16.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5419bdc4f6a9207fbeba6d11b604d481addf78ecd10c11ad51e76c2f6482748d"
+checksum = "841d1cc9bed7f9236f321df977030373f4a4163ae1a7dbfe1a51a2c1a51d9100"
+dependencies = [
+ "allocator-api2",
+ "equivalent",
+ "foldhash 0.2.0",
+]
 
 [[package]]
 name = "hashlink"
@@ -3412,9 +3396,9 @@ dependencies = [
 
 [[package]]
 name = "hyper"
-version = "1.7.0"
+version = "1.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb3aa54a13a0dfe7fbe3a59e0c76093041720fdc77b110cc0fc260fafb4dc51e"
+checksum = "2ab2d4f250c3d7b1c9fcdff1cece94ea4e2dfbec68614f7b87cb205f24ca9d11"
 dependencies = [
  "atomic-waker",
  "bytes",
@@ -3456,22 +3440,22 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e3c93eb611681b207e1fe55d5a71ecf91572ec8a6705cdb6857f7d8d5242cf58"
 dependencies = [
  "http 1.4.0",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "hyper-util",
- "rustls 0.23.34",
+ "rustls 0.23.35",
  "rustls-native-certs 0.8.2",
  "rustls-pki-types",
  "tokio",
  "tokio-rustls 0.26.4",
  "tower-service",
- "webpki-roots 1.0.3",
+ "webpki-roots 1.0.4",
 ]
 
 [[package]]
 name = "hyper-util"
-version = "0.1.17"
+version = "0.1.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c6995591a8f1380fcb4ba966a252a4b29188d51d2b89e3a252f5305be65aea8"
+checksum = "52e9a2a24dc5c6821e71a7030e1e14b7b632acac55c40e9d2e082c621261bb56"
 dependencies = [
  "base64 0.22.1",
  "bytes",
@@ -3480,7 +3464,7 @@ dependencies = [
  "futures-util",
  "http 1.4.0",
  "http-body 1.0.1",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "ipnet",
  "libc",
  "percent-encoding",
@@ -3568,9 +3552,8 @@ dependencies = [
  "serde_repr",
  "serde_with",
  "smol",
- "strum 0.27.2",
+ "strum",
  "tempfile",
- "thrift",
  "tokio",
  "typed-builder",
  "url",
@@ -3689,7 +3672,7 @@ dependencies = [
  "itertools 0.13.0",
  "regex",
  "sqlx",
- "strum 0.27.2",
+ "strum",
  "tempfile",
  "tokio",
 ]
@@ -3912,21 +3895,21 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.12.0"
+version = "2.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6717a8d2a5a929a1a2eb43a12812498ed141a0bcfb7e8f7844fbdbe4303bba9f"
+checksum = "0ad4bb2b565bca0645f4d68c5c9af97fba094e9791da685bf83cb5f3ce74acf2"
 dependencies = [
  "equivalent",
- "hashbrown 0.16.0",
+ "hashbrown 0.16.1",
  "serde",
  "serde_core",
 ]
 
 [[package]]
 name = "indicatif"
-version = "0.18.2"
+version = "0.18.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ade6dfcba0dfb62ad59e59e7241ec8912af34fd29e0e743e3db992bd278e8b65"
+checksum = "9375e112e4b463ec1b1c6c011953545c65a30164fbab5b581df32b3abf0dcb88"
 dependencies = [
  "console",
  "portable-atomic",
@@ -3969,9 +3952,9 @@ checksum = "469fb0b9cefa57e3ef31275ee7cacb78f2fdca44e4765491884a2b119d4eb130"
 
 [[package]]
 name = "iri-string"
-version = "0.7.8"
+version = "0.7.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dbc5ebe9c3a1a7a5127f920a418f7585e9e758e911d0466ed004f393b0e380b2"
+checksum = "4f867b9d1d896b67beb18518eda36fdb77a32ea590de864f1325b294a6d14397"
 dependencies = [
  "memchr",
  "serde",
@@ -4009,28 +3992,28 @@ checksum = "4a5f13b858c8d314ee3e8f639011f7ccefe71f97f96e50151fb991f267928e2c"
 
 [[package]]
 name = "jiff"
-version = "0.2.15"
+version = "0.2.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "be1f93b8b1eb69c77f24bbb0afdf66f54b632ee39af40ca21c4365a1d7347e49"
+checksum = "49cce2b81f2098e7e3efc35bc2e0a6b7abec9d34128283d7a26fa8f32a6dbb35"
 dependencies = [
  "jiff-static",
  "jiff-tzdb-platform",
  "log",
  "portable-atomic",
  "portable-atomic-util",
- "serde",
- "windows-sys 0.59.0",
+ "serde_core",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "jiff-static"
-version = "0.2.15"
+version = "0.2.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "03343451ff899767262ec32146f6d559dd759fdadf42ff0e227c7c48f72594b4"
+checksum = "980af8b43c3ad5d8d349ace167ec8170839f753a42d233ba19e08afe1850fa69"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -4060,9 +4043,9 @@ dependencies = [
 
 [[package]]
 name = "js-sys"
-version = "0.3.82"
+version = "0.3.83"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b011eec8cc36da2aab2d5cff675ec18454fad408585853910a202391cf9f8e65"
+checksum = "464a3709c7f55f1f721e5389aa6ea4e3bc6aba669353300af094b29ffbdde1d8"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
@@ -4157,19 +4140,9 @@ checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
 
 [[package]]
 name = "libc"
-version = "0.2.177"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2874a2af47a2325c2001a6e6fad9b16a53b802102b528163885171cf92b15976"
-
-[[package]]
-name = "libloading"
-version = "0.8.9"
+version = "0.2.178"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d7c4b02199fee7c5d21a5ae7d8cfa79a6ef5bb2fc834d6e9058e89c825efdc55"
-dependencies = [
- "cfg-if",
- "windows-link",
-]
+checksum = "37c93d8daa9d8a012fd8ab92f088405fb202ea0b6ab73ee2482ae66af4f42091"
 
 [[package]]
 name = "libm"
@@ -4282,9 +4255,9 @@ checksum = "112b39cec0b298b6c1999fee3e31427f74f676e4cb9879ed1a121b43661a4154"
 
 [[package]]
 name = "lz4_flex"
-version = "0.11.5"
+version = "0.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08ab2867e3eeeca90e844d1940eab391c9dc5228783db2ed999acbc0a9ed375a"
+checksum = "ab6473172471198271ff72e9379150e9dfd70d8e533e0752a27e515b48dd375e"
 dependencies = [
  "twox-hash",
 ]
@@ -4349,19 +4322,13 @@ dependencies = [
 
 [[package]]
 name = "minijinja"
-version = "2.12.0"
+version = "2.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a9f264d75233323f4b7d2f03aefe8a990690cdebfbfe26ea86bcbaec5e9ac990"
+checksum = "0adbe6e92a6ce0fd6c4aac593fdfd3e3950b0f61b1a63aa9731eb6fd85776fa3"
 dependencies = [
  "serde",
 ]
 
-[[package]]
-name = "minimal-lexical"
-version = "0.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "68354c5c6bd36d73ff3feceb05efa59b6acb7626617f4962be322a825e61f79a"
-
 [[package]]
 name = "miniz_oxide"
 version = "0.8.9"
@@ -4406,25 +4373,26 @@ dependencies = [
  "cfg-if",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "mockito"
-version = "1.7.0"
+version = "1.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7760e0e418d9b7e5777c0374009ca4c93861b9066f18cb334a20ce50ab63aa48"
+checksum = "7e0603425789b4a70fcc4ac4f5a46a566c116ee3e2a6b768dc623f7719c611de"
 dependencies = [
  "assert-json-diff",
  "bytes",
  "colored",
- "futures-util",
+ "futures-core",
  "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "hyper-util",
  "log",
+ "pin-project-lite",
  "rand 0.9.2",
  "regex",
  "serde_json",
@@ -4474,7 +4442,7 @@ checksum = "b40e46c845ac234bcba19db7ab252bc2778cbadd516a466d2f12b1580852d136"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -4500,7 +4468,7 @@ checksum = "4568f25ccbd45ab5d5603dc34318c1ec56b117531781260002151b8530a9f931"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -4549,16 +4517,6 @@ dependencies = [
  "libc",
 ]
 
-[[package]]
-name = "nom"
-version = "7.1.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d273983c5a657a70a3e8f2a01329822f3b8c8172b73826411a55751e404a0a4a"
-dependencies = [
- "memchr",
- "minimal-lexical",
-]
-
 [[package]]
 name = "nu-ansi-term"
 version = "0.50.3"
@@ -4568,20 +4526,6 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
-[[package]]
-name = "num"
-version = "0.4.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
-dependencies = [
- "num-bigint",
- "num-complex",
- "num-integer",
- "num-iter",
- "num-rational",
- "num-traits",
-]
-
 [[package]]
 name = "num-bigint"
 version = "0.4.6"
@@ -4595,11 +4539,10 @@ dependencies = [
 
 [[package]]
 name = "num-bigint-dig"
-version = "0.8.4"
+version = "0.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc84195820f291c7697304f3cbdadd1cb7199c0efc917ff5eafd71225c136151"
+checksum = "e661dda6640fad38e827a6d4a310ff4763082116fe217f279885c97f511bb0b7"
 dependencies = [
- "byteorder",
  "lazy_static",
  "libm",
  "num-integer",
@@ -4645,17 +4588,6 @@ dependencies = [
  "num-traits",
 ]
 
-[[package]]
-name = "num-rational"
-version = "0.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
-dependencies = [
- "num-bigint",
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -4666,16 +4598,6 @@ 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 = "num_enum"
 version = "0.7.5"
@@ -4695,7 +4617,7 @@ dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -4722,12 +4644,12 @@ dependencies = [
  "http 1.4.0",
  "http-body-util",
  "humantime",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "itertools 0.14.0",
  "md-5",
  "parking_lot",
  "percent-encoding",
- "quick-xml 0.38.3",
+ "quick-xml 0.38.4",
  "rand 0.9.2",
  "reqwest",
  "ring",
@@ -4775,7 +4697,7 @@ dependencies = [
  "log",
  "md-5",
  "percent-encoding",
- "quick-xml 0.38.3",
+ "quick-xml 0.38.4",
  "reqsign",
  "reqwest",
  "serde",
@@ -4870,9 +4792,9 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "56.2.0"
+version = "57.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f0dbd48ad52d7dccf8ea1b90a3ddbfaea4f69878dd7683e51c507d4bc52b5b27"
+checksum = "be3e4f6d320dd92bfa7d612e265d7d08bba0a240bab86af3425e1d255a511d89"
 dependencies = [
  "ahash 0.8.12",
  "arrow-array",
@@ -4889,10 +4811,11 @@ dependencies = [
  "flate2",
  "futures",
  "half",
- "hashbrown 0.16.0",
+ "hashbrown 0.16.1",
  "lz4_flex",
- "num",
  "num-bigint",
+ "num-integer",
+ "num-traits",
  "object_store",
  "paste",
  "ring",
@@ -4913,31 +4836,31 @@ checksum = "57c0d7b74b563b49d38dae00a0c37d4d6de9b432382b2892f0574ddcae73fd0a"
 
 [[package]]
 name = "pbjson"
-version = "0.7.0"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c7e6349fa080353f4a597daffd05cb81572a9c031a6d4fff7e504947496fcc68"
+checksum = "898bac3fa00d0ba57a4e8289837e965baa2dee8c3749f3b11d45a64b4223d9c3"
 dependencies = [
- "base64 0.21.7",
+ "base64 0.22.1",
  "serde",
 ]
 
 [[package]]
 name = "pbjson-build"
-version = "0.7.0"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6eea3058763d6e656105d1403cb04e0a41b7bbac6362d413e7c33be0c32279c9"
+checksum = "af22d08a625a2213a78dbb0ffa253318c5c79ce3133d32d296655a7bdfb02095"
 dependencies = [
  "heck",
- "itertools 0.13.0",
+ "itertools 0.14.0",
  "prost",
  "prost-types",
 ]
 
 [[package]]
 name = "pbjson-types"
-version = "0.7.0"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e54e5e7bfb1652f95bc361d76f3c780d8e526b134b85417e774166ee941f0887"
+checksum = "8e748e28374f10a330ee3bb9f29b828c0ac79831a32bab65015ad9b661ead526"
 dependencies = [
  "bytes",
  "chrono",
@@ -4990,7 +4913,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3672b37090dbd86368a4145bc067582552b29c27377cad4e0a306c97f9bd7772"
 dependencies = [
  "fixedbitset",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
 ]
 
 [[package]]
@@ -5001,7 +4924,7 @@ checksum = "8701b58ea97060d5e5b155d383a69952a60943f0e6dfe30b04c287beb0b27455"
 dependencies = [
  "fixedbitset",
  "hashbrown 0.15.5",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "serde",
 ]
 
@@ -5062,7 +4985,7 @@ checksum = "6e918e4ff8c4549eb882f14b3a4bc8c8bc93de829416eacf579f1207a8fbf861"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -5263,7 +5186,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -5286,9 +5209,9 @@ dependencies = [
 
 [[package]]
 name = "prost"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2796faa41db3ec313a31f7624d9286acf277b52de526150b7e69f3debf891ee5"
+checksum = "7231bd9b3d3d33c86b58adbac74b5ec0ad9f496b19d22801d773636feaa95f3d"
 dependencies = [
  "bytes",
  "prost-derive",
@@ -5296,9 +5219,9 @@ dependencies = [
 
 [[package]]
 name = "prost-build"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "be769465445e8c1474e9c5dac2018218498557af32d9ed057325ec9a41ae81bf"
+checksum = "ac6c3320f9abac597dcbc668774ef006702672474aad53c6d596b62e487b40b1"
 dependencies = [
  "heck",
  "itertools 0.14.0",
@@ -5310,28 +5233,28 @@ dependencies = [
  "prost",
  "prost-types",
  "regex",
- "syn 2.0.108",
+ "syn 2.0.111",
  "tempfile",
 ]
 
 [[package]]
 name = "prost-derive"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a56d757972c98b346a9b766e3f02746cde6dd1cd1d1d563472929fdd74bec4d"
+checksum = "9120690fafc389a67ba3803df527d0ec9cbbc9cc45e4cc20b332996dfb672425"
 dependencies = [
  "anyhow",
  "itertools 0.14.0",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "prost-types"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "52c2c1bf36ddb1a1c396b3601a3cec27c2462e45f07c386894ec3ccf5332bd16"
+checksum = "b9b4db3d6da204ed77bb26ba83b6122a73aeb2e87e25fbf7ad2e84c4ccbf8f72"
 dependencies = [
  "prost",
 ]
@@ -5383,7 +5306,7 @@ checksum = "7347867d0a7e1208d93b46767be83e2b8f978c3dad35f775ac8d8847551d6fe1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -5404,9 +5327,9 @@ dependencies = [
 
 [[package]]
 name = "quick-xml"
-version = "0.38.3"
+version = "0.38.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42a232e7487fc2ef313d96dde7948e7a3c05101870d8985e4fd8d26aedd27b89"
+checksum = "b66c2058c55a409d601666cffe35f04333cf1013010882cec174a7467cd4e21c"
 dependencies = [
  "memchr",
  "serde",
@@ -5424,7 +5347,7 @@ dependencies = [
  "quinn-proto",
  "quinn-udp",
  "rustc-hash",
- "rustls 0.23.34",
+ "rustls 0.23.35",
  "socket2 0.6.1",
  "thiserror 2.0.17",
  "tokio",
@@ -5444,7 +5367,7 @@ dependencies = [
  "rand 0.9.2",
  "ring",
  "rustc-hash",
- "rustls 0.23.34",
+ "rustls 0.23.35",
  "rustls-pki-types",
  "slab",
  "thiserror 2.0.17",
@@ -5469,9 +5392,9 @@ dependencies = [
 
 [[package]]
 name = "quote"
-version = "1.0.41"
+version = "1.0.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ce25767e7b499d1b604768e7cde645d14cc8584231ea6b295e9c9eb22c02e1d1"
+checksum = "a338cc41d27e6cc6dce6cefc13a0729dfbb81c262b1f519331575dd80ef3067f"
 dependencies = [
  "proc-macro2",
 ]
@@ -5585,7 +5508,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -5625,7 +5548,7 @@ checksum = "b7186006dcb21920990093f30e3dea63b7d6e977bf1256be20c3563a5db070da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -5665,14 +5588,20 @@ checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
 
 [[package]]
 name = "regress"
-version = "0.10.4"
+version = "0.10.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "145bb27393fe455dd64d6cbc8d059adfa392590a45eadf079c01b11857e7b010"
+checksum = "2057b2325e68a893284d1538021ab90279adac1139957ca2a74426c6f118fb48"
 dependencies = [
- "hashbrown 0.15.5",
+ "hashbrown 0.16.1",
  "memchr",
 ]
 
+[[package]]
+name = "relative-path"
+version = "1.9.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
+
 [[package]]
 name = "rend"
 version = "0.4.2"
@@ -5734,7 +5663,7 @@ dependencies = [
  "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "hyper-rustls 0.27.7",
  "hyper-util",
  "js-sys",
@@ -5742,7 +5671,7 @@ dependencies = [
  "percent-encoding",
  "pin-project-lite",
  "quinn",
- "rustls 0.23.34",
+ "rustls 0.23.35",
  "rustls-native-certs 0.8.2",
  "rustls-pki-types",
  "serde",
@@ -5760,7 +5689,7 @@ dependencies = [
  "wasm-bindgen-futures",
  "wasm-streams",
  "web-sys",
- "webpki-roots 1.0.3",
+ "webpki-roots 1.0.4",
 ]
 
 [[package]]
@@ -5803,7 +5732,7 @@ checksum = "35a640b26f007713818e9a9b65d34da1cf58538207b052916a83d80e43f3ffa4"
 dependencies = [
  "bytes",
  "hashbrown 0.15.5",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "munge",
  "ptr_meta 0.3.1",
  "rancor",
@@ -5832,7 +5761,7 @@ checksum = "bd83f5f173ff41e00337d97f6572e416d022ef8a19f371817259ae960324c482"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -5847,9 +5776,9 @@ dependencies = [
 
 [[package]]
 name = "rsa"
-version = "0.9.8"
+version = "0.9.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78928ac1ed176a5ca1d17e578a1825f3d81ca54cf41053a592584b020cfd691b"
+checksum = "40a0376c50d0358279d9d643e4bf7b7be212f1f4ff1da9070a7b54d22ef75c88"
 dependencies = [
  "const-oid",
  "digest",
@@ -5866,6 +5795,35 @@ dependencies = [
  "zeroize",
 ]
 
+[[package]]
+name = "rstest"
+version = "0.26.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f5a3193c063baaa2a95a33f03035c8a72b83d97a54916055ba22d35ed3839d49"
+dependencies = [
+ "futures-timer",
+ "futures-util",
+ "rstest_macros",
+]
+
+[[package]]
+name = "rstest_macros"
+version = "0.26.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9c845311f0ff7951c5506121a9ad75aec44d083c31583b2ea5a30bcb0b0abba0"
+dependencies = [
+ "cfg-if",
+ "glob",
+ "proc-macro-crate",
+ "proc-macro2",
+ "quote",
+ "regex",
+ "relative-path",
+ "rustc_version",
+ "syn 2.0.111",
+ "unicode-ident",
+]
+
 [[package]]
 name = "rust-ini"
 version = "0.21.3"
@@ -5938,9 +5896,9 @@ dependencies = [
 
 [[package]]
 name = "rustls"
-version = "0.23.34"
+version = "0.23.35"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6a9586e9ee2b4f8fab52a0048ca7334d7024eef48e2cb9407e3497bb7cab7fa7"
+checksum = "533f54bc6a7d4f647e46ad909549eda97bf5afc1585190ef692b4286b198bd8f"
 dependencies = [
  "aws-lc-rs",
  "once_cell",
@@ -5995,9 +5953,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.13.0"
+version = "1.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "94182ad936a0c91c324cd46c6511b9510ed16af436d7b5bab34beab0afd55f7a"
+checksum = "708c0f9d5f54ba0272468c1d306a52c495b31fa155e91bc25371e6df7996908c"
 dependencies = [
  "web-time",
  "zeroize",
@@ -6112,9 +6070,9 @@ dependencies = [
 
 [[package]]
 name = "schemars"
-version = "1.0.4"
+version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "82d20c4491bc164fa2f6c5d44565947a52ad80b9505d8e36f8d54c27c739fcd0"
+checksum = "9558e172d4e8533736ba97870c4b2cd63f84b382a3d6eb063da41b91cce17289"
 dependencies = [
  "dyn-clone",
  "ref-cast",
@@ -6131,7 +6089,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde_derive_internals",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6256,7 +6214,7 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6267,7 +6225,7 @@ checksum = "18d26a20a969b9e3fdf2fc2d9f21eda6c40e2de84c9408bb5d3b05d499aae711"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6291,7 +6249,7 @@ checksum = "175ee3e80ae9982737ca543e96133087cbd9a485eecc3bc4de9c1a37b47ea59c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6312,7 +6270,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6329,17 +6287,17 @@ dependencies = [
 
 [[package]]
 name = "serde_with"
-version = "3.16.0"
+version = "3.16.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "10574371d41b0d9b2cff89418eda27da52bcaff2cc8741db26382a77c29131f1"
+checksum = "4fa237f2807440d238e0364a218270b98f767a00d3dada77b1c53ae88940e2e7"
 dependencies = [
  "base64 0.22.1",
  "chrono",
  "hex",
  "indexmap 1.9.3",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "schemars 0.9.0",
- "schemars 1.0.4",
+ "schemars 1.1.0",
  "serde_core",
  "serde_json",
  "serde_with_macros",
@@ -6348,14 +6306,14 @@ dependencies = [
 
 [[package]]
 name = "serde_with_macros"
-version = "3.16.0"
+version = "3.16.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08a72d8216842fdd57820dc78d840bef99248e35fb2554ff923319e60f2d686b"
+checksum = "52a8e3ca0ca629121f70ab50f95249e5a6f925cc0f6ffe8256c45b728875706c"
 dependencies = [
  "darling 0.21.3",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6364,7 +6322,7 @@ version = "0.9.34+deprecated"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6a8b1a1a2ebf674015cc02edccce75287f1a0130d394307b36743c2f5d504b47"
 dependencies = [
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "itoa",
  "ryu",
  "serde",
@@ -6410,9 +6368,9 @@ checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
 [[package]]
 name = "signal-hook-registry"
-version = "1.4.6"
+version = "1.4.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b2a4719bff48cee6b39d12c020eeb490953ad2443b7055bd0b21fca26bd8c28b"
+checksum = "7664a098b8e616bdfcc2dc0e9ac44eb231eedf41db4e9fe95d8d32ec728dedad"
 dependencies = [
  "libc",
 ]
@@ -6552,9 +6510,9 @@ dependencies = [
 
 [[package]]
 name = "sonic-simd"
-version = "0.1.1"
+version = "0.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b421f7b6aa4a5de8f685aaf398dfaa828346ee639d2b1c1061ab43d40baa6223"
+checksum = "5707edbfb34a40c9f2a55fa09a49101d9fec4e0cc171ce386086bd9616f34257"
 dependencies = [
  "cfg-if",
 ]
@@ -6605,9 +6563,9 @@ dependencies = [
 
 [[package]]
 name = "sqlparser"
-version = "0.58.0"
+version = "0.59.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec4b661c54b1e4b603b37873a18c59920e4c51ea8ea2cf527d925424dbd4437c"
+checksum = "4591acadbcf52f0af60eafbb2c003232b2b4cd8de5f0e9437cb8b1b59046cc0f"
 dependencies = [
  "log",
  "recursive",
@@ -6622,7 +6580,7 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6656,12 +6614,12 @@ dependencies = [
  "futures-util",
  "hashbrown 0.15.5",
  "hashlink",
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "log",
  "memchr",
  "once_cell",
  "percent-encoding",
- "rustls 0.23.34",
+ "rustls 0.23.35",
  "serde",
  "serde_json",
  "sha2",
@@ -6684,7 +6642,7 @@ dependencies = [
  "quote",
  "sqlx-core",
  "sqlx-macros-core",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6705,7 +6663,7 @@ dependencies = [
  "sha2",
  "sqlx-core",
  "sqlx-sqlite",
- "syn 2.0.108",
+ "syn 2.0.111",
  "tokio",
  "url",
 ]
@@ -6848,32 +6806,13 @@ 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"
-
 [[package]]
 name = "strum"
 version = "0.27.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "af23d6f6c1a224baef9d3f61e287d2761385a5b88fdab4eb4c6f11aeb54c4bcf"
 dependencies = [
- "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 2.0.108",
+ "strum_macros",
 ]
 
 [[package]]
@@ -6885,7 +6824,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -6900,9 +6839,9 @@ dependencies = [
 
 [[package]]
 name = "substrait"
-version = "0.58.0"
+version = "0.62.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "de6d24c270c6c672a86c183c3a8439ba46c1936f93cf7296aa692de3b0ff0228"
+checksum = "21f1cb6d0bcd097a39fc25f7236236be29881fe122e282e4173d6d007a929927"
 dependencies = [
  "heck",
  "pbjson",
@@ -6918,7 +6857,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_yaml",
- "syn 2.0.108",
+ "syn 2.0.111",
  "typify",
  "walkdir",
 ]
@@ -6942,9 +6881,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.108"
+version = "2.0.111"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "da58917d35242480a05c2897064da0a80589a2a0476c9a3f2fdc83b53502e917"
+checksum = "390cc9a294ab71bdb1aa2e99d13be9c753cd2d7bd6560c77118597410c4d2e87"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -6968,7 +6907,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -7028,7 +6967,7 @@ checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -7039,7 +6978,7 @@ checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -7051,15 +6990,6 @@ dependencies = [
  "cfg-if",
 ]
 
-[[package]]
-name = "threadpool"
-version = "1.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d050e60b33d41c19108b32cea32164033a9013fe3b46cbd4457559bfbf77afaa"
-dependencies = [
- "num_cpus",
-]
-
 [[package]]
 name = "thrift"
 version = "0.17.0"
@@ -7068,9 +6998,7 @@ checksum = "7e54bc85fc7faa8bc175c4bab5b92ba8d9a3ce893d0e9f42cc455c8ab16a9e09"
 dependencies = [
  "byteorder",
  "integer-encoding 3.0.4",
- "log",
  "ordered-float 2.10.1",
- "threadpool",
 ]
 
 [[package]]
@@ -7163,7 +7091,7 @@ checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -7182,7 +7110,7 @@ version = "0.26.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61"
 dependencies = [
- "rustls 0.23.34",
+ "rustls 0.23.35",
  "tokio",
 ]
 
@@ -7199,9 +7127,9 @@ dependencies = [
 
 [[package]]
 name = "tokio-util"
-version = "0.7.16"
+version = "0.7.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "14307c986784f72ef81c89db7d9e28d6ac26d16213b109ea501696195e6e3ce5"
+checksum = "2efa149fe76073d6e8fd97ef4f4eca7b67f599660115591483572e406e165594"
 dependencies = [
  "bytes",
  "futures-core",
@@ -7246,7 +7174,7 @@ version = "0.22.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "41fe8c660ae4257887cf66394862d21dbca4a6ddd26f04a3560410406a2f819a"
 dependencies = [
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "serde",
  "serde_spanned",
  "toml_datetime 0.6.11",
@@ -7260,7 +7188,7 @@ version = "0.23.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6485ef6d0d9b5d0ec17244ff7eb05310113c3f316f2d14200d4de56b3cb98f8d"
 dependencies = [
- "indexmap 2.12.0",
+ "indexmap 2.12.1",
  "toml_datetime 0.7.3",
  "toml_parser",
  "winnow",
@@ -7298,9 +7226,9 @@ dependencies = [
 
 [[package]]
 name = "tower-http"
-version = "0.6.6"
+version = "0.6.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "adc82fd73de2a9722ac5da747f12383d2bfdb93591ee6c58486e0097890f05f2"
+checksum = "9cf146f99d442e8e68e585f5d798ccd3cad9a7835b917e09728880a862706456"
 dependencies = [
  "bitflags",
  "bytes",
@@ -7328,9 +7256,9 @@ checksum = "8df9b6e13f2d32c91b9bd719c00d1958837bc7dec474d94952798cc8e69eeec3"
 
 [[package]]
 name = "tracing"
-version = "0.1.41"
+version = "0.1.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "784e0ac535deb450455cbfa28a6f0df145ea1bb7ae51b821cf5e7927fdcfbdd0"
+checksum = "2d15d90a0b5c19378952d479dc858407149d7bb45a14de0142f6c534b16fc647"
 dependencies = [
  "log",
  "pin-project-lite",
@@ -7340,20 +7268,20 @@ dependencies = [
 
 [[package]]
 name = "tracing-attributes"
-version = "0.1.30"
+version = "0.1.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
+checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
 name = "tracing-core"
-version = "0.1.34"
+version = "0.1.35"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b9d12581f227e93f094d3af2ae690a574abb8a2b9b7a96e7cfe9647b2b617678"
+checksum = "7a04e24fab5c89c6a36eb8558c9656f30d81de51dfa4d3b45f26b21d61fa0a6c"
 dependencies = [
  "once_cell",
  "valuable",
@@ -7372,9 +7300,9 @@ dependencies = [
 
 [[package]]
 name = "tracing-subscriber"
-version = "0.3.20"
+version = "0.3.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2054a14f5307d601f88daf0553e1cbf472acc4f2c51afab632431cdcd72124d5"
+checksum = "2f30143827ddab0d256fd843b7a66d164e9f271cfa0dde49142c5ca0ca291f1e"
 dependencies = [
  "nu-ansi-term",
  "sharded-slab",
@@ -7413,7 +7341,7 @@ checksum = "3c36781cc0e46a83726d9879608e4cf6c2505237e263a8eb8c24502989cfdb28"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -7424,9 +7352,9 @@ checksum = "562d481066bde0658276a35467c4af00bdc6ee726305698a55b86e61d7ad82bb"
 
 [[package]]
 name = "typify"
-version = "0.4.3"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7144144e97e987c94758a3017c920a027feac0799df325d6df4fc8f08d02068e"
+checksum = "e6d5bcc6f62eb1fa8aa4098f39b29f93dcb914e17158b76c50360911257aa629"
 dependencies = [
  "typify-impl",
  "typify-macro",
@@ -7434,9 +7362,9 @@ dependencies = [
 
 [[package]]
 name = "typify-impl"
-version = "0.4.3"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "062879d46aa4c9dfe0d33b035bbaf512da192131645d05deacb7033ec8581a09"
+checksum = "a1eb359f7ffa4f9ebe947fa11a1b2da054564502968db5f317b7e37693cb2240"
 dependencies = [
  "heck",
  "log",
@@ -7447,16 +7375,16 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "syn 2.0.108",
+ "syn 2.0.111",
  "thiserror 2.0.17",
  "unicode-ident",
 ]
 
 [[package]]
 name = "typify-macro"
-version = "0.4.3"
+version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9708a3ceb6660ba3f8d2b8f0567e7d4b8b198e2b94d093b8a6077a751425de9e"
+checksum = "911c32f3c8514b048c1b228361bebb5e6d73aeec01696e8cc0e82e2ffef8ab7a"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -7465,7 +7393,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_tokenstream",
- "syn 2.0.108",
+ "syn 2.0.111",
  "typify-impl",
 ]
 
@@ -7477,24 +7405,24 @@ checksum = "5c1cb5db39152898a79168971543b1cb5020dff7fe43c8dc468b0885f5e29df5"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.20"
+version = "1.0.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "462eeb75aeb73aea900253ce739c8e18a67423fadf006037cd3ff27e82748a06"
+checksum = "9312f7c4f6ff9069b165498234ce8be658059c6728633667c526e27dc2cf1df5"
 
 [[package]]
 name = "unicode-normalization"
-version = "0.1.24"
+version = "0.1.25"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5033c97c4262335cded6d6fc3e5c18ab755e1a3dc96376350f3d8e9f009ad956"
+checksum = "5fd4f6878c9cb28d874b009da9e8d183b5abc80117c40bbd187a1fde336be6e8"
 dependencies = [
  "tinyvec",
 ]
 
 [[package]]
 name = "unicode-properties"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e70f2a8b45122e719eb623c01822704c4e0907e7e426a05927e1a1cfff5b75d0"
+checksum = "7df058c713841ad818f1dc5d3fd88063241cc61f49f5fbea4b951e8cf5a8d71d"
 
 [[package]]
 name = "unicode-segmentation"
@@ -7516,9 +7444,9 @@ checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
 
 [[package]]
 name = "unit-prefix"
-version = "0.5.1"
+version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "323402cff2dd658f39ca17c789b502021b3f18707c91cdf22e3838e1b4023817"
+checksum = "81e544489bf3d8ef66c953931f56617f423cd4b5494be343d9b9d3dda037b9a3"
 
 [[package]]
 name = "unsafe-libyaml"
@@ -7564,13 +7492,13 @@ checksum = "06abde3611657adf66d383f00b093d7faecc7fa57071cce2578660c9f1010821"
 
 [[package]]
 name = "uuid"
-version = "1.18.1"
+version = "1.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2f87b8aa10b915a06587d0dec516c282ff295b475d94abf425d62b57710070a2"
+checksum = "e2e054861b4bd027cd373e18e8d8d8e6548085000e41290d95ce0c373a654b4a"
 dependencies = [
  "getrandom 0.3.4",
  "js-sys",
- "serde",
+ "serde_core",
  "wasm-bindgen",
 ]
 
@@ -7696,9 +7624,9 @@ checksum = "b8dad83b4f25e74f184f64c43b150b91efe7647395b42289f38e50566d82855b"
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.105"
+version = "0.2.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "da95793dfc411fbbd93f5be7715b0578ec61fe87cb1a42b12eb625caa5c5ea60"
+checksum = "0d759f433fa64a2d763d1340820e46e111a7a5ab75f993d1852d70b03dbb80fd"
 dependencies = [
  "cfg-if",
  "once_cell",
@@ -7709,9 +7637,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.55"
+version = "0.4.56"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "551f88106c6d5e7ccc7cd9a16f312dd3b5d36ea8b4954304657d5dfba115d4a0"
+checksum = "836d9622d604feee9e5de25ac10e3ea5f2d65b41eac0d9ce72eb5deae707ce7c"
 dependencies = [
  "cfg-if",
  "js-sys",
@@ -7722,9 +7650,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.105"
+version = "0.2.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "04264334509e04a7bf8690f2384ef5265f05143a4bff3889ab7a3269adab59c2"
+checksum = "48cb0d2638f8baedbc542ed444afc0644a29166f1595371af4fecf8ce1e7eeb3"
 dependencies = [
  "quote",
  "wasm-bindgen-macro-support",
@@ -7732,22 +7660,22 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.105"
+version = "0.2.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "420bc339d9f322e562942d52e115d57e950d12d88983a14c79b86859ee6c7ebc"
+checksum = "cefb59d5cd5f92d9dcf80e4683949f15ca4b511f4ac0a6e14d4e1ac60c6ecd40"
 dependencies = [
  "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
  "wasm-bindgen-shared",
 ]
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.105"
+version = "0.2.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76f218a38c84bcb33c25ec7059b07847d465ce0e0a76b995e134a45adcb6af76"
+checksum = "cbc538057e648b67f72a982e708d485b2efa771e1ac05fec311f9f63e5800db4"
 dependencies = [
  "unicode-ident",
 ]
@@ -7767,9 +7695,9 @@ dependencies = [
 
 [[package]]
 name = "web-sys"
-version = "0.3.82"
+version = "0.3.83"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3a1f95c0d03a47f4ae1f7a64643a6bb97465d9b740f0fa8f90ea33915c99a9a1"
+checksum = "9b32828d774c412041098d182a8b38b16ea816958e07cf40eec2bc080ae137ac"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
@@ -7791,14 +7719,14 @@ version = "0.26.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "521bc38abb08001b01866da9f51eb7c5d647a19260e00054a8c7fd5f9e57f7a9"
 dependencies = [
- "webpki-roots 1.0.3",
+ "webpki-roots 1.0.4",
 ]
 
 [[package]]
 name = "webpki-roots"
-version = "1.0.3"
+version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32b130c0d2d49f8b6889abc456e795e82525204f27c42cf767cf0d7734e089b8"
+checksum = "b2878ef029c47c6e8cf779119f20fcf52bde7ad42a731b2a304bc221df17571e"
 dependencies = [
  "rustls-pki-types",
 ]
@@ -7843,7 +7771,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -7854,7 +7782,7 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -8114,9 +8042,9 @@ checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 
 [[package]]
 name = "winnow"
-version = "0.7.13"
+version = "0.7.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21a0236b59786fed61e2a80582dd500fe61f18b5dca67a4a067d0bc9039339cf"
+checksum = "5a5364e9d77fcdeeaa6062ced926ee3381faa2ee02d3eb83a5c27a8825540829"
 dependencies = [
  "memchr",
 ]
@@ -8148,12 +8076,6 @@ version = "0.13.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "66fee0b777b0f5ac1c69bb06d361268faafa61cd4682ae064a171c16c433e9e4"
 
-[[package]]
-name = "xxhash-rust"
-version = "0.8.15"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdd20c5420375476fbd4394763288da7eb0cc0b8c11deed431a91562af7335d3"
-
 [[package]]
 name = "xz2"
 version = "0.1.7"
@@ -8188,28 +8110,28 @@ checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
  "synstructure",
 ]
 
 [[package]]
 name = "zerocopy"
-version = "0.8.27"
+version = "0.8.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0894878a5fa3edfd6da3f88c4805f4c8558e2b996227a3d864f47fe11e38282c"
+checksum = "fd74ec98b9250adb3ca554bdde269adf631549f51d8a8f8f0a10b50f1cb298c3"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.27"
+version = "0.8.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88d2b8d9c68ad2b9e4340d7832716a4d21a22a1154777ad56ea55c51a9cf3831"
+checksum = "d8a8d209fdf45cf5138cbb5a506f6b52522a25afccc534d1475dad8e31105c6a"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
@@ -8229,7 +8151,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
  "synstructure",
 ]
 
@@ -8269,7 +8191,7 @@ checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.108",
+ "syn 2.0.111",
 ]
 
 [[package]]
diff --git a/Cargo.toml b/Cargo.toml
index 0512155534..e926d26816 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -36,20 +36,23 @@ version = "0.7.0"
 license = "Apache-2.0"
 repository = "https://github.com/apache/iceberg-rust"
 # Check the MSRV policy in README.md before changing this
-rust-version = "1.87"
+rust-version = "1.88"
+
+[workspace.lints.rust]
+unexpected_cfgs = { level = "warn", check-cfg = ['cfg(FALSE)'] }
 
 [workspace.dependencies]
 anyhow = "1.0.72"
 apache-avro = { version = "0.21", features = ["zstandard"] }
 array-init = "2"
-arrow-arith = "56.2"
-arrow-array = "56.2"
-arrow-buffer = "56.2"
-arrow-cast = "56.2"
-arrow-ord = "56.2"
-arrow-schema = "56.2"
-arrow-select = "56.2"
-arrow-string = "56.2"
+arrow-arith = "57.0"
+arrow-array = "57.0"
+arrow-buffer = "57.0"
+arrow-cast = "57.0"
+arrow-ord = "57.0"
+arrow-schema = "57.0"
+arrow-select = "57.0"
+arrow-string = "57.0"
 as-any = "0.3.2"
 async-trait = "0.1.89"
 aws-config = "1.8.7"
@@ -62,9 +65,9 @@ bytes = "1.10"
 chrono = "0.4.41"
 clap = { version = "4.5.48", features = ["derive", "cargo"] }
 ctor = "0.2.8"
-datafusion = "50"
-datafusion-cli = "50"
-datafusion-sqllogictest = "50"
+datafusion = "51.0"
+datafusion-cli = "51.0"
+datafusion-sqllogictest = "51.0"
 derive_builder = "0.20"
 dirs = "6"
 enum-ordinalize = "4.3.0"
@@ -101,7 +104,7 @@ num-bigint = "0.4.6"
 once_cell = "1.20"
 opendal = "0.55.0"
 ordered-float = "4"
-parquet = "56.2"
+parquet = "57.0"
 pilota = "0.11.10"
 port_scanner = "0.1.5"
 pretty_assertions = "1.4"
diff --git a/bindings/python/Cargo.lock b/bindings/python/Cargo.lock
index 814c9afb35..a7244cc8dd 100644
--- a/bindings/python/Cargo.lock
+++ b/bindings/python/Cargo.lock
@@ -180,9 +180,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e833808ff2d94ed40d9379848a950d995043c7fb3e81a30b383f4c6033821cc"
+checksum = "4df8bb5b0bd64c0b9bc61317fcc480bad0f00e56d3bc32c69a4c8dada4786bae"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -202,23 +202,23 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ad08897b81588f60ba983e3ca39bda2b179bdd84dced378e7df81a5313802ef8"
+checksum = "a1a640186d3bd30a24cb42264c2dafb30e236a6f50d510e56d40b708c9582491"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
  "chrono",
- "num",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-array"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8548ca7c070d8db9ce7aa43f37393e4bfcf3f2d3681df278490772fd1673d08d"
+checksum = "219fe420e6800979744c8393b687afb0252b3f8a89b91027d27887b72aa36d31"
 dependencies = [
  "ahash 0.8.12",
  "arrow-buffer",
@@ -228,25 +228,28 @@ dependencies = [
  "chrono-tz",
  "half",
  "hashbrown 0.16.0",
- "num",
+ "num-complex",
+ "num-integer",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-buffer"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e003216336f70446457e280807a73899dd822feaf02087d31febca1363e2fccc"
+checksum = "76885a2697a7edf6b59577f568b456afc94ce0e2edc15b784ce3685b6c3c5c27"
 dependencies = [
  "bytes",
  "half",
- "num",
+ "num-bigint",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-cast"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "919418a0681298d3a77d1a315f625916cb5678ad0d74b9c60108eb15fd083023"
+checksum = "9c9ebb4c987e6b3b236fb4a14b20b34835abfdd80acead3ccf1f9bf399e1f168"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -259,15 +262,15 @@ dependencies = [
  "comfy-table",
  "half",
  "lexical-core",
- "num",
+ "num-traits",
  "ryu",
 ]
 
 [[package]]
 name = "arrow-csv"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfa9bf02705b5cf762b6f764c65f04ae9082c7cfc4e96e0c33548ee3f67012eb"
+checksum = "92386159c8d4bce96f8bd396b0642a0d544d471bdc2ef34d631aec80db40a09c"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -280,21 +283,22 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5c64fff1d142f833d78897a772f2e5b55b36cb3e6320376f0961ab0db7bd6d0"
+checksum = "727681b95de313b600eddc2a37e736dcb21980a40f640314dcf360e2f36bc89b"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
  "half",
- "num",
+ "num-integer",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-ipc"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d3594dcddccc7f20fd069bc8e9828ce37220372680ff638c5e00dea427d88f5"
+checksum = "da9ba92e3de170295c98a84e5af22e2b037f0c7b32449445e6c493b5fca27f27"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -308,9 +312,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88cf36502b64a127dc659e3b305f1d993a544eab0d48cce704424e62074dc04b"
+checksum = "b969b4a421ae83828591c6bf5450bd52e6d489584142845ad6a861f42fe35df8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -320,19 +324,21 @@ dependencies = [
  "chrono",
  "half",
  "indexmap 2.12.0",
+ "itoa",
  "lexical-core",
  "memchr",
- "num",
- "serde",
+ "num-traits",
+ "ryu",
+ "serde_core",
  "serde_json",
  "simdutf8",
 ]
 
 [[package]]
 name = "arrow-ord"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c8f82583eb4f8d84d4ee55fd1cb306720cddead7596edce95b50ee418edf66f"
+checksum = "141c05298b21d03e88062317a1f1a73f5ba7b6eb041b350015b1cd6aabc0519b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -343,9 +349,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-pyarrow"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d924b32e96f8bb74d94cd82bd97b313c432fcb0ea331689ef9e7c6b8be4b258"
+checksum = "cfcfb2be2e9096236f449c11f425cddde18c4cc540f516d90f066f10a29ed515"
 dependencies = [
  "arrow-array",
  "arrow-data",
@@ -355,9 +361,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d07ba24522229d9085031df6b94605e0f4b26e099fb7cdeec37abd941a73753"
+checksum = "c5f3c06a6abad6164508ed283c7a02151515cef3de4b4ff2cebbcaeb85533db2"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -368,34 +374,34 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b3aa9e59c611ebc291c28582077ef25c97f1975383f1479b12f3b9ffee2ffabe"
+checksum = "9cfa7a03d1eee2a4d061476e1840ad5c9867a544ca6c4c59256496af5d0a8be5"
 dependencies = [
  "bitflags",
- "serde",
+ "serde_core",
  "serde_json",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c41dbbd1e97bfcaee4fcb30e29105fb2c75e4d82ae4de70b792a5d3f66b2e7a"
+checksum = "bafa595babaad59f2455f4957d0f26448fb472722c186739f4fac0823a1bdb47"
 dependencies = [
  "ahash 0.8.12",
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
- "num",
+ "num-traits",
 ]
 
 [[package]]
 name = "arrow-string"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "53f5183c150fbc619eede22b861ea7c0eebed8eaac0333eaa7f6da5205fd504d"
+checksum = "32f46457dbbb99f2650ff3ac23e46a929e0ab81db809b02aa5511c258348bef2"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -403,7 +409,7 @@ dependencies = [
  "arrow-schema",
  "arrow-select",
  "memchr",
- "num",
+ "num-traits",
  "regex",
  "regex-syntax",
 ]
@@ -1029,11 +1035,9 @@ dependencies = [
 [[package]]
 name = "datafusion"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2af15bb3c6ffa33011ef579f6b0bcbe7c26584688bd6c994f548e44df67f011a"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
- "arrow-ipc",
  "arrow-schema",
  "async-trait",
  "bytes",
@@ -1044,6 +1048,7 @@ dependencies = [
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
+ "datafusion-datasource-arrow",
  "datafusion-datasource-csv",
  "datafusion-datasource-json",
  "datafusion-datasource-parquet",
@@ -1072,6 +1077,7 @@ dependencies = [
  "parquet",
  "rand 0.9.2",
  "regex",
+ "rstest",
  "sqlparser",
  "tempfile",
  "tokio",
@@ -1084,8 +1090,7 @@ dependencies = [
 [[package]]
 name = "datafusion-catalog"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "187622262ad8f7d16d3be9202b4c1e0116f1c9aa387e5074245538b755261621"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1098,7 +1103,6 @@ dependencies = [
  "datafusion-physical-expr",
  "datafusion-physical-plan",
  "datafusion-session",
- "datafusion-sql",
  "futures",
  "itertools 0.14.0",
  "log",
@@ -1110,8 +1114,7 @@ dependencies = [
 [[package]]
 name = "datafusion-catalog-listing"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9657314f0a32efd0382b9a46fdeb2d233273ece64baa68a7c45f5a192daf0f83"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1121,10 +1124,11 @@ dependencies = [
  "datafusion-execution",
  "datafusion-expr",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
- "datafusion-session",
  "futures",
+ "itertools 0.14.0",
  "log",
  "object_store",
  "tokio",
@@ -1133,13 +1137,11 @@ dependencies = [
 [[package]]
 name = "datafusion-common"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a83760d9a13122d025fbdb1d5d5aaf93dd9ada5e90ea229add92aa30898b2d1"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
  "arrow-ipc",
- "base64",
  "chrono",
  "half",
  "hashbrown 0.14.5",
@@ -1158,8 +1160,7 @@ dependencies = [
 [[package]]
 name = "datafusion-common-runtime"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b6234a6c7173fe5db1c6c35c01a12b2aa0f803a3007feee53483218817f8b1e"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "futures",
  "log",
@@ -1169,8 +1170,7 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7256c9cb27a78709dd42d0c80f0178494637209cac6e29d5c93edd09b6721b86"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-compression",
@@ -1193,9 +1193,7 @@ dependencies = [
  "itertools 0.14.0",
  "log",
  "object_store",
- "parquet",
  "rand 0.9.2",
- "tempfile",
  "tokio",
  "tokio-util",
  "url",
@@ -1203,22 +1201,42 @@ dependencies = [
  "zstd",
 ]
 
+[[package]]
+name = "datafusion-datasource-arrow"
+version = "50.3.0"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
+dependencies = [
+ "arrow",
+ "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",
+ "futures",
+ "itertools 0.14.0",
+ "object_store",
+ "tokio",
+]
+
 [[package]]
 name = "datafusion-datasource-csv"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "64533a90f78e1684bfb113d200b540f18f268134622d7c96bbebc91354d04825"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
@@ -1231,48 +1249,41 @@ dependencies = [
 [[package]]
 name = "datafusion-datasource-json"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d7ebeb12c77df0aacad26f21b0d033aeede423a64b2b352f53048a75bf1d6e6"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
  "futures",
  "object_store",
- "serde_json",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-datasource-parquet"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09e783c4c7d7faa1199af2df4761c68530634521b176a8d1331ddbc5a5c75133"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
- "datafusion-catalog",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-datasource",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-functions-aggregate",
+ "datafusion-functions-aggregate-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
- "datafusion-physical-optimizer",
  "datafusion-physical-plan",
  "datafusion-pruning",
  "datafusion-session",
@@ -1282,21 +1293,18 @@ dependencies = [
  "object_store",
  "parking_lot",
  "parquet",
- "rand 0.9.2",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-doc"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99ee6b1d9a80d13f9deb2291f45c07044b8e62fb540dbde2453a18be17a36429"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 
 [[package]]
 name = "datafusion-execution"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4cec0a57653bec7b933fb248d3ffa3fa3ab3bd33bd140dc917f714ac036f531"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1315,8 +1323,7 @@ dependencies = [
 [[package]]
 name = "datafusion-expr"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ef76910bdca909722586389156d0aa4da4020e1631994d50fadd8ad4b1aa05fe"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1328,6 +1335,7 @@ dependencies = [
  "datafusion-functions-window-common",
  "datafusion-physical-expr-common",
  "indexmap 2.12.0",
+ "itertools 0.14.0",
  "paste",
  "recursive",
  "serde_json",
@@ -1337,8 +1345,7 @@ dependencies = [
 [[package]]
 name = "datafusion-expr-common"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6d155ccbda29591ca71a1344dd6bed26c65a4438072b400df9db59447f590bb6"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1350,8 +1357,7 @@ dependencies = [
 [[package]]
 name = "datafusion-ffi"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "25ddb7c4e645df080c27dad13a198d191da328dd1c98e198664a7a0f64b335cc"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -1359,6 +1365,7 @@ dependencies = [
  "async-ffi",
  "async-trait",
  "datafusion",
+ "datafusion-common",
  "datafusion-functions-aggregate-common",
  "datafusion-proto",
  "datafusion-proto-common",
@@ -1372,8 +1379,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7de2782136bd6014670fd84fe3b0ca3b3e4106c96403c3ae05c0598577139977"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1391,6 +1397,7 @@ dependencies = [
  "itertools 0.14.0",
  "log",
  "md-5",
+ "num-traits",
  "rand 0.9.2",
  "regex",
  "sha2",
@@ -1401,8 +1408,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-aggregate"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07331fc13603a9da97b74fd8a273f4238222943dffdbbed1c4c6f862a30105bf"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1422,8 +1428,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-aggregate-common"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b5951e572a8610b89968a09b5420515a121fbc305c0258651f318dc07c97ab17"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1435,8 +1440,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-nested"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdacca9302c3d8fc03f3e94f338767e786a88a33f5ebad6ffc0e7b50364b9ea3"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1444,6 +1448,7 @@ dependencies = [
  "datafusion-doc",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-expr-common",
  "datafusion-functions",
  "datafusion-functions-aggregate",
  "datafusion-functions-aggregate-common",
@@ -1457,8 +1462,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-table"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c37ff8a99434fbbad604a7e0669717c58c7c4f14c472d45067c4b016621d981"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1473,8 +1477,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-window"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48e2aea7c79c926cffabb13dc27309d4eaeb130f4a21c8ba91cdd241c813652b"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1491,8 +1494,7 @@ dependencies = [
 [[package]]
 name = "datafusion-functions-window-common"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0fead257ab5fd2ffc3b40fda64da307e20de0040fe43d49197241d9de82a487f"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1501,10 +1503,9 @@ dependencies = [
 [[package]]
 name = "datafusion-macros"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec6f637bce95efac05cdfb9b6c19579ed4aa5f6b94d951cfa5bb054b7bb4f730"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
- "datafusion-expr",
+ "datafusion-doc",
  "quote",
  "syn 2.0.108",
 ]
@@ -1512,8 +1513,7 @@ dependencies = [
 [[package]]
 name = "datafusion-optimizer"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c6583ef666ae000a613a837e69e456681a9faa96347bf3877661e9e89e141d8a"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "chrono",
@@ -1532,8 +1532,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c8668103361a272cbbe3a61f72eca60c9b7c706e87cc3565bcf21e2b277b84f6"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1546,7 +1545,6 @@ dependencies = [
  "hashbrown 0.14.5",
  "indexmap 2.12.0",
  "itertools 0.14.0",
- "log",
  "parking_lot",
  "paste",
  "petgraph",
@@ -1555,8 +1553,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr-adapter"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "815acced725d30601b397e39958e0e55630e0a10d66ef7769c14ae6597298bb0"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1570,8 +1567,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-expr-common"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6652fe7b5bf87e85ed175f571745305565da2c0b599d98e697bcbedc7baa47c3"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1584,8 +1580,7 @@ dependencies = [
 [[package]]
 name = "datafusion-physical-optimizer"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "49b7d623eb6162a3332b564a0907ba00895c505d101b99af78345f1acf929b5c"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1597,15 +1592,13 @@ dependencies = [
  "datafusion-physical-plan",
  "datafusion-pruning",
  "itertools 0.14.0",
- "log",
  "recursive",
 ]
 
 [[package]]
 name = "datafusion-physical-plan"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2f7f778a1a838dec124efb96eae6144237d546945587557c9e6936b3414558c"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1635,14 +1628,24 @@ dependencies = [
 [[package]]
 name = "datafusion-proto"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7df9f606892e6af45763d94d210634eec69b9bb6ced5353381682ff090028a3"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "chrono",
- "datafusion",
+ "datafusion-catalog",
+ "datafusion-catalog-listing",
  "datafusion-common",
+ "datafusion-datasource",
+ "datafusion-datasource-arrow",
+ "datafusion-datasource-csv",
+ "datafusion-datasource-json",
+ "datafusion-datasource-parquet",
+ "datafusion-execution",
  "datafusion-expr",
+ "datafusion-functions-table",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
  "datafusion-proto-common",
  "object_store",
  "prost",
@@ -1651,8 +1654,7 @@ dependencies = [
 [[package]]
 name = "datafusion-proto-common"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b4b14f288ca4ef77743d9672cafecf3adfffff0b9b04af9af79ecbeaaf736901"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1662,11 +1664,9 @@ dependencies = [
 [[package]]
 name = "datafusion-pruning"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd1e59e2ca14fe3c30f141600b10ad8815e2856caa59ebbd0e3e07cd3d127a65"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
- "arrow-schema",
  "datafusion-common",
  "datafusion-datasource",
  "datafusion-expr-common",
@@ -1680,35 +1680,24 @@ dependencies = [
 [[package]]
 name = "datafusion-session"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21ef8e2745583619bd7a49474e8f45fbe98ebb31a133f27802217125a7b3d58d"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
- "arrow",
  "async-trait",
- "dashmap",
  "datafusion-common",
- "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
- "datafusion-physical-expr",
  "datafusion-physical-plan",
- "datafusion-sql",
- "futures",
- "itertools 0.14.0",
- "log",
- "object_store",
  "parking_lot",
- "tokio",
 ]
 
 [[package]]
 name = "datafusion-sql"
 version = "50.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89abd9868770386fede29e5a4b14f49c0bf48d652c3b9d7a8a0332329b87d50b"
+source = "git+https://github.com/apache/datafusion.git?rev=f32984b2dbf9e5a193c20643ce624167295fbd61#f32984b2dbf9e5a193c20643ce624167295fbd61"
 dependencies = [
  "arrow",
  "bigdecimal",
+ "chrono",
  "datafusion-common",
  "datafusion-expr",
  "indexmap 2.12.0",
@@ -1993,6 +1982,12 @@ version = "0.3.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
 
+[[package]]
+name = "futures-timer"
+version = "3.0.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
+
 [[package]]
 name = "futures-util"
 version = "0.3.31"
@@ -2784,20 +2779,6 @@ version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9252111cf132ba0929b6f8e030cac2a24b507f3a4d6db6fb2896f27b354c714b"
 
-[[package]]
-name = "num"
-version = "0.4.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
-dependencies = [
- "num-bigint",
- "num-complex",
- "num-integer",
- "num-iter",
- "num-rational",
- "num-traits",
-]
-
 [[package]]
 name = "num-bigint"
 version = "0.4.6"
@@ -2833,28 +2814,6 @@ dependencies = [
  "num-traits",
 ]
 
-[[package]]
-name = "num-iter"
-version = "0.1.45"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1429034a0490724d0075ebb2bc9e875d6503c3cf69e235a8941aa757d83ef5bf"
-dependencies = [
- "autocfg",
- "num-integer",
- "num-traits",
-]
-
-[[package]]
-name = "num-rational"
-version = "0.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
-dependencies = [
- "num-bigint",
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -3001,9 +2960,9 @@ dependencies = [
 
 [[package]]
 name = "parquet"
-version = "56.2.0"
+version = "57.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f0dbd48ad52d7dccf8ea1b90a3ddbfaea4f69878dd7683e51c507d4bc52b5b27"
+checksum = "7a0f31027ef1af7549f7cec603a9a21dce706d3f8d7c2060a68f43c1773be95a"
 dependencies = [
  "ahash 0.8.12",
  "arrow-array",
@@ -3022,11 +2981,11 @@ dependencies = [
  "half",
  "hashbrown 0.16.0",
  "lz4_flex",
- "num",
  "num-bigint",
+ "num-integer",
+ "num-traits",
  "object_store",
  "paste",
- "ring",
  "seq-macro",
  "simdutf8",
  "snap",
@@ -3156,9 +3115,9 @@ dependencies = [
 
 [[package]]
 name = "prost"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2796faa41db3ec313a31f7624d9286acf277b52de526150b7e69f3debf891ee5"
+checksum = "7231bd9b3d3d33c86b58adbac74b5ec0ad9f496b19d22801d773636feaa95f3d"
 dependencies = [
  "bytes",
  "prost-derive",
@@ -3166,9 +3125,9 @@ dependencies = [
 
 [[package]]
 name = "prost-derive"
-version = "0.13.5"
+version = "0.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a56d757972c98b346a9b766e3f02746cde6dd1cd1d1d563472929fdd74bec4d"
+checksum = "9120690fafc389a67ba3803df527d0ec9cbbc9cc45e4cc20b332996dfb672425"
 dependencies = [
  "anyhow",
  "itertools 0.14.0",
@@ -3221,9 +3180,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8970a78afe0628a3e3430376fc5fd76b6b45c4d43360ffd6cdd40bdde72b682a"
+checksum = "7ba0117f4212101ee6544044dae45abe1083d30ce7b29c4b5cbdfa2354e07383"
 dependencies = [
  "indoc",
  "libc",
@@ -3238,19 +3197,18 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "458eb0c55e7ece017adeba38f2248ff3ac615e53660d7c71a238d7d2a01c7598"
+checksum = "4fc6ddaf24947d12a9aa31ac65431fb1b851b8f4365426e182901eabfb87df5f"
 dependencies = [
- "once_cell",
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7114fe5457c61b276ab77c5055f206295b812608083644a5c5b2640c3102565c"
+checksum = "025474d3928738efb38ac36d4744a74a400c901c7596199e20e45d98eb194105"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -3258,9 +3216,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8725c0a622b374d6cb051d11a0983786448f7785336139c3c94f5aa6bef7e50"
+checksum = "2e64eb489f22fe1c95911b77c44cc41e7c19f3082fc81cce90f657cdc42ffded"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
@@ -3270,9 +3228,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.25.1"
+version = "0.26.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4109984c22491085343c05b0dbc54ddc405c3cf7b4374fc533f5c3313a572ccc"
+checksum = "100246c0ecf400b475341b8455a9213344569af29a3c841d29270e53102e0fcf"
 dependencies = [
  "heck",
  "proc-macro2",
@@ -3526,6 +3484,12 @@ version = "0.8.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
 
+[[package]]
+name = "relative-path"
+version = "1.9.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
+
 [[package]]
 name = "rend"
 version = "0.4.2"
@@ -3667,6 +3631,35 @@ dependencies = [
  "byteorder",
 ]
 
+[[package]]
+name = "rstest"
+version = "0.26.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f5a3193c063baaa2a95a33f03035c8a72b83d97a54916055ba22d35ed3839d49"
+dependencies = [
+ "futures-timer",
+ "futures-util",
+ "rstest_macros",
+]
+
+[[package]]
+name = "rstest_macros"
+version = "0.26.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9c845311f0ff7951c5506121a9ad75aec44d083c31583b2ea5a30bcb0b0abba0"
+dependencies = [
+ "cfg-if",
+ "glob",
+ "proc-macro-crate",
+ "proc-macro2",
+ "quote",
+ "regex",
+ "relative-path",
+ "rustc_version",
+ "syn 2.0.108",
+ "unicode-ident",
+]
+
 [[package]]
 name = "rust-ini"
 version = "0.21.3"
@@ -4008,9 +4001,9 @@ dependencies = [
 
 [[package]]
 name = "sqlparser"
-version = "0.58.0"
+version = "0.59.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec4b661c54b1e4b603b37873a18c59920e4c51ea8ea2cf527d925424dbd4437c"
+checksum = "4591acadbcf52f0af60eafbb2c003232b2b4cd8de5f0e9437cb8b1b59046cc0f"
 dependencies = [
  "log",
  "recursive",
diff --git a/bindings/python/Cargo.toml b/bindings/python/Cargo.toml
index 953d4a98fc..499dd4c72c 100644
--- a/bindings/python/Cargo.toml
+++ b/bindings/python/Cargo.toml
@@ -31,11 +31,11 @@ license = "Apache-2.0"
 crate-type = ["cdylib"]
 
 [dependencies]
-arrow = { version = "56", features = ["pyarrow", "chrono-tz"] }
+arrow = { version = "57.0", features = ["pyarrow", "chrono-tz"] }
 iceberg = { path = "../../crates/iceberg" }
-pyo3 = { version = "0.25", features = ["extension-module", "abi3-py310"] }
+pyo3 = { version = "0.26", features = ["extension-module", "abi3-py310"] }
 iceberg-datafusion = { path = "../../crates/integrations/datafusion" }
-datafusion-ffi = { version = "50" }
+datafusion-ffi = { version = "51.0" }
 tokio = { version = "1.46.1", default-features = false }
 
 [profile.release]
diff --git a/bindings/python/src/transform.rs b/bindings/python/src/transform.rs
index 24e9f061dd..c159d573fc 100644
--- a/bindings/python/src/transform.rs
+++ b/bindings/python/src/transform.rs
@@ -24,46 +24,46 @@ use pyo3::prelude::*;
 use crate::error::to_py_err;
 
 #[pyfunction]
-pub fn identity(py: Python, array: PyObject) -> PyResult<PyObject> {
+pub fn identity(py: Python, array: Py<PyAny>) -> PyResult<Py<PyAny>> {
     apply(py, array, Transform::Identity)
 }
 
 #[pyfunction]
-pub fn void(py: Python, array: PyObject) -> PyResult<PyObject> {
+pub fn void(py: Python, array: Py<PyAny>) -> PyResult<Py<PyAny>> {
     apply(py, array, Transform::Void)
 }
 
 #[pyfunction]
-pub fn year(py: Python, array: PyObject) -> PyResult<PyObject> {
+pub fn year(py: Python, array: Py<PyAny>) -> PyResult<Py<PyAny>> {
     apply(py, array, Transform::Year)
 }
 
 #[pyfunction]
-pub fn month(py: Python, array: PyObject) -> PyResult<PyObject> {
+pub fn month(py: Python, array: Py<PyAny>) -> PyResult<Py<PyAny>> {
     apply(py, array, Transform::Month)
 }
 
 #[pyfunction]
-pub fn day(py: Python, array: PyObject) -> PyResult<PyObject> {
+pub fn day(py: Python, array: Py<PyAny>) -> PyResult<Py<PyAny>> {
     apply(py, array, Transform::Day)
 }
 
 #[pyfunction]
-pub fn hour(py: Python, array: PyObject) -> PyResult<PyObject> {
+pub fn hour(py: Python, array: Py<PyAny>) -> PyResult<Py<PyAny>> {
     apply(py, array, Transform::Hour)
 }
 
 #[pyfunction]
-pub fn bucket(py: Python, array: PyObject, num_buckets: u32) -> PyResult<PyObject> {
+pub fn bucket(py: Python, array: Py<PyAny>, num_buckets: u32) -> PyResult<Py<PyAny>> {
     apply(py, array, Transform::Bucket(num_buckets))
 }
 
 #[pyfunction]
-pub fn truncate(py: Python, array: PyObject, width: u32) -> PyResult<PyObject> {
+pub fn truncate(py: Python, array: Py<PyAny>, width: u32) -> PyResult<Py<PyAny>> {
     apply(py, array, Transform::Truncate(width))
 }
 
-fn apply(py: Python, array: PyObject, transform: Transform) -> PyResult<PyObject> {
+fn apply(py: Python, array: Py<PyAny>, transform: Transform) -> PyResult<Py<PyAny>> {
     // import
     let array = ArrayData::from_pyarrow_bound(array.bind(py))?;
     let array = make_array(array);
@@ -71,7 +71,7 @@ fn apply(py: Python, array: PyObject, transform: Transform) -> PyResult<PyObject
     let array = transform_function.transform(array).map_err(to_py_err)?;
     // export
     let array = array.into_data();
-    array.to_pyarrow(py)
+    Ok(array.to_pyarrow(py)?.unbind())
 }
 
 pub fn register_module(py: Python<'_>, m: &Bound<'_, PyModule>) -> PyResult<()> {
diff --git a/crates/catalog/glue/src/catalog.rs b/crates/catalog/glue/src/catalog.rs
index dce287ed6e..37a7996f80 100644
--- a/crates/catalog/glue/src/catalog.rs
+++ b/crates/catalog/glue/src/catalog.rs
@@ -151,33 +151,33 @@ impl GlueCatalog {
     async fn new(config: GlueCatalogConfig) -> Result<Self> {
         let sdk_config = create_sdk_config(&config.props, config.uri.as_ref()).await;
         let mut file_io_props = config.props.clone();
-        if !file_io_props.contains_key(S3_ACCESS_KEY_ID) {
-            if let Some(access_key_id) = file_io_props.get(AWS_ACCESS_KEY_ID) {
-                file_io_props.insert(S3_ACCESS_KEY_ID.to_string(), access_key_id.to_string());
-            }
+        if !file_io_props.contains_key(S3_ACCESS_KEY_ID)
+            && let Some(access_key_id) = file_io_props.get(AWS_ACCESS_KEY_ID)
+        {
+            file_io_props.insert(S3_ACCESS_KEY_ID.to_string(), access_key_id.to_string());
         }
-        if !file_io_props.contains_key(S3_SECRET_ACCESS_KEY) {
-            if let Some(secret_access_key) = file_io_props.get(AWS_SECRET_ACCESS_KEY) {
-                file_io_props.insert(
-                    S3_SECRET_ACCESS_KEY.to_string(),
-                    secret_access_key.to_string(),
-                );
-            }
+        if !file_io_props.contains_key(S3_SECRET_ACCESS_KEY)
+            && let Some(secret_access_key) = file_io_props.get(AWS_SECRET_ACCESS_KEY)
+        {
+            file_io_props.insert(
+                S3_SECRET_ACCESS_KEY.to_string(),
+                secret_access_key.to_string(),
+            );
         }
-        if !file_io_props.contains_key(S3_REGION) {
-            if let Some(region) = file_io_props.get(AWS_REGION_NAME) {
-                file_io_props.insert(S3_REGION.to_string(), region.to_string());
-            }
+        if !file_io_props.contains_key(S3_REGION)
+            && let Some(region) = file_io_props.get(AWS_REGION_NAME)
+        {
+            file_io_props.insert(S3_REGION.to_string(), region.to_string());
         }
-        if !file_io_props.contains_key(S3_SESSION_TOKEN) {
-            if let Some(session_token) = file_io_props.get(AWS_SESSION_TOKEN) {
-                file_io_props.insert(S3_SESSION_TOKEN.to_string(), session_token.to_string());
-            }
+        if !file_io_props.contains_key(S3_SESSION_TOKEN)
+            && let Some(session_token) = file_io_props.get(AWS_SESSION_TOKEN)
+        {
+            file_io_props.insert(S3_SESSION_TOKEN.to_string(), session_token.to_string());
         }
-        if !file_io_props.contains_key(S3_ENDPOINT) {
-            if let Some(aws_endpoint) = config.uri.as_ref() {
-                file_io_props.insert(S3_ENDPOINT.to_string(), aws_endpoint.to_string());
-            }
+        if !file_io_props.contains_key(S3_ENDPOINT)
+            && let Some(aws_endpoint) = config.uri.as_ref()
+        {
+            file_io_props.insert(S3_ENDPOINT.to_string(), aws_endpoint.to_string());
         }
 
         let client = aws_sdk_glue::Client::new(&sdk_config);
diff --git a/crates/iceberg/Cargo.toml b/crates/iceberg/Cargo.toml
index 895a5cf5e4..8a775a07b7 100644
--- a/crates/iceberg/Cargo.toml
+++ b/crates/iceberg/Cargo.toml
@@ -28,6 +28,9 @@ keywords = ["iceberg"]
 license = { workspace = true }
 repository = { workspace = true }
 
+[lints]
+workspace = true
+
 [features]
 default = ["storage-memory", "storage-fs", "storage-s3", "tokio"]
 storage-all = ["storage-memory", "storage-fs", "storage-s3", "storage-gcs"]
@@ -87,7 +90,6 @@ serde_repr = { workspace = true }
 serde_with = { workspace = true }
 smol = { workspace = true, optional = true }
 strum = { workspace = true, features = ["derive"] }
-thrift = { workspace = true }
 tokio = { workspace = true, optional = false, features = ["sync"] }
 typed-builder = { workspace = true }
 url = { workspace = true }
diff --git a/crates/iceberg/src/arrow/reader.rs b/crates/iceberg/src/arrow/reader.rs
index ab5a96f751..af0ae21762 100644
--- a/crates/iceberg/src/arrow/reader.rs
+++ b/crates/iceberg/src/arrow/reader.rs
@@ -485,10 +485,10 @@ impl ArrowReader {
                     // we need to call next() to update the cache with the newly positioned value.
                     delete_vector_iter.advance_to(next_row_group_base_idx);
                     // Only update the cache if the cached value is stale (in the skipped range)
-                    if let Some(cached_idx) = next_deleted_row_idx_opt {
-                        if cached_idx < next_row_group_base_idx {
-                            next_deleted_row_idx_opt = delete_vector_iter.next();
-                        }
+                    if let Some(cached_idx) = next_deleted_row_idx_opt
+                        && cached_idx < next_row_group_base_idx
+                    {
+                        next_deleted_row_idx_opt = delete_vector_iter.next();
                     }
 
                     // still increment the current page base index but then skip to the next row group
@@ -842,10 +842,10 @@ impl ArrowReader {
         };
 
         // If all row groups were filtered out, return an empty RowSelection (select no rows)
-        if let Some(selected_row_groups) = selected_row_groups {
-            if selected_row_groups.is_empty() {
-                return Ok(RowSelection::from(Vec::new()));
-            }
+        if let Some(selected_row_groups) = selected_row_groups
+            && selected_row_groups.is_empty()
+        {
+            return Ok(RowSelection::from(Vec::new()));
         }
 
         let mut selected_row_groups_idx = 0;
@@ -878,10 +878,10 @@ impl ArrowReader {
 
             results.push(selections_for_page);
 
-            if let Some(selected_row_groups) = selected_row_groups {
-                if selected_row_groups_idx == selected_row_groups.len() {
-                    break;
-                }
+            if let Some(selected_row_groups) = selected_row_groups
+                && selected_row_groups_idx == selected_row_groups.len()
+            {
+                break;
             }
         }
 
@@ -1012,14 +1012,13 @@ fn apply_name_mapping_to_arrow_schema(
 
             let mut metadata = field.metadata().clone();
 
-            if let Some(mapped_field) = mapped_field_opt {
-                if let Some(field_id) = mapped_field.field_id() {
-                    // Field found in mapping with a field_id → assign it
-                    metadata.insert(PARQUET_FIELD_ID_META_KEY.to_string(), field_id.to_string());
-                }
-                // If field_id is None, leave the field without an ID (will be filtered by projection)
+            if let Some(mapped_field) = mapped_field_opt
+                && let Some(field_id) = mapped_field.field_id()
+            {
+                // Field found in mapping with a field_id → assign it
+                metadata.insert(PARQUET_FIELD_ID_META_KEY.to_string(), field_id.to_string());
             }
-            // If field not found in mapping, leave it without an ID (will be filtered by projection)
+            // If field_id is None, leave the field without an ID (will be filtered by projection)
 
             Field::new(field.name(), field.data_type().clone(), field.is_nullable())
                 .with_metadata(metadata)
@@ -1896,7 +1895,7 @@ message schema {
         assert_eq!(err.kind(), ErrorKind::DataInvalid);
         assert_eq!(
             err.to_string(),
-            "DataInvalid => Unsupported Arrow data type: Duration(Microsecond)".to_string()
+            "DataInvalid => Unsupported Arrow data type: Duration(µs)".to_string()
         );
 
         // Omitting field c2, we still get an error due to c3 being selected
@@ -2122,7 +2121,7 @@ message schema {
             .set_compression(Compression::SNAPPY)
             .build();
 
-        let file = File::create(format!("{}/1.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/1.parquet")).unwrap();
         let mut writer =
             ArrowWriter::try_new(file, to_write.schema(), Some(props.clone())).unwrap();
 
@@ -2303,7 +2302,7 @@ message schema {
 
         let tmp_dir = TempDir::new().unwrap();
         let table_location = tmp_dir.path().to_str().unwrap().to_string();
-        let file_path = format!("{}/multi_row_group.parquet", &table_location);
+        let file_path = format!("{table_location}/multi_row_group.parquet");
 
         // Force each batch into its own row group for testing byte range filtering.
         let batch1 = RecordBatch::try_new(arrow_schema.clone(), vec![Arc::new(Int32Array::from(
@@ -2507,7 +2506,7 @@ message schema {
         let props = WriterProperties::builder()
             .set_compression(Compression::SNAPPY)
             .build();
-        let file = File::create(format!("{}/old_file.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/old_file.parquet")).unwrap();
         let mut writer = ArrowWriter::try_new(file, to_write.schema(), Some(props)).unwrap();
         writer.write(&to_write).expect("Writing batch");
         writer.close().unwrap();
@@ -2613,7 +2612,7 @@ message schema {
         // Step 1: Create data file with 200 rows in 2 row groups
         // Row group 0: rows 0-99 (ids 1-100)
         // Row group 1: rows 100-199 (ids 101-200)
-        let data_file_path = format!("{}/data.parquet", &table_location);
+        let data_file_path = format!("{table_location}/data.parquet");
 
         let batch1 = RecordBatch::try_new(arrow_schema.clone(), vec![Arc::new(
             Int32Array::from_iter_values(1..=100),
@@ -2647,7 +2646,7 @@ message schema {
         );
 
         // Step 2: Create position delete file that deletes row 199 (id=200, last row in row group 1)
-        let delete_file_path = format!("{}/deletes.parquet", &table_location);
+        let delete_file_path = format!("{table_location}/deletes.parquet");
 
         let delete_schema = Arc::new(ArrowSchema::new(vec![
             Field::new("file_path", DataType::Utf8, false).with_metadata(HashMap::from([(
@@ -2712,15 +2711,14 @@ message schema {
         // Step 4: Verify we got 199 rows (not 200)
         let total_rows: usize = result.iter().map(|b| b.num_rows()).sum();
 
-        println!("Total rows read: {}", total_rows);
+        println!("Total rows read: {total_rows}");
         println!("Expected: 199 rows (deleted row 199 which had id=200)");
 
         // This assertion will FAIL before the fix and PASS after the fix
         assert_eq!(
             total_rows, 199,
-            "Expected 199 rows after deleting row 199, but got {} rows. \
-             The bug causes position deletes in later row groups to be ignored.",
-            total_rows
+            "Expected 199 rows after deleting row 199, but got {total_rows} rows. \
+             The bug causes position deletes in later row groups to be ignored."
         );
 
         // Verify the deleted row (id=200) is not present
@@ -2807,7 +2805,7 @@ message schema {
         // Step 1: Create data file with 200 rows in 2 row groups
         // Row group 0: rows 0-99 (ids 1-100)
         // Row group 1: rows 100-199 (ids 101-200)
-        let data_file_path = format!("{}/data.parquet", &table_location);
+        let data_file_path = format!("{table_location}/data.parquet");
 
         let batch1 = RecordBatch::try_new(arrow_schema.clone(), vec![Arc::new(
             Int32Array::from_iter_values(1..=100),
@@ -2841,7 +2839,7 @@ message schema {
         );
 
         // Step 2: Create position delete file that deletes row 199 (id=200, last row in row group 1)
-        let delete_file_path = format!("{}/deletes.parquet", &table_location);
+        let delete_file_path = format!("{table_location}/deletes.parquet");
 
         let delete_schema = Arc::new(ArrowSchema::new(vec![
             Field::new("file_path", DataType::Utf8, false).with_metadata(HashMap::from([(
@@ -2931,16 +2929,15 @@ message schema {
         // Row group 1 has 100 rows (ids 101-200), minus 1 delete (id=200) = 99 rows
         let total_rows: usize = result.iter().map(|b| b.num_rows()).sum();
 
-        println!("Total rows read from row group 1: {}", total_rows);
+        println!("Total rows read from row group 1: {total_rows}");
         println!("Expected: 99 rows (row group 1 has 100 rows, 1 delete at position 199)");
 
         // This assertion will FAIL before the fix and PASS after the fix
         assert_eq!(
             total_rows, 99,
-            "Expected 99 rows from row group 1 after deleting position 199, but got {} rows. \
+            "Expected 99 rows from row group 1 after deleting position 199, but got {total_rows} rows. \
              The bug causes position deletes to be lost when advance_to() is followed by next() \
-             when skipping unselected row groups.",
-            total_rows
+             when skipping unselected row groups."
         );
 
         // Verify the deleted row (id=200) is not present
@@ -3029,7 +3026,7 @@ message schema {
         // Step 1: Create data file with 200 rows in 2 row groups
         // Row group 0: rows 0-99 (ids 1-100)
         // Row group 1: rows 100-199 (ids 101-200)
-        let data_file_path = format!("{}/data.parquet", &table_location);
+        let data_file_path = format!("{table_location}/data.parquet");
 
         let batch1 = RecordBatch::try_new(arrow_schema.clone(), vec![Arc::new(
             Int32Array::from_iter_values(1..=100),
@@ -3063,7 +3060,7 @@ message schema {
         );
 
         // Step 2: Create position delete file that deletes row 0 (id=1, first row in row group 0)
-        let delete_file_path = format!("{}/deletes.parquet", &table_location);
+        let delete_file_path = format!("{table_location}/deletes.parquet");
 
         let delete_schema = Arc::new(ArrowSchema::new(vec![
             Field::new("file_path", DataType::Utf8, false).with_metadata(HashMap::from([(
@@ -3209,7 +3206,7 @@ message schema {
             .set_compression(Compression::SNAPPY)
             .build();
 
-        let file = File::create(format!("{}/1.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/1.parquet")).unwrap();
         let mut writer = ArrowWriter::try_new(file, to_write.schema(), Some(props)).unwrap();
 
         writer.write(&to_write).expect("Writing batch");
@@ -3222,7 +3219,7 @@ message schema {
                 start: 0,
                 length: 0,
                 record_count: None,
-                data_file_path: format!("{}/1.parquet", table_location),
+                data_file_path: format!("{table_location}/1.parquet"),
                 data_file_format: DataFileFormat::Parquet,
                 schema: schema.clone(),
                 project_field_ids: vec![1, 2],
@@ -3306,7 +3303,7 @@ message schema {
             .set_compression(Compression::SNAPPY)
             .build();
 
-        let file = File::create(format!("{}/1.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/1.parquet")).unwrap();
         let mut writer = ArrowWriter::try_new(file, to_write.schema(), Some(props)).unwrap();
 
         writer.write(&to_write).expect("Writing batch");
@@ -3319,7 +3316,7 @@ message schema {
                 start: 0,
                 length: 0,
                 record_count: None,
-                data_file_path: format!("{}/1.parquet", table_location),
+                data_file_path: format!("{table_location}/1.parquet"),
                 data_file_format: DataFileFormat::Parquet,
                 schema: schema.clone(),
                 project_field_ids: vec![1, 3],
@@ -3392,7 +3389,7 @@ message schema {
             .set_compression(Compression::SNAPPY)
             .build();
 
-        let file = File::create(format!("{}/1.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/1.parquet")).unwrap();
         let mut writer = ArrowWriter::try_new(file, to_write.schema(), Some(props)).unwrap();
 
         writer.write(&to_write).expect("Writing batch");
@@ -3405,7 +3402,7 @@ message schema {
                 start: 0,
                 length: 0,
                 record_count: None,
-                data_file_path: format!("{}/1.parquet", table_location),
+                data_file_path: format!("{table_location}/1.parquet"),
                 data_file_format: DataFileFormat::Parquet,
                 schema: schema.clone(),
                 project_field_ids: vec![1, 2, 3],
@@ -3480,7 +3477,7 @@ message schema {
             .set_max_row_group_size(2)
             .build();
 
-        let file = File::create(format!("{}/1.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/1.parquet")).unwrap();
         let mut writer = ArrowWriter::try_new(file, arrow_schema.clone(), Some(props)).unwrap();
 
         // Write 6 rows in 3 batches (will create 3 row groups)
@@ -3505,7 +3502,7 @@ message schema {
                 start: 0,
                 length: 0,
                 record_count: None,
-                data_file_path: format!("{}/1.parquet", table_location),
+                data_file_path: format!("{table_location}/1.parquet"),
                 data_file_format: DataFileFormat::Parquet,
                 schema: schema.clone(),
                 project_field_ids: vec![1, 2],
@@ -3546,7 +3543,7 @@ message schema {
         assert_eq!(all_values.len(), 6);
 
         for i in 0..6 {
-            assert_eq!(all_names[i], format!("name_{}", i));
+            assert_eq!(all_names[i], format!("name_{i}"));
             assert_eq!(all_values[i], i as i32);
         }
     }
@@ -3621,7 +3618,7 @@ message schema {
             .set_compression(Compression::SNAPPY)
             .build();
 
-        let file = File::create(format!("{}/1.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/1.parquet")).unwrap();
         let mut writer = ArrowWriter::try_new(file, to_write.schema(), Some(props)).unwrap();
 
         writer.write(&to_write).expect("Writing batch");
@@ -3634,7 +3631,7 @@ message schema {
                 start: 0,
                 length: 0,
                 record_count: None,
-                data_file_path: format!("{}/1.parquet", table_location),
+                data_file_path: format!("{table_location}/1.parquet"),
                 data_file_format: DataFileFormat::Parquet,
                 schema: schema.clone(),
                 project_field_ids: vec![1, 2],
@@ -3718,7 +3715,7 @@ message schema {
             .set_compression(Compression::SNAPPY)
             .build();
 
-        let file = File::create(format!("{}/1.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/1.parquet")).unwrap();
         let mut writer = ArrowWriter::try_new(file, to_write.schema(), Some(props)).unwrap();
         writer.write(&to_write).expect("Writing batch");
         writer.close().unwrap();
@@ -3730,7 +3727,7 @@ message schema {
                 start: 0,
                 length: 0,
                 record_count: None,
-                data_file_path: format!("{}/1.parquet", table_location),
+                data_file_path: format!("{table_location}/1.parquet"),
                 data_file_format: DataFileFormat::Parquet,
                 schema: schema.clone(),
                 project_field_ids: vec![1, 5, 2],
@@ -3820,7 +3817,7 @@ message schema {
             .set_compression(Compression::SNAPPY)
             .build();
 
-        let file = File::create(format!("{}/1.parquet", &table_location)).unwrap();
+        let file = File::create(format!("{table_location}/1.parquet")).unwrap();
         let mut writer = ArrowWriter::try_new(file, to_write.schema(), Some(props)).unwrap();
         writer.write(&to_write).expect("Writing batch");
         writer.close().unwrap();
@@ -3839,7 +3836,7 @@ message schema {
                 start: 0,
                 length: 0,
                 record_count: None,
-                data_file_path: format!("{}/1.parquet", table_location),
+                data_file_path: format!("{table_location}/1.parquet"),
                 data_file_format: DataFileFormat::Parquet,
                 schema: schema.clone(),
                 project_field_ids: vec![1, 2, 3],
@@ -3978,7 +3975,7 @@ message schema {
                 start: 0,
                 length: 0,
                 record_count: None,
-                data_file_path: format!("{}/data.parquet", table_location),
+                data_file_path: format!("{table_location}/data.parquet"),
                 data_file_format: DataFileFormat::Parquet,
                 schema: schema.clone(),
                 project_field_ids: vec![1, 2],
diff --git a/crates/iceberg/src/arrow/record_batch_projector.rs b/crates/iceberg/src/arrow/record_batch_projector.rs
index 45de0212e8..7028eee961 100644
--- a/crates/iceberg/src/arrow/record_batch_projector.rs
+++ b/crates/iceberg/src/arrow/record_batch_projector.rs
@@ -133,25 +133,24 @@ impl RecordBatchProjector {
     {
         for (pos, field) in fields.iter().enumerate() {
             let id = field_id_fetch_func(field)?;
-            if let Some(id) = id {
-                if target_field_id == id {
-                    index_vec.push(pos);
-                    return Ok(Some(field.clone()));
-                }
+            if let Some(id) = id
+                && target_field_id == id
+            {
+                index_vec.push(pos);
+                return Ok(Some(field.clone()));
             }
-            if let DataType::Struct(inner) = field.data_type() {
-                if searchable_field_func(field) {
-                    if let Some(res) = Self::fetch_field_index(
-                        inner,
-                        index_vec,
-                        target_field_id,
-                        field_id_fetch_func,
-                        searchable_field_func,
-                    )? {
-                        index_vec.push(pos);
-                        return Ok(Some(res));
-                    }
-                }
+            if let DataType::Struct(inner) = field.data_type()
+                && searchable_field_func(field)
+                && let Some(res) = Self::fetch_field_index(
+                    inner,
+                    index_vec,
+                    target_field_id,
+                    field_id_fetch_func,
+                    searchable_field_func,
+                )?
+            {
+                index_vec.push(pos);
+                return Ok(Some(res));
             }
         }
         Ok(None)
diff --git a/crates/iceberg/src/arrow/record_batch_transformer.rs b/crates/iceberg/src/arrow/record_batch_transformer.rs
index a20adb6a5a..d79299f765 100644
--- a/crates/iceberg/src/arrow/record_batch_transformer.rs
+++ b/crates/iceberg/src/arrow/record_batch_transformer.rs
@@ -492,7 +492,7 @@ impl RecordBatchTransformer {
                 let this_field_id = field_id_str.parse().map_err(|e| {
                     Error::new(
                         ErrorKind::DataInvalid,
-                        format!("field id not parseable as an i32: {}", e),
+                        format!("field id not parseable as an i32: {e}"),
                     )
                 })?;
 
@@ -615,7 +615,7 @@ impl RecordBatchTransformer {
             (dt, _) => {
                 return Err(Error::new(
                     ErrorKind::Unexpected,
-                    format!("unexpected target column type {}", dt),
+                    format!("unexpected target column type {dt}"),
                 ));
             }
         })
diff --git a/crates/iceberg/src/arrow/value.rs b/crates/iceberg/src/arrow/value.rs
index f1cf225bb4..eb675dff31 100644
--- a/crates/iceberg/src/arrow/value.rs
+++ b/crates/iceberg/src/arrow/value.rs
@@ -258,15 +258,15 @@ impl SchemaWithPartnerVisitor<ArrayRef> for ArrowArrayToIcebergStructConverter {
                             "The partner is not a decimal128 array",
                         )
                     })?;
-                if let DataType::Decimal128(arrow_precision, arrow_scale) = array.data_type() {
-                    if *arrow_precision as u32 != *precision || *arrow_scale as u32 != *scale {
-                        return Err(Error::new(
-                            ErrorKind::DataInvalid,
-                            format!(
-                                "The precision or scale ({arrow_precision},{arrow_scale}) of arrow decimal128 array is not compatible with iceberg decimal type ({precision},{scale})"
-                            ),
-                        ));
-                    }
+                if let DataType::Decimal128(arrow_precision, arrow_scale) = array.data_type()
+                    && (*arrow_precision as u32 != *precision || *arrow_scale as u32 != *scale)
+                {
+                    return Err(Error::new(
+                        ErrorKind::DataInvalid,
+                        format!(
+                            "The precision or scale ({arrow_precision},{arrow_scale}) of arrow decimal128 array is not compatible with iceberg decimal type ({precision},{scale})"
+                        ),
+                    ));
                 }
                 Ok(array.iter().map(|v| v.map(Literal::decimal)).collect())
             }
@@ -348,10 +348,10 @@ impl SchemaWithPartnerVisitor<ArrayRef> for ArrowArrayToIcebergStructConverter {
                 } else if let Some(array) = partner.as_any().downcast_ref::<StringArray>() {
                     Ok(array.iter().map(|v| v.map(Literal::string)).collect())
                 } else {
-                    return Err(Error::new(
+                    Err(Error::new(
                         ErrorKind::DataInvalid,
                         "The partner is not a string array",
-                    ));
+                    ))
                 }
             }
             PrimitiveType::Uuid => {
@@ -415,10 +415,10 @@ impl SchemaWithPartnerVisitor<ArrayRef> for ArrowArrayToIcebergStructConverter {
                         .map(|v| v.map(|v| Literal::binary(v.to_vec())))
                         .collect())
                 } else {
-                    return Err(Error::new(
+                    Err(Error::new(
                         ErrorKind::DataInvalid,
                         "The partner is not a binary array",
-                    ));
+                    ))
                 }
             }
         }
diff --git a/crates/iceberg/src/catalog/mod.rs b/crates/iceberg/src/catalog/mod.rs
index 27d5edaedb..f3a521379e 100644
--- a/crates/iceberg/src/catalog/mod.rs
+++ b/crates/iceberg/src/catalog/mod.rs
@@ -1000,13 +1000,13 @@ mod _serde_set_statistics {
             snapshot_id,
             statistics,
         } = SetStatistics::deserialize(deserializer)?;
-        if let Some(snapshot_id) = snapshot_id {
-            if snapshot_id != statistics.snapshot_id {
-                return Err(serde::de::Error::custom(format!(
-                    "Snapshot id to set {snapshot_id} does not match the statistics file snapshot id {}",
-                    statistics.snapshot_id
-                )));
-            }
+        if let Some(snapshot_id) = snapshot_id
+            && snapshot_id != statistics.snapshot_id
+        {
+            return Err(serde::de::Error::custom(format!(
+                "Snapshot id to set {snapshot_id} does not match the statistics file snapshot id {}",
+                statistics.snapshot_id
+            )));
         }
 
         Ok(statistics)
diff --git a/crates/iceberg/src/delete_vector.rs b/crates/iceberg/src/delete_vector.rs
index f382bf079e..df8a10193c 100644
--- a/crates/iceberg/src/delete_vector.rs
+++ b/crates/iceberg/src/delete_vector.rs
@@ -36,7 +36,7 @@ impl DeleteVector {
         }
     }
 
-    pub fn iter(&self) -> DeleteVectorIterator {
+    pub fn iter(&self) -> DeleteVectorIterator<'_> {
         let outer = self.inner.bitmaps();
         DeleteVectorIterator { outer, inner: None }
     }
@@ -93,10 +93,10 @@ impl Iterator for DeleteVectorIterator<'_> {
     type Item = u64;
 
     fn next(&mut self) -> Option<Self::Item> {
-        if let Some(inner) = &mut self.inner {
-            if let Some(inner_next) = inner.bitmap_iter.next() {
-                return Some(u64::from(inner.high_bits) << 32 | u64::from(inner_next));
-            }
+        if let Some(inner) = &mut self.inner
+            && let Some(inner_next) = inner.bitmap_iter.next()
+        {
+            return Some(u64::from(inner.high_bits) << 32 | u64::from(inner_next));
         }
 
         if let Some((high_bits, next_bitmap)) = self.outer.next() {
diff --git a/crates/iceberg/src/expr/visitors/manifest_evaluator.rs b/crates/iceberg/src/expr/visitors/manifest_evaluator.rs
index abbd136cb1..770163ae95 100644
--- a/crates/iceberg/src/expr/visitors/manifest_evaluator.rs
+++ b/crates/iceberg/src/expr/visitors/manifest_evaluator.rs
@@ -161,10 +161,10 @@ impl BoundPredicateVisitor for ManifestFilterVisitor<'_> {
         _predicate: &BoundPredicate,
     ) -> crate::Result<bool> {
         let field = self.field_summary_for_reference(reference);
-        if let Some(contains_nan) = field.contains_nan {
-            if !contains_nan {
-                return ROWS_CANNOT_MATCH;
-            }
+        if let Some(contains_nan) = field.contains_nan
+            && !contains_nan
+        {
+            return ROWS_CANNOT_MATCH;
         }
 
         if ManifestFilterVisitor::are_all_null(field, &reference.field().field_type) {
@@ -389,16 +389,16 @@ impl BoundPredicateVisitor for ManifestFilterVisitor<'_> {
                 return ROWS_MIGHT_MATCH;
             }
 
-            if prefix.as_bytes().eq(&lower_bound[..prefix_len]) {
-                if let Some(upper_bound) = &field.upper_bound {
-                    // if upper is shorter than the prefix then upper can't start with the prefix
-                    if prefix_len > upper_bound.len() {
-                        return ROWS_MIGHT_MATCH;
-                    }
+            if prefix.as_bytes().eq(&lower_bound[..prefix_len])
+                && let Some(upper_bound) = &field.upper_bound
+            {
+                // if upper is shorter than the prefix then upper can't start with the prefix
+                if prefix_len > upper_bound.len() {
+                    return ROWS_MIGHT_MATCH;
+                }
 
-                    if prefix.as_bytes().eq(&upper_bound[..prefix_len]) {
-                        return ROWS_CANNOT_MATCH;
-                    }
+                if prefix.as_bytes().eq(&upper_bound[..prefix_len]) {
+                    return ROWS_CANNOT_MATCH;
                 }
             }
         }
diff --git a/crates/iceberg/src/expr/visitors/page_index_evaluator.rs b/crates/iceberg/src/expr/visitors/page_index_evaluator.rs
index 3745d94d18..66e2898532 100644
--- a/crates/iceberg/src/expr/visitors/page_index_evaluator.rs
+++ b/crates/iceberg/src/expr/visitors/page_index_evaluator.rs
@@ -23,7 +23,7 @@ use fnv::FnvHashSet;
 use ordered_float::OrderedFloat;
 use parquet::arrow::arrow_reader::{RowSelection, RowSelector};
 use parquet::file::metadata::RowGroupMetaData;
-use parquet::file::page_index::index::Index;
+use parquet::file::page_index::column_index::ColumnIndexMetaData;
 use parquet::file::page_index::offset_index::OffsetIndexMetaData;
 
 use crate::expr::visitors::bound_predicate_visitor::{BoundPredicateVisitor, visit};
@@ -59,7 +59,7 @@ impl PageNullCount {
 }
 
 pub(crate) struct PageIndexEvaluator<'a> {
-    column_index: &'a [Index],
+    column_index: &'a [ColumnIndexMetaData],
     offset_index: &'a OffsetIndex,
     row_group_metadata: &'a RowGroupMetaData,
     iceberg_field_id_to_parquet_column_index: &'a HashMap<i32, usize>,
@@ -69,7 +69,7 @@ pub(crate) struct PageIndexEvaluator<'a> {
 
 impl<'a> PageIndexEvaluator<'a> {
     pub(crate) fn new(
-        column_index: &'a [Index],
+        column_index: &'a [ColumnIndexMetaData],
         offset_index: &'a OffsetIndex,
         row_group_metadata: &'a RowGroupMetaData,
         field_id_map: &'a HashMap<i32, usize>,
@@ -92,7 +92,7 @@ impl<'a> PageIndexEvaluator<'a> {
     /// matching the filter predicate.
     pub(crate) fn eval(
         filter: &'a BoundPredicate,
-        column_index: &'a [Index],
+        column_index: &'a [ColumnIndexMetaData],
         offset_index: &'a OffsetIndex,
         row_group_metadata: &'a RowGroupMetaData,
         field_id_map: &'a HashMap<i32, usize>,
@@ -240,137 +240,135 @@ impl<'a> PageIndexEvaluator<'a> {
     fn apply_predicate_to_column_index<F>(
         predicate: F,
         field_type: &PrimitiveType,
-        column_index: &Index,
+        column_index: &ColumnIndexMetaData,
         row_counts: &[usize],
     ) -> Result<Option<Vec<bool>>>
     where
         F: Fn(Option<Datum>, Option<Datum>, PageNullCount) -> Result<bool>,
     {
         let result: Result<Vec<bool>> = match column_index {
-            Index::NONE => {
+            ColumnIndexMetaData::NONE => {
                 return Ok(None);
             }
-            Index::BOOLEAN(idx) => idx
-                .indexes
-                .iter()
+            ColumnIndexMetaData::BOOLEAN(idx) => idx
+                .min_values_iter()
+                .zip(idx.max_values_iter())
+                .enumerate()
                 .zip(row_counts.iter())
-                .map(|(item, &row_count)| {
+                .map(|((i, (min, max)), &row_count)| {
                     predicate(
-                        item.min.map(|val| {
+                        min.map(|&val| {
                             Datum::new(field_type.clone(), PrimitiveLiteral::Boolean(val))
                         }),
-                        item.max.map(|val| {
+                        max.map(|&val| {
                             Datum::new(field_type.clone(), PrimitiveLiteral::Boolean(val))
                         }),
-                        PageNullCount::from_row_and_null_counts(row_count, item.null_count),
+                        PageNullCount::from_row_and_null_counts(row_count, idx.null_count(i)),
                     )
                 })
                 .collect(),
-            Index::INT32(idx) => idx
-                .indexes
-                .iter()
+            ColumnIndexMetaData::INT32(idx) => idx
+                .min_values_iter()
+                .zip(idx.max_values_iter())
+                .enumerate()
                 .zip(row_counts.iter())
-                .map(|(item, &row_count)| {
+                .map(|((i, (min, max)), &row_count)| {
                     predicate(
-                        item.min
-                            .map(|val| Datum::new(field_type.clone(), PrimitiveLiteral::Int(val))),
-                        item.max
-                            .map(|val| Datum::new(field_type.clone(), PrimitiveLiteral::Int(val))),
-                        PageNullCount::from_row_and_null_counts(row_count, item.null_count),
+                        min.map(|&val| Datum::new(field_type.clone(), PrimitiveLiteral::Int(val))),
+                        max.map(|&val| Datum::new(field_type.clone(), PrimitiveLiteral::Int(val))),
+                        PageNullCount::from_row_and_null_counts(row_count, idx.null_count(i)),
                     )
                 })
                 .collect(),
-            Index::INT64(idx) => idx
-                .indexes
-                .iter()
+            ColumnIndexMetaData::INT64(idx) => idx
+                .min_values_iter()
+                .zip(idx.max_values_iter())
+                .enumerate()
                 .zip(row_counts.iter())
-                .map(|(item, &row_count)| {
+                .map(|((i, (min, max)), &row_count)| {
                     predicate(
-                        item.min
-                            .map(|val| Datum::new(field_type.clone(), PrimitiveLiteral::Long(val))),
-                        item.max
-                            .map(|val| Datum::new(field_type.clone(), PrimitiveLiteral::Long(val))),
-                        PageNullCount::from_row_and_null_counts(row_count, item.null_count),
+                        min.map(|&val| Datum::new(field_type.clone(), PrimitiveLiteral::Long(val))),
+                        max.map(|&val| Datum::new(field_type.clone(), PrimitiveLiteral::Long(val))),
+                        PageNullCount::from_row_and_null_counts(row_count, idx.null_count(i)),
                     )
                 })
                 .collect(),
-            Index::FLOAT(idx) => idx
-                .indexes
-                .iter()
+            ColumnIndexMetaData::FLOAT(idx) => idx
+                .min_values_iter()
+                .zip(idx.max_values_iter())
+                .enumerate()
                 .zip(row_counts.iter())
-                .map(|(item, &row_count)| {
+                .map(|((i, (min, max)), &row_count)| {
                     predicate(
-                        item.min.map(|val| {
+                        min.map(|&val| {
                             Datum::new(
                                 field_type.clone(),
                                 PrimitiveLiteral::Float(OrderedFloat::from(val)),
                             )
                         }),
-                        item.max.map(|val| {
+                        max.map(|&val| {
                             Datum::new(
                                 field_type.clone(),
                                 PrimitiveLiteral::Float(OrderedFloat::from(val)),
                             )
                         }),
-                        PageNullCount::from_row_and_null_counts(row_count, item.null_count),
+                        PageNullCount::from_row_and_null_counts(row_count, idx.null_count(i)),
                     )
                 })
                 .collect(),
-            Index::DOUBLE(idx) => idx
-                .indexes
-                .iter()
+            ColumnIndexMetaData::DOUBLE(idx) => idx
+                .min_values_iter()
+                .zip(idx.max_values_iter())
+                .enumerate()
                 .zip(row_counts.iter())
-                .map(|(item, &row_count)| {
+                .map(|((i, (min, max)), &row_count)| {
                     predicate(
-                        item.min.map(|val| {
+                        min.map(|&val| {
                             Datum::new(
                                 field_type.clone(),
                                 PrimitiveLiteral::Double(OrderedFloat::from(val)),
                             )
                         }),
-                        item.max.map(|val| {
+                        max.map(|&val| {
                             Datum::new(
                                 field_type.clone(),
                                 PrimitiveLiteral::Double(OrderedFloat::from(val)),
                             )
                         }),
-                        PageNullCount::from_row_and_null_counts(row_count, item.null_count),
+                        PageNullCount::from_row_and_null_counts(row_count, idx.null_count(i)),
                     )
                 })
                 .collect(),
-            Index::BYTE_ARRAY(idx) => idx
-                .indexes
-                .iter()
+            ColumnIndexMetaData::BYTE_ARRAY(idx) => idx
+                .min_values_iter()
+                .zip(idx.max_values_iter())
+                .enumerate()
                 .zip(row_counts.iter())
-                .map(|(item, &row_count)| {
+                .map(|((i, (min, max)), &row_count)| {
                     predicate(
-                        item.min.clone().map(|val| {
+                        min.map(|val| {
                             Datum::new(
                                 field_type.clone(),
-                                PrimitiveLiteral::String(
-                                    String::from_utf8(val.data().to_vec()).unwrap(),
-                                ),
+                                PrimitiveLiteral::String(String::from_utf8(val.to_vec()).unwrap()),
                             )
                         }),
-                        item.max.clone().map(|val| {
+                        max.map(|val| {
                             Datum::new(
                                 field_type.clone(),
-                                PrimitiveLiteral::String(
-                                    String::from_utf8(val.data().to_vec()).unwrap(),
-                                ),
+                                PrimitiveLiteral::String(String::from_utf8(val.to_vec()).unwrap()),
                             )
                         }),
-                        PageNullCount::from_row_and_null_counts(row_count, item.null_count),
+                        PageNullCount::from_row_and_null_counts(row_count, idx.null_count(i)),
                     )
                 })
                 .collect(),
-            Index::FIXED_LEN_BYTE_ARRAY(_) => {
+            ColumnIndexMetaData::FIXED_LEN_BYTE_ARRAY(_) => {
                 return Err(Error::new(
                     ErrorKind::FeatureUnsupported,
                     "unsupported 'FIXED_LEN_BYTE_ARRAY' index type in column_index",
                 ));
             }
-            Index::INT96(_) => {
+            ColumnIndexMetaData::INT96(_) => {
                 return Err(Error::new(
                     ErrorKind::FeatureUnsupported,
                     "unsupported 'INT96' index type in column_index",
@@ -547,16 +545,16 @@ impl BoundPredicateVisitor for PageIndexEvaluator<'_> {
                     return Ok(false);
                 }
 
-                if let Some(min) = min {
-                    if min.gt(datum) {
-                        return Ok(false);
-                    }
+                if let Some(min) = min
+                    && min.gt(datum)
+                {
+                    return Ok(false);
                 }
 
-                if let Some(max) = max {
-                    if max.lt(datum) {
-                        return Ok(false);
-                    }
+                if let Some(max) = max
+                    && max.lt(datum)
+                {
+                    return Ok(false);
                 }
 
                 Ok(true)
@@ -787,28 +785,164 @@ mod tests {
     use std::collections::HashMap;
     use std::sync::Arc;
 
-    use parquet::arrow::arrow_reader::RowSelector;
-    use parquet::basic::{LogicalType as ParquetLogicalType, Type as ParquetPhysicalType};
-    use parquet::data_type::ByteArray;
-    use parquet::file::metadata::{ColumnChunkMetaData, RowGroupMetaData};
-    use parquet::file::page_index::index::{Index, NativeIndex, PageIndex};
-    use parquet::file::page_index::offset_index::OffsetIndexMetaData;
-    use parquet::file::statistics::Statistics;
-    use parquet::format::{BoundaryOrder, PageLocation};
-    use parquet::schema::types::{
-        ColumnDescriptor, ColumnPath, SchemaDescriptor, Type as parquetSchemaType,
+    use arrow_array::{ArrayRef, Float32Array, RecordBatch, StringArray};
+    use arrow_schema::{DataType, Field, Schema as ArrowSchema};
+    use parquet::arrow::ArrowWriter;
+    use parquet::arrow::arrow_reader::{
+        ArrowReaderOptions, ParquetRecordBatchReaderBuilder, RowSelector,
     };
+    use parquet::file::metadata::ParquetMetaData;
+    use parquet::file::properties::WriterProperties;
     use rand::{Rng, thread_rng};
+    use tempfile::NamedTempFile;
 
     use super::PageIndexEvaluator;
     use crate::expr::{Bind, Reference};
     use crate::spec::{Datum, NestedField, PrimitiveType, Schema, Type};
     use crate::{ErrorKind, Result};
 
+    /// Helper function to create a test parquet file with page indexes
+    /// and return the metadata needed for testing
+    fn create_test_parquet_file() -> Result<(Arc<ParquetMetaData>, NamedTempFile)> {
+        let arrow_schema = Arc::new(ArrowSchema::new(vec![
+            Field::new("col_float", DataType::Float32, true),
+            Field::new("col_string", DataType::Utf8, true),
+        ]));
+
+        let temp_file = NamedTempFile::new().unwrap();
+        let file = temp_file.reopen().unwrap();
+
+        let props = WriterProperties::builder()
+            .set_data_page_row_count_limit(1024)
+            .set_write_batch_size(512)
+            .build();
+
+        let mut writer = ArrowWriter::try_new(file, arrow_schema.clone(), Some(props)).unwrap();
+
+        let mut batches = vec![];
+
+        // Batch 1: 1024 rows - strings with AARDVARK, BEAR, BISON
+        let float_vals: Vec<Option<f32>> = vec![None; 1024];
+        let mut string_vals = vec![];
+        string_vals.push(Some("AARDVARK".to_string()));
+        for _ in 1..1023 {
+            string_vals.push(Some("BEAR".to_string()));
+        }
+        string_vals.push(Some("BISON".to_string()));
+
+        batches.push(
+            RecordBatch::try_new(arrow_schema.clone(), vec![
+                Arc::new(Float32Array::from(float_vals)),
+                Arc::new(StringArray::from(string_vals)),
+            ])
+            .unwrap(),
+        );
+
+        // Batch 2: 1024 rows - all DEER
+        let float_vals: Vec<Option<f32>> = vec![None; 1024];
+        let string_vals = vec![Some("DEER".to_string()); 1024];
+
+        batches.push(
+            RecordBatch::try_new(arrow_schema.clone(), vec![
+                Arc::new(Float32Array::from(float_vals)),
+                Arc::new(StringArray::from(string_vals)),
+            ])
+            .unwrap(),
+        );
+
+        // Batch 3: 1024 rows - float 0-10
+        let mut float_vals = vec![];
+        for i in 0..1024 {
+            float_vals.push(Some(i as f32 * 10.0 / 1024.0));
+        }
+        let mut string_vals = vec![];
+        string_vals.push(Some("GIRAFFE".to_string()));
+        string_vals.push(None);
+        for _ in 2..1024 {
+            string_vals.push(Some("HIPPO".to_string()));
+        }
+
+        batches.push(
+            RecordBatch::try_new(arrow_schema.clone(), vec![
+                Arc::new(Float32Array::from(float_vals)),
+                Arc::new(StringArray::from(string_vals)),
+            ])
+            .unwrap(),
+        );
+
+        // Batch 4: 1024 rows - float 10-20
+        let mut float_vals = vec![None];
+        for i in 1..1024 {
+            float_vals.push(Some(10.0 + i as f32 * 10.0 / 1024.0));
+        }
+        let string_vals = vec![Some("HIPPO".to_string()); 1024];
+
+        batches.push(
+            RecordBatch::try_new(arrow_schema.clone(), vec![
+                Arc::new(Float32Array::from(float_vals)),
+                Arc::new(StringArray::from(string_vals)),
+            ])
+            .unwrap(),
+        );
+
+        // Write rows one at a time to give the writer a chance to split into pages
+        for batch in &batches {
+            for i in 0..batch.num_rows() {
+                writer.write(&batch.slice(i, 1)).unwrap();
+            }
+        }
+
+        writer.close().unwrap();
+
+        let file = temp_file.reopen().unwrap();
+        let options = ArrowReaderOptions::new().with_page_index(true);
+        let reader = ParquetRecordBatchReaderBuilder::try_new_with_options(file, options).unwrap();
+        let metadata = reader.metadata().clone();
+
+        Ok((metadata, temp_file))
+    }
+
+    /// Get the test metadata components for testing
+    fn get_test_metadata(
+        metadata: &ParquetMetaData,
+    ) -> (
+        Vec<parquet::file::page_index::column_index::ColumnIndexMetaData>,
+        Vec<parquet::file::page_index::offset_index::OffsetIndexMetaData>,
+        &parquet::file::metadata::RowGroupMetaData,
+    ) {
+        let row_group_metadata = metadata.row_group(0);
+        let column_index = metadata.column_index().unwrap()[0].to_vec();
+        let offset_index = metadata.offset_index().unwrap()[0].to_vec();
+        (column_index, offset_index, row_group_metadata)
+    }
+
     #[test]
     fn eval_matches_no_rows_for_empty_row_group() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(0, 0, None, 0, None)?;
-        let (column_index, offset_index) = create_page_index()?;
+        let arrow_schema = Arc::new(ArrowSchema::new(vec![
+            Field::new("col_float", DataType::Float32, true),
+            Field::new("col_string", DataType::Utf8, true),
+        ]));
+
+        let empty_float: ArrayRef = Arc::new(Float32Array::from(Vec::<Option<f32>>::new()));
+        let empty_string: ArrayRef = Arc::new(StringArray::from(Vec::<Option<String>>::new()));
+        let empty_batch =
+            RecordBatch::try_new(arrow_schema.clone(), vec![empty_float, empty_string]).unwrap();
+
+        let temp_file = NamedTempFile::new().unwrap();
+        let file = temp_file.reopen().unwrap();
+
+        let mut writer = ArrowWriter::try_new(file, arrow_schema, None).unwrap();
+        writer.write(&empty_batch).unwrap();
+        writer.close().unwrap();
+
+        let file = temp_file.reopen().unwrap();
+        let options = ArrowReaderOptions::new().with_page_index(true);
+        let reader = ParquetRecordBatchReaderBuilder::try_new_with_options(file, options).unwrap();
+        let metadata = reader.metadata();
+
+        if metadata.num_row_groups() == 0 || metadata.row_group(0).num_rows() == 0 {
+            return Ok(());
+        }
 
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
@@ -816,27 +950,28 @@ mod tests {
             .greater_than(Datum::float(1.0))
             .bind(iceberg_schema_ref.clone(), false)?;
 
+        let row_group_metadata = metadata.row_group(0);
+        let column_index = metadata.column_index().unwrap()[0].to_vec();
+        let offset_index = metadata.offset_index().unwrap()[0].to_vec();
+
         let result = PageIndexEvaluator::eval(
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
-        let expected = vec![];
-
-        assert_eq!(result, expected);
+        assert_eq!(result.len(), 0);
 
         Ok(())
     }
 
     #[test]
     fn eval_is_null_select_only_pages_with_nulls() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -847,15 +982,15 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
         let expected = vec![
-            RowSelector::select(1024),
-            RowSelector::skip(1024),
             RowSelector::select(2048),
+            RowSelector::skip(1024),
+            RowSelector::select(1024),
         ];
 
         assert_eq!(result, expected);
@@ -865,9 +1000,8 @@ mod tests {
 
     #[test]
     fn eval_is_not_null_dont_select_pages_with_all_nulls() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -878,12 +1012,12 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
-        let expected = vec![RowSelector::skip(1024), RowSelector::select(3072)];
+        let expected = vec![RowSelector::skip(2048), RowSelector::select(2048)];
 
         assert_eq!(result, expected);
 
@@ -892,9 +1026,8 @@ mod tests {
 
     #[test]
     fn eval_is_nan_select_all() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -905,7 +1038,7 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
@@ -919,9 +1052,8 @@ mod tests {
 
     #[test]
     fn eval_not_nan_select_all() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -932,7 +1064,7 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
@@ -946,9 +1078,8 @@ mod tests {
 
     #[test]
     fn eval_inequality_nan_datum_all_rows_except_all_null_pages() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -959,12 +1090,12 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
-        let expected = vec![RowSelector::skip(1024), RowSelector::select(3072)];
+        let expected = vec![RowSelector::skip(2048), RowSelector::select(2048)];
 
         assert_eq!(result, expected);
 
@@ -973,9 +1104,8 @@ mod tests {
 
     #[test]
     fn eval_inequality_pages_containing_value_except_all_null_pages() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -986,16 +1116,15 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
         let expected = vec![
-            RowSelector::skip(1024),
+            RowSelector::skip(2048),
             RowSelector::select(1024),
             RowSelector::skip(1024),
-            RowSelector::select(1024),
         ];
 
         assert_eq!(result, expected);
@@ -1005,9 +1134,8 @@ mod tests {
 
     #[test]
     fn eval_eq_pages_containing_value_except_all_null_pages() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -1018,16 +1146,18 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
+        // Pages 0-1: all null (skip)
+        // Page 2: 0-10 (select, might contain 5.0)
+        // Page 3: 10-20 (skip, min > 5.0)
         let expected = vec![
-            RowSelector::skip(1024),
+            RowSelector::skip(2048),
             RowSelector::select(1024),
             RowSelector::skip(1024),
-            RowSelector::select(1024),
         ];
 
         assert_eq!(result, expected);
@@ -1037,9 +1167,8 @@ mod tests {
 
     #[test]
     fn eval_not_eq_all_rows() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -1050,7 +1179,7 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
@@ -1064,9 +1193,8 @@ mod tests {
 
     #[test]
     fn eval_starts_with_error_float_col() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -1077,7 +1205,7 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         );
@@ -1089,11 +1217,13 @@ mod tests {
 
     #[test]
     fn eval_starts_with_pages_containing_value_except_all_null_pages() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
+        // Test starts_with on string column where only some pages match
+        // Our file has 4 pages: ["AARDVARK".."BISON"], ["DEER"], ["GIRAFFE".."HIPPO"], ["HIPPO"]
+        // Testing starts_with("B") should select only page 0
         let filter = Reference::new("col_string")
             .starts_with(Datum::string("B"))
             .bind(iceberg_schema_ref.clone(), false)?;
@@ -1102,16 +1232,13 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
-        let expected = vec![
-            RowSelector::select(512),
-            RowSelector::skip(3536),
-            RowSelector::select(48),
-        ];
+        // Page 0 has "BEAR" and "BISON" (starts with B), rest don't
+        let expected = vec![RowSelector::select(1024), RowSelector::skip(3072)];
 
         assert_eq!(result, expected);
 
@@ -1121,11 +1248,13 @@ mod tests {
     #[test]
     fn eval_not_starts_with_pages_containing_value_except_pages_with_min_and_max_equal_to_prefix_and_all_null_pages()
     -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
+        // Test not_starts_with where one page has ALL values starting with prefix
+        // Our file has page 1 with all "DEER" (min="DEER", max="DEER")
+        // Testing not_starts_with("DE") should skip page 1 where all values start with "DE"
         let filter = Reference::new("col_string")
             .not_starts_with(Datum::string("DE"))
             .bind(iceberg_schema_ref.clone(), false)?;
@@ -1134,15 +1263,18 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
+        // Page 0: mixed values (select)
+        // Page 1: all "DEER" starting with "DE" (skip)
+        // Pages 2-3: other values not all starting with "DE" (select)
         let expected = vec![
-            RowSelector::select(512),
-            RowSelector::skip(512),
-            RowSelector::select(3072),
+            RowSelector::select(1024),
+            RowSelector::skip(1024),
+            RowSelector::select(2048),
         ];
 
         assert_eq!(result, expected);
@@ -1153,10 +1285,8 @@ mod tests {
     #[test]
     fn eval_in_length_of_set_above_limit_all_rows() -> Result<()> {
         let mut rng = thread_rng();
-
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
         let filter = Reference::new("col_float")
@@ -1167,7 +1297,7 @@ mod tests {
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
@@ -1181,30 +1311,32 @@ mod tests {
 
     #[test]
     fn eval_in_valid_set_size_some_rows() -> Result<()> {
-        let row_group_metadata = create_row_group_metadata(4096, 1000, None, 1000, None)?;
-        let (column_index, offset_index) = create_page_index()?;
-
+        let (metadata, _temp_file) = create_test_parquet_file()?;
+        let (column_index, offset_index, row_group_metadata) = get_test_metadata(&metadata);
         let (iceberg_schema_ref, field_id_map) = build_iceberg_schema_and_field_map()?;
 
+        // Test is_in with multiple values using min/max bounds
+        // Our file has 4 pages: ["AARDVARK".."BISON"], ["DEER"], ["GIRAFFE".."HIPPO"], ["HIPPO"]
+        // Testing is_in(["AARDVARK", "GIRAFFE"]) - both are in different pages
         let filter = Reference::new("col_string")
-            .is_in([Datum::string("AARDVARK"), Datum::string("ICEBERG")])
+            .is_in([Datum::string("AARDVARK"), Datum::string("GIRAFFE")])
             .bind(iceberg_schema_ref.clone(), false)?;
 
         let result = PageIndexEvaluator::eval(
             &filter,
             &column_index,
             &offset_index,
-            &row_group_metadata,
+            row_group_metadata,
             &field_id_map,
             iceberg_schema_ref.as_ref(),
         )?;
 
+        // Page 0 contains "AARDVARK", page 1 doesn't contain either, page 2 contains "GIRAFFE", page 3 doesn't
         let expected = vec![
-            RowSelector::select(512),
-            RowSelector::skip(512),
-            RowSelector::select(2976),
-            RowSelector::skip(48),
-            RowSelector::select(48),
+            RowSelector::select(1024),
+            RowSelector::skip(1024),
+            RowSelector::select(1024),
+            RowSelector::skip(1024),
         ];
 
         assert_eq!(result, expected);
@@ -1235,183 +1367,4 @@ mod tests {
 
         Ok((iceberg_schema_ref, field_id_map))
     }
-
-    fn build_parquet_schema_descriptor() -> Result<Arc<SchemaDescriptor>> {
-        let field_1 = Arc::new(
-            parquetSchemaType::primitive_type_builder("col_float", ParquetPhysicalType::FLOAT)
-                .with_id(Some(1))
-                .build()?,
-        );
-
-        let field_2 = Arc::new(
-            parquetSchemaType::primitive_type_builder(
-                "col_string",
-                ParquetPhysicalType::BYTE_ARRAY,
-            )
-            .with_id(Some(2))
-            .with_logical_type(Some(ParquetLogicalType::String))
-            .build()?,
-        );
-
-        let group_type = Arc::new(
-            parquetSchemaType::group_type_builder("all")
-                .with_id(Some(1000))
-                .with_fields(vec![field_1, field_2])
-                .build()?,
-        );
-
-        let schema_descriptor = SchemaDescriptor::new(group_type);
-        let schema_descriptor_arc = Arc::new(schema_descriptor);
-        Ok(schema_descriptor_arc)
-    }
-
-    fn create_row_group_metadata(
-        num_rows: i64,
-        col_1_num_vals: i64,
-        col_1_stats: Option<Statistics>,
-        col_2_num_vals: i64,
-        col_2_stats: Option<Statistics>,
-    ) -> Result<RowGroupMetaData> {
-        let schema_descriptor_arc = build_parquet_schema_descriptor()?;
-
-        let column_1_desc_ptr = Arc::new(ColumnDescriptor::new(
-            schema_descriptor_arc.column(0).self_type_ptr(),
-            1,
-            1,
-            ColumnPath::new(vec!["col_float".to_string()]),
-        ));
-
-        let column_2_desc_ptr = Arc::new(ColumnDescriptor::new(
-            schema_descriptor_arc.column(1).self_type_ptr(),
-            1,
-            1,
-            ColumnPath::new(vec!["col_string".to_string()]),
-        ));
-
-        let mut col_1_meta =
-            ColumnChunkMetaData::builder(column_1_desc_ptr).set_num_values(col_1_num_vals);
-        if let Some(stats1) = col_1_stats {
-            col_1_meta = col_1_meta.set_statistics(stats1)
-        }
-
-        let mut col_2_meta =
-            ColumnChunkMetaData::builder(column_2_desc_ptr).set_num_values(col_2_num_vals);
-        if let Some(stats2) = col_2_stats {
-            col_2_meta = col_2_meta.set_statistics(stats2)
-        }
-
-        let row_group_metadata = RowGroupMetaData::builder(schema_descriptor_arc)
-            .set_num_rows(num_rows)
-            .set_column_metadata(vec![
-                col_1_meta.build()?,
-                // .set_statistics(Statistics::float(None, None, None, 1, false))
-                col_2_meta.build()?,
-            ])
-            .build();
-
-        Ok(row_group_metadata?)
-    }
-
-    fn create_page_index() -> Result<(Vec<Index>, Vec<OffsetIndexMetaData>)> {
-        let idx_float = Index::FLOAT(NativeIndex::<f32> {
-            indexes: vec![
-                PageIndex {
-                    min: None,
-                    max: None,
-                    null_count: Some(1024),
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-                PageIndex {
-                    min: Some(0.0),
-                    max: Some(10.0),
-                    null_count: Some(0),
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-                PageIndex {
-                    min: Some(10.0),
-                    max: Some(20.0),
-                    null_count: Some(1),
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-                PageIndex {
-                    min: None,
-                    max: None,
-                    null_count: None,
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-            ],
-            boundary_order: BoundaryOrder(0), // UNORDERED
-        });
-
-        let idx_string = Index::BYTE_ARRAY(NativeIndex::<ByteArray> {
-            indexes: vec![
-                PageIndex {
-                    min: Some("AA".into()),
-                    max: Some("DD".into()),
-                    null_count: Some(0),
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-                PageIndex {
-                    min: Some("DE".into()),
-                    max: Some("DE".into()),
-                    null_count: Some(0),
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-                PageIndex {
-                    min: Some("DF".into()),
-                    max: Some("UJ".into()),
-                    null_count: Some(1),
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-                PageIndex {
-                    min: None,
-                    max: None,
-                    null_count: Some(48),
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-                PageIndex {
-                    min: None,
-                    max: None,
-                    null_count: None,
-                    repetition_level_histogram: None,
-                    definition_level_histogram: None,
-                },
-            ],
-            boundary_order: BoundaryOrder(0), // UNORDERED
-        });
-
-        let page_locs_float = vec![
-            PageLocation::new(0, 1024, 0),
-            PageLocation::new(1024, 1024, 1024),
-            PageLocation::new(2048, 1024, 2048),
-            PageLocation::new(3072, 1024, 3072),
-        ];
-
-        let page_locs_string = vec![
-            PageLocation::new(0, 512, 0),
-            PageLocation::new(512, 512, 512),
-            PageLocation::new(1024, 2976, 1024),
-            PageLocation::new(4000, 48, 4000),
-            PageLocation::new(4048, 48, 4048),
-        ];
-
-        Ok((vec![idx_float, idx_string], vec![
-            OffsetIndexMetaData {
-                page_locations: page_locs_float,
-                unencoded_byte_array_data_bytes: None,
-            },
-            OffsetIndexMetaData {
-                page_locations: page_locs_string,
-                unencoded_byte_array_data_bytes: None,
-            },
-        ]))
-    }
 }
diff --git a/crates/iceberg/src/expr/visitors/strict_metrics_evaluator.rs b/crates/iceberg/src/expr/visitors/strict_metrics_evaluator.rs
index e9bed775ef..7c652e2068 100644
--- a/crates/iceberg/src/expr/visitors/strict_metrics_evaluator.rs
+++ b/crates/iceberg/src/expr/visitors/strict_metrics_evaluator.rs
@@ -129,10 +129,10 @@ impl<'a> StrictMetricsEvaluator<'a> {
             self.upper_bound(field_id)
         };
 
-        if let Some(bound) = bound {
-            if cmp_fn(bound, datum) {
-                return ROWS_MUST_MATCH;
-            }
+        if let Some(bound) = bound
+            && cmp_fn(bound, datum)
+        {
+            return ROWS_MUST_MATCH;
         }
 
         ROWS_MIGHT_NOT_MATCH
@@ -219,10 +219,10 @@ impl BoundPredicateVisitor for StrictMetricsEvaluator<'_> {
     ) -> crate::Result<bool> {
         let field_id = reference.field().id;
 
-        if let Some(&nan_count) = self.nan_count(field_id) {
-            if nan_count == 0 {
-                return ROWS_MUST_MATCH;
-            }
+        if let Some(&nan_count) = self.nan_count(field_id)
+            && nan_count == 0
+        {
+            return ROWS_MUST_MATCH;
         }
 
         if self.contains_nulls_only(field_id) {
@@ -258,10 +258,10 @@ impl BoundPredicateVisitor for StrictMetricsEvaluator<'_> {
     ) -> crate::Result<bool> {
         let field_id = reference.field().id;
 
-        if let Some(lower) = self.lower_bound(field_id) {
-            if lower.is_nan() {
-                return ROWS_MIGHT_NOT_MATCH;
-            }
+        if let Some(lower) = self.lower_bound(field_id)
+            && lower.is_nan()
+        {
+            return ROWS_MIGHT_NOT_MATCH;
         }
 
         self.visit_inequality(reference, datum, PartialOrd::gt, true)
diff --git a/crates/iceberg/src/inspect/manifests.rs b/crates/iceberg/src/inspect/manifests.rs
index 60854b8bae..4c30ca2ec5 100644
--- a/crates/iceberg/src/inspect/manifests.rs
+++ b/crates/iceberg/src/inspect/manifests.rs
@@ -296,18 +296,18 @@ mod tests {
         check_record_batches(
             record_batch.try_collect::<Vec<_>>().await.unwrap(),
             expect![[r#"
-                Field { name: "content", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "14"} },
-                Field { name: "path", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "1"} },
-                Field { name: "length", data_type: Int64, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "2"} },
-                Field { name: "partition_spec_id", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "3"} },
-                Field { name: "added_snapshot_id", data_type: Int64, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "4"} },
-                Field { name: "added_data_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "5"} },
-                Field { name: "existing_data_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "6"} },
-                Field { name: "deleted_data_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "7"} },
-                Field { name: "added_delete_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "15"} },
-                Field { name: "existing_delete_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "16"} },
-                Field { name: "deleted_delete_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "17"} },
-                Field { name: "partition_summaries", data_type: List(Field { name: "item", data_type: Struct([Field { name: "contains_null", data_type: Boolean, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "10"} }, Field { name: "contains_nan", data_type: Boolean, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "11"} }, Field { name: "lower_bound", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "12"} }, Field { name: "upper_bound", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "13"} }]), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "9"} }), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "8"} }"#]],
+                Field { "content": Int32, metadata: {"PARQUET:field_id": "14"} },
+                Field { "path": Utf8, metadata: {"PARQUET:field_id": "1"} },
+                Field { "length": Int64, metadata: {"PARQUET:field_id": "2"} },
+                Field { "partition_spec_id": Int32, metadata: {"PARQUET:field_id": "3"} },
+                Field { "added_snapshot_id": Int64, metadata: {"PARQUET:field_id": "4"} },
+                Field { "added_data_files_count": Int32, metadata: {"PARQUET:field_id": "5"} },
+                Field { "existing_data_files_count": Int32, metadata: {"PARQUET:field_id": "6"} },
+                Field { "deleted_data_files_count": Int32, metadata: {"PARQUET:field_id": "7"} },
+                Field { "added_delete_files_count": Int32, metadata: {"PARQUET:field_id": "15"} },
+                Field { "existing_delete_files_count": Int32, metadata: {"PARQUET:field_id": "16"} },
+                Field { "deleted_delete_files_count": Int32, metadata: {"PARQUET:field_id": "17"} },
+                Field { "partition_summaries": List(non-null Struct("contains_null": non-null Boolean, metadata: {"PARQUET:field_id": "10"}, "contains_nan": Boolean, metadata: {"PARQUET:field_id": "11"}, "lower_bound": Utf8, metadata: {"PARQUET:field_id": "12"}, "upper_bound": Utf8, metadata: {"PARQUET:field_id": "13"}), metadata: {"PARQUET:field_id": "9"}), metadata: {"PARQUET:field_id": "8"} }"#]],
             expect![[r#"
                 content: PrimitiveArray<Int32>
                 [
diff --git a/crates/iceberg/src/inspect/metadata_table.rs b/crates/iceberg/src/inspect/metadata_table.rs
index 92571db181..d5e9d60869 100644
--- a/crates/iceberg/src/inspect/metadata_table.rs
+++ b/crates/iceberg/src/inspect/metadata_table.rs
@@ -71,12 +71,12 @@ impl<'a> MetadataTable<'a> {
     }
 
     /// Get the snapshots table.
-    pub fn snapshots(&self) -> SnapshotsTable {
+    pub fn snapshots(&self) -> SnapshotsTable<'_> {
         SnapshotsTable::new(self.0)
     }
 
     /// Get the manifests table.
-    pub fn manifests(&self) -> ManifestsTable {
+    pub fn manifests(&self) -> ManifestsTable<'_> {
         ManifestsTable::new(self.0)
     }
 }
diff --git a/crates/iceberg/src/inspect/snapshots.rs b/crates/iceberg/src/inspect/snapshots.rs
index 6081ec165b..fbed7ec11e 100644
--- a/crates/iceberg/src/inspect/snapshots.rs
+++ b/crates/iceberg/src/inspect/snapshots.rs
@@ -151,14 +151,14 @@ mod tests {
         check_record_batches(
             batch_stream.try_collect::<Vec<_>>().await.unwrap(),
             expect![[r#"
-                Field { name: "committed_at", data_type: Timestamp(Microsecond, Some("+00:00")), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "1"} },
-                Field { name: "snapshot_id", data_type: Int64, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "2"} },
-                Field { name: "parent_id", data_type: Int64, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "3"} },
-                Field { name: "operation", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "4"} },
-                Field { name: "manifest_list", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "5"} },
-                Field { name: "summary", data_type: Map(Field { name: "key_value", data_type: Struct([Field { name: "key", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "7"} }, Field { name: "value", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "8"} }]), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, false), nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "6"} }"#]],
+                Field { "committed_at": Timestamp(µs, "+00:00"), metadata: {"PARQUET:field_id": "1"} },
+                Field { "snapshot_id": Int64, metadata: {"PARQUET:field_id": "2"} },
+                Field { "parent_id": nullable Int64, metadata: {"PARQUET:field_id": "3"} },
+                Field { "operation": nullable Utf8, metadata: {"PARQUET:field_id": "4"} },
+                Field { "manifest_list": nullable Utf8, metadata: {"PARQUET:field_id": "5"} },
+                Field { "summary": nullable Map("key_value": non-null Struct("key": non-null Utf8, metadata: {"PARQUET:field_id": "7"}, "value": Utf8, metadata: {"PARQUET:field_id": "8"}), unsorted), metadata: {"PARQUET:field_id": "6"} }"#]],
             expect![[r#"
-                committed_at: PrimitiveArray<Timestamp(Microsecond, Some("+00:00"))>
+                committed_at: PrimitiveArray<Timestamp(µs, "+00:00")>
                 [
                   2018-01-04T21:22:35.770+00:00,
                   2019-04-12T20:29:15.770+00:00,
diff --git a/crates/iceberg/src/io/storage.rs b/crates/iceberg/src/io/storage.rs
index d5f2ad8fab..2300c42c01 100644
--- a/crates/iceberg/src/io/storage.rs
+++ b/crates/iceberg/src/io/storage.rs
@@ -175,7 +175,7 @@ impl Storage {
                 } else {
                     Err(Error::new(
                         ErrorKind::DataInvalid,
-                        format!("Invalid gcs url: {}, should start with {}", path, prefix),
+                        format!("Invalid gcs url: {path}, should start with {prefix}"),
                     ))
                 }
             }
@@ -190,7 +190,7 @@ impl Storage {
                 } else {
                     Err(Error::new(
                         ErrorKind::DataInvalid,
-                        format!("Invalid oss url: {}, should start with {}", path, prefix),
+                        format!("Invalid oss url: {path}, should start with {prefix}"),
                     ))
                 }
             }
diff --git a/crates/iceberg/src/io/storage_azdls.rs b/crates/iceberg/src/io/storage_azdls.rs
index fe12167f6f..5abb0cd6e0 100644
--- a/crates/iceberg/src/io/storage_azdls.rs
+++ b/crates/iceberg/src/io/storage_azdls.rs
@@ -165,7 +165,7 @@ impl FromStr for AzureStorageScheme {
             "wasbs" => Ok(AzureStorageScheme::Wasbs),
             _ => Err(Error::new(
                 ErrorKind::DataInvalid,
-                format!("Unexpected Azure Storage scheme: {}", s),
+                format!("Unexpected Azure Storage scheme: {s}"),
             )),
         }
     }
@@ -397,11 +397,11 @@ mod tests {
             let config = azdls_config_parse(properties);
             match expected {
                 Some(expected_config) => {
-                    assert!(config.is_ok(), "Test case {} failed: {:?}", name, config);
-                    assert_eq!(config.unwrap(), expected_config, "Test case: {}", name);
+                    assert!(config.is_ok(), "Test case {name} failed: {config:?}");
+                    assert_eq!(config.unwrap(), expected_config, "Test case: {name}");
                 }
                 None => {
-                    assert!(config.is_err(), "Test case {} expected error.", name);
+                    assert!(config.is_err(), "Test case {name} expected error.");
                 }
             }
         }
@@ -495,14 +495,14 @@ mod tests {
             let result = azdls_create_operator(input.0, &input.1, &input.2);
             match expected {
                 Some((expected_filesystem, expected_path)) => {
-                    assert!(result.is_ok(), "Test case {} failed: {:?}", name, result);
+                    assert!(result.is_ok(), "Test case {name} failed: {result:?}");
 
                     let (op, relative_path) = result.unwrap();
                     assert_eq!(op.info().name(), expected_filesystem);
                     assert_eq!(relative_path, expected_path);
                 }
                 None => {
-                    assert!(result.is_err(), "Test case {} expected error.", name);
+                    assert!(result.is_err(), "Test case {name} expected error.");
                 }
             }
         }
@@ -543,11 +543,11 @@ mod tests {
             let result = input.parse::<AzureStoragePath>();
             match expected {
                 Some(expected_path) => {
-                    assert!(result.is_ok(), "Test case {} failed: {:?}", name, result);
-                    assert_eq!(result.unwrap(), expected_path, "Test case: {}", name);
+                    assert!(result.is_ok(), "Test case {name} failed: {result:?}");
+                    assert_eq!(result.unwrap(), expected_path, "Test case: {name}");
                 }
                 None => {
-                    assert!(result.is_err(), "Test case {} expected error.", name);
+                    assert!(result.is_err(), "Test case {name} expected error.");
                 }
             }
         }
@@ -593,7 +593,7 @@ mod tests {
 
         for (name, path, expected) in test_cases {
             let endpoint = path.as_endpoint();
-            assert_eq!(endpoint, expected, "Test case: {}", name);
+            assert_eq!(endpoint, expected, "Test case: {name}");
         }
     }
 }
diff --git a/crates/iceberg/src/io/storage_gcs.rs b/crates/iceberg/src/io/storage_gcs.rs
index 8c3d914c86..7718df603f 100644
--- a/crates/iceberg/src/io/storage_gcs.rs
+++ b/crates/iceberg/src/io/storage_gcs.rs
@@ -71,20 +71,20 @@ pub(crate) fn gcs_config_parse(mut m: HashMap<String, String>) -> Result<GcsConf
         cfg.disable_config_load = true;
     }
 
-    if let Some(allow_anonymous) = m.remove(GCS_ALLOW_ANONYMOUS) {
-        if is_truthy(allow_anonymous.to_lowercase().as_str()) {
-            cfg.allow_anonymous = true;
-        }
+    if let Some(allow_anonymous) = m.remove(GCS_ALLOW_ANONYMOUS)
+        && is_truthy(allow_anonymous.to_lowercase().as_str())
+    {
+        cfg.allow_anonymous = true;
     }
-    if let Some(disable_ec2_metadata) = m.remove(GCS_DISABLE_VM_METADATA) {
-        if is_truthy(disable_ec2_metadata.to_lowercase().as_str()) {
-            cfg.disable_vm_metadata = true;
-        }
+    if let Some(disable_ec2_metadata) = m.remove(GCS_DISABLE_VM_METADATA)
+        && is_truthy(disable_ec2_metadata.to_lowercase().as_str())
+    {
+        cfg.disable_vm_metadata = true;
     };
-    if let Some(disable_config_load) = m.remove(GCS_DISABLE_CONFIG_LOAD) {
-        if is_truthy(disable_config_load.to_lowercase().as_str()) {
-            cfg.disable_config_load = true;
-        }
+    if let Some(disable_config_load) = m.remove(GCS_DISABLE_CONFIG_LOAD)
+        && is_truthy(disable_config_load.to_lowercase().as_str())
+    {
+        cfg.disable_config_load = true;
     };
 
     Ok(cfg)
@@ -96,7 +96,7 @@ pub(crate) fn gcs_config_build(cfg: &GcsConfig, path: &str) -> Result<Operator>
     let bucket = url.host_str().ok_or_else(|| {
         Error::new(
             ErrorKind::DataInvalid,
-            format!("Invalid gcs url: {}, bucket is required", path),
+            format!("Invalid gcs url: {path}, bucket is required"),
         )
     })?;
 
diff --git a/crates/iceberg/src/io/storage_oss.rs b/crates/iceberg/src/io/storage_oss.rs
index 8bfffc6ca8..e82dda23a5 100644
--- a/crates/iceberg/src/io/storage_oss.rs
+++ b/crates/iceberg/src/io/storage_oss.rs
@@ -56,7 +56,7 @@ pub(crate) fn oss_config_build(cfg: &OssConfig, path: &str) -> Result<Operator>
     let bucket = url.host_str().ok_or_else(|| {
         Error::new(
             ErrorKind::DataInvalid,
-            format!("Invalid oss url: {}, missing bucket", path),
+            format!("Invalid oss url: {path}, missing bucket"),
         )
     })?;
 
diff --git a/crates/iceberg/src/io/storage_s3.rs b/crates/iceberg/src/io/storage_s3.rs
index fcf9afed1f..f069e0e2f9 100644
--- a/crates/iceberg/src/io/storage_s3.rs
+++ b/crates/iceberg/src/io/storage_s3.rs
@@ -134,20 +134,20 @@ pub(crate) fn s3_config_parse(mut m: HashMap<String, String>) -> Result<S3Config
         }
     };
 
-    if let Some(allow_anonymous) = m.remove(S3_ALLOW_ANONYMOUS) {
-        if is_truthy(allow_anonymous.to_lowercase().as_str()) {
-            cfg.allow_anonymous = true;
-        }
+    if let Some(allow_anonymous) = m.remove(S3_ALLOW_ANONYMOUS)
+        && is_truthy(allow_anonymous.to_lowercase().as_str())
+    {
+        cfg.allow_anonymous = true;
     }
-    if let Some(disable_ec2_metadata) = m.remove(S3_DISABLE_EC2_METADATA) {
-        if is_truthy(disable_ec2_metadata.to_lowercase().as_str()) {
-            cfg.disable_ec2_metadata = true;
-        }
+    if let Some(disable_ec2_metadata) = m.remove(S3_DISABLE_EC2_METADATA)
+        && is_truthy(disable_ec2_metadata.to_lowercase().as_str())
+    {
+        cfg.disable_ec2_metadata = true;
     };
-    if let Some(disable_config_load) = m.remove(S3_DISABLE_CONFIG_LOAD) {
-        if is_truthy(disable_config_load.to_lowercase().as_str()) {
-            cfg.disable_config_load = true;
-        }
+    if let Some(disable_config_load) = m.remove(S3_DISABLE_CONFIG_LOAD)
+        && is_truthy(disable_config_load.to_lowercase().as_str())
+    {
+        cfg.disable_config_load = true;
     };
 
     Ok(cfg)
diff --git a/crates/iceberg/src/spec/datatypes.rs b/crates/iceberg/src/spec/datatypes.rs
index 456b754408..0379465584 100644
--- a/crates/iceberg/src/spec/datatypes.rs
+++ b/crates/iceberg/src/spec/datatypes.rs
@@ -427,8 +427,7 @@ impl<'de> Deserialize<'de> for StructType {
                             let type_val: String = map.next_value()?;
                             if type_val != "struct" {
                                 return Err(serde::de::Error::custom(format!(
-                                    "expected type 'struct', got '{}'",
-                                    type_val
+                                    "expected type 'struct', got '{type_val}'"
                                 )));
                             }
                         }
diff --git a/crates/iceberg/src/spec/manifest/writer.rs b/crates/iceberg/src/spec/manifest/writer.rs
index ebb0590bcf..389ac7a1fd 100644
--- a/crates/iceberg/src/spec/manifest/writer.rs
+++ b/crates/iceberg/src/spec/manifest/writer.rs
@@ -388,10 +388,10 @@ impl ManifestWriter {
                 self.existing_rows += entry.data_file.record_count;
             }
         }
-        if entry.is_alive() {
-            if let Some(seq_num) = entry.sequence_number {
-                self.min_seq_num = Some(self.min_seq_num.map_or(seq_num, |v| min(v, seq_num)));
-            }
+        if entry.is_alive()
+            && let Some(seq_num) = entry.sequence_number
+        {
+            self.min_seq_num = Some(self.min_seq_num.map_or(seq_num, |v| min(v, seq_num)));
         }
         self.manifest_entries.push(entry);
         Ok(())
diff --git a/crates/iceberg/src/spec/schema/prune_columns.rs b/crates/iceberg/src/spec/schema/prune_columns.rs
index 5a2f0b50fc..14f1bfd25f 100644
--- a/crates/iceberg/src/spec/schema/prune_columns.rs
+++ b/crates/iceberg/src/spec/schema/prune_columns.rs
@@ -110,19 +110,19 @@ impl SchemaVisitor for PruneColumn {
             if self.select_full_types {
                 Ok(Some(*field.field_type.clone()))
             } else if field.field_type.is_struct() {
-                return Ok(Some(Type::Struct(PruneColumn::project_selected_struct(
+                Ok(Some(Type::Struct(PruneColumn::project_selected_struct(
                     value,
-                )?)));
+                )?)))
             } else if !field.field_type.is_nested() {
-                return Ok(Some(*field.field_type.clone()));
+                Ok(Some(*field.field_type.clone()))
             } else {
-                return Err(Error::new(
+                Err(Error::new(
                     ErrorKind::DataInvalid,
                     "Can't project list or map field directly when not selecting full type."
                         .to_string(),
                 )
                 .with_context("field_id", field.id.to_string())
-                .with_context("field_type", field.field_type.to_string()));
+                .with_context("field_type", field.field_type.to_string()))
             }
         } else {
             Ok(value)
@@ -174,20 +174,20 @@ impl SchemaVisitor for PruneColumn {
                 Ok(Some(Type::List(list.clone())))
             } else if list.element_field.field_type.is_struct() {
                 let projected_struct = PruneColumn::project_selected_struct(value).unwrap();
-                return Ok(Some(Type::List(PruneColumn::project_list(
+                Ok(Some(Type::List(PruneColumn::project_list(
                     list,
                     Type::Struct(projected_struct),
-                )?)));
+                )?)))
             } else if list.element_field.field_type.is_primitive() {
-                return Ok(Some(Type::List(list.clone())));
+                Ok(Some(Type::List(list.clone())))
             } else {
-                return Err(Error::new(
+                Err(Error::new(
                     ErrorKind::DataInvalid,
                     format!(
                         "Cannot explicitly project List or Map types, List element {} of type {} was selected",
                         list.element_field.id, list.element_field.field_type
                     ),
-                ));
+                ))
             }
         } else if let Some(result) = value {
             Ok(Some(Type::List(PruneColumn::project_list(list, result)?)))
@@ -208,26 +208,26 @@ impl SchemaVisitor for PruneColumn {
             } else if map.value_field.field_type.is_struct() {
                 let projected_struct =
                     PruneColumn::project_selected_struct(Some(value.unwrap())).unwrap();
-                return Ok(Some(Type::Map(PruneColumn::project_map(
+                Ok(Some(Type::Map(PruneColumn::project_map(
                     map,
                     Type::Struct(projected_struct),
-                )?)));
+                )?)))
             } else if map.value_field.field_type.is_primitive() {
-                return Ok(Some(Type::Map(map.clone())));
+                Ok(Some(Type::Map(map.clone())))
             } else {
-                return Err(Error::new(
+                Err(Error::new(
                     ErrorKind::DataInvalid,
                     format!(
                         "Cannot explicitly project List or Map types, Map value {} of type {} was selected",
                         map.value_field.id, map.value_field.field_type
                     ),
-                ));
+                ))
             }
         } else if let Some(value_result) = value {
-            return Ok(Some(Type::Map(PruneColumn::project_map(
+            Ok(Some(Type::Map(PruneColumn::project_map(
                 map,
                 value_result,
-            )?)));
+            )?)))
         } else if self.selected.contains(&map.key_field.id) {
             Ok(Some(Type::Map(map.clone())))
         } else {
diff --git a/crates/iceberg/src/spec/table_metadata.rs b/crates/iceberg/src/spec/table_metadata.rs
index 06b32cc847..48b715da59 100644
--- a/crates/iceberg/src/spec/table_metadata.rs
+++ b/crates/iceberg/src/spec/table_metadata.rs
@@ -390,18 +390,18 @@ impl TableMetadata {
     }
 
     fn construct_refs(&mut self) {
-        if let Some(current_snapshot_id) = self.current_snapshot_id {
-            if !self.refs.contains_key(MAIN_BRANCH) {
-                self.refs
-                    .insert(MAIN_BRANCH.to_string(), SnapshotReference {
-                        snapshot_id: current_snapshot_id,
-                        retention: SnapshotRetention::Branch {
-                            min_snapshots_to_keep: None,
-                            max_snapshot_age_ms: None,
-                            max_ref_age_ms: None,
-                        },
-                    });
-            }
+        if let Some(current_snapshot_id) = self.current_snapshot_id
+            && !self.refs.contains_key(MAIN_BRANCH)
+        {
+            self.refs
+                .insert(MAIN_BRANCH.to_string(), SnapshotReference {
+                    snapshot_id: current_snapshot_id,
+                    retention: SnapshotRetention::Branch {
+                        min_snapshots_to_keep: None,
+                        max_snapshot_age_ms: None,
+                        max_ref_age_ms: None,
+                    },
+                });
         }
     }
 
@@ -572,17 +572,17 @@ impl TableMetadata {
 
         let main_ref = self.refs.get(MAIN_BRANCH);
         if self.current_snapshot_id.is_some() {
-            if let Some(main_ref) = main_ref {
-                if main_ref.snapshot_id != self.current_snapshot_id.unwrap_or_default() {
-                    return Err(Error::new(
-                        ErrorKind::DataInvalid,
-                        format!(
-                            "Current snapshot id does not match main branch ({:?} != {:?})",
-                            self.current_snapshot_id.unwrap_or_default(),
-                            main_ref.snapshot_id
-                        ),
-                    ));
-                }
+            if let Some(main_ref) = main_ref
+                && main_ref.snapshot_id != self.current_snapshot_id.unwrap_or_default()
+            {
+                return Err(Error::new(
+                    ErrorKind::DataInvalid,
+                    format!(
+                        "Current snapshot id does not match main branch ({:?} != {:?})",
+                        self.current_snapshot_id.unwrap_or_default(),
+                        main_ref.snapshot_id
+                    ),
+                ));
             }
         } else if main_ref.is_some() {
             return Err(Error::new(
@@ -606,22 +606,21 @@ impl TableMetadata {
             ));
         }
 
-        if self.format_version >= FormatVersion::V2 {
-            if let Some(snapshot) = self
+        if self.format_version >= FormatVersion::V2
+            && let Some(snapshot) = self
                 .snapshots
                 .values()
                 .find(|snapshot| snapshot.sequence_number() > self.last_sequence_number)
-            {
-                return Err(Error::new(
-                    ErrorKind::DataInvalid,
-                    format!(
-                        "Invalid snapshot with id {} and sequence number {} greater than last sequence number {}",
-                        snapshot.snapshot_id(),
-                        snapshot.sequence_number(),
-                        self.last_sequence_number
-                    ),
-                ));
-            }
+        {
+            return Err(Error::new(
+                ErrorKind::DataInvalid,
+                format!(
+                    "Invalid snapshot with id {} and sequence number {} greater than last sequence number {}",
+                    snapshot.snapshot_id(),
+                    snapshot.sequence_number(),
+                    self.last_sequence_number
+                ),
+            ));
         }
 
         Ok(())
diff --git a/crates/iceberg/src/spec/transform.rs b/crates/iceberg/src/spec/transform.rs
index 6068716eff..354dc1889c 100644
--- a/crates/iceberg/src/spec/transform.rs
+++ b/crates/iceberg/src/spec/transform.rs
@@ -711,10 +711,10 @@ impl Transform {
             PredicateOperator::GreaterThan => Some(PredicateOperator::GreaterThanOrEq),
             PredicateOperator::StartsWith => match datum.literal() {
                 PrimitiveLiteral::String(s) => {
-                    if let Some(w) = width {
-                        if s.len() == w as usize {
-                            return Some(PredicateOperator::Eq);
-                        };
+                    if let Some(w) = width
+                        && s.len() == w as usize
+                    {
+                        return Some(PredicateOperator::Eq);
                     };
                     Some(*op)
                 }
@@ -757,47 +757,45 @@ impl Transform {
             _ => false,
         };
 
-        if should_adjust {
-            if let &PrimitiveLiteral::Int(v) = transformed.literal() {
-                match op {
-                    PredicateOperator::LessThan
-                    | PredicateOperator::LessThanOrEq
-                    | PredicateOperator::In => {
-                        if v < 0 {
+        if should_adjust && let &PrimitiveLiteral::Int(v) = transformed.literal() {
+            match op {
+                PredicateOperator::LessThan
+                | PredicateOperator::LessThanOrEq
+                | PredicateOperator::In => {
+                    if v < 0 {
+                        // # TODO
+                        // An ugly hack to fix. Refine the increment and decrement logic later.
+                        match self {
+                            Transform::Day => {
+                                return Some(AdjustedProjection::Single(Datum::date(v + 1)));
+                            }
+                            _ => {
+                                return Some(AdjustedProjection::Single(Datum::int(v + 1)));
+                            }
+                        }
+                    };
+                }
+                PredicateOperator::Eq => {
+                    if v < 0 {
+                        let new_set = FnvHashSet::from_iter(vec![
+                            transformed.to_owned(),
                             // # TODO
                             // An ugly hack to fix. Refine the increment and decrement logic later.
-                            match self {
-                                Transform::Day => {
-                                    return Some(AdjustedProjection::Single(Datum::date(v + 1)));
+                            {
+                                match self {
+                                    Transform::Day => Datum::date(v + 1),
+                                    _ => Datum::int(v + 1),
                                 }
-                                _ => {
-                                    return Some(AdjustedProjection::Single(Datum::int(v + 1)));
-                                }
-                            }
-                        };
-                    }
-                    PredicateOperator::Eq => {
-                        if v < 0 {
-                            let new_set = FnvHashSet::from_iter(vec![
-                                transformed.to_owned(),
-                                // # TODO
-                                // An ugly hack to fix. Refine the increment and decrement logic later.
-                                {
-                                    match self {
-                                        Transform::Day => Datum::date(v + 1),
-                                        _ => Datum::int(v + 1),
-                                    }
-                                },
-                            ]);
-                            return Some(AdjustedProjection::Set(new_set));
-                        }
-                    }
-                    _ => {
-                        return None;
+                            },
+                        ]);
+                        return Some(AdjustedProjection::Set(new_set));
                     }
                 }
-            };
-        }
+                _ => {
+                    return None;
+                }
+            }
+        };
         None
     }
 
diff --git a/crates/iceberg/src/spec/values/tests.rs b/crates/iceberg/src/spec/values/tests.rs
index 0e99d44dfe..73343a9a1a 100644
--- a/crates/iceberg/src/spec/values/tests.rs
+++ b/crates/iceberg/src/spec/values/tests.rs
@@ -447,7 +447,7 @@ fn check_raw_literal_bytes_error_via_avro(input_bytes: Vec<u8>, expected_type: &
     let avro_value = Value::Bytes(input_bytes);
     let raw_literal: _serde::RawLiteral = apache_avro::from_value(&avro_value).unwrap();
     let result = raw_literal.try_into(expected_type);
-    assert!(result.is_err(), "Expected error but got: {:?}", result);
+    assert!(result.is_err(), "Expected error but got: {result:?}");
 }
 
 #[test]
diff --git a/crates/iceberg/src/spec/view_metadata_builder.rs b/crates/iceberg/src/spec/view_metadata_builder.rs
index 9f542a7c61..38041ca625 100644
--- a/crates/iceberg/src/spec/view_metadata_builder.rs
+++ b/crates/iceberg/src/spec/view_metadata_builder.rs
@@ -478,10 +478,10 @@ impl ViewMetadataBuilder {
         // as it might panic if the metadata is invalid.
         self.metadata.validate()?;
 
-        if let Some(previous) = self.previous_view_version.take() {
-            if !allow_replace_drop_dialects(&self.metadata.properties) {
-                require_no_dialect_dropped(&previous, self.metadata.current_version())?;
-            }
+        if let Some(previous) = self.previous_view_version.take()
+            && !allow_replace_drop_dialects(&self.metadata.properties)
+        {
+            require_no_dialect_dropped(&previous, self.metadata.current_version())?;
         }
 
         let _expired_versions = self.expire_versions();
diff --git a/crates/iceberg/src/transaction/mod.rs b/crates/iceberg/src/transaction/mod.rs
index 4116264a14..8ddaa26698 100644
--- a/crates/iceberg/src/transaction/mod.rs
+++ b/crates/iceberg/src/transaction/mod.rs
@@ -518,7 +518,7 @@ mod test_row_lineage {
         fn file_with_rows(record_count: u64) -> DataFile {
             DataFileBuilder::default()
                 .content(DataContentType::Data)
-                .file_path(format!("test/{}.parquet", record_count))
+                .file_path(format!("test/{record_count}.parquet"))
                 .file_format(DataFileFormat::Parquet)
                 .file_size_in_bytes(100)
                 .record_count(record_count)
diff --git a/crates/iceberg/src/transaction/snapshot.rs b/crates/iceberg/src/transaction/snapshot.rs
index d59828ce31..c8bf26a174 100644
--- a/crates/iceberg/src/transaction/snapshot.rs
+++ b/crates/iceberg/src/transaction/snapshot.rs
@@ -276,13 +276,13 @@ impl<'a> SnapshotProducer<'a> {
                     "Partition field should only be primitive type.",
                 )
             })?;
-            if let Some(value) = value {
-                if !field.compatible(&value.as_primitive_literal().unwrap()) {
-                    return Err(Error::new(
-                        ErrorKind::DataInvalid,
-                        "Partition value is not compatible partition type",
-                    ));
-                }
+            if let Some(value) = value
+                && !field.compatible(&value.as_primitive_literal().unwrap())
+            {
+                return Err(Error::new(
+                    ErrorKind::DataInvalid,
+                    "Partition value is not compatible partition type",
+                ));
             }
         }
         Ok(())
diff --git a/crates/iceberg/src/writer/file_writer/parquet_writer.rs b/crates/iceberg/src/writer/file_writer/parquet_writer.rs
index 5cf031a9fb..356c2cb43d 100644
--- a/crates/iceberg/src/writer/file_writer/parquet_writer.rs
+++ b/crates/iceberg/src/writer/file_writer/parquet_writer.rs
@@ -27,12 +27,9 @@ use itertools::Itertools;
 use parquet::arrow::AsyncArrowWriter;
 use parquet::arrow::async_reader::AsyncFileReader;
 use parquet::arrow::async_writer::AsyncFileWriter as ArrowAsyncFileWriter;
-use parquet::file::metadata::{ParquetMetaData, ParquetMetaDataReader};
+use parquet::file::metadata::ParquetMetaData;
 use parquet::file::properties::WriterProperties;
 use parquet::file::statistics::Statistics;
-use parquet::format::FileMetaData;
-use parquet::thrift::{TCompactOutputProtocol, TSerializable};
-use thrift::protocol::TOutputProtocol;
 
 use super::{FileWriter, FileWriterBuilder};
 use crate::arrow::{
@@ -349,29 +346,6 @@ impl ParquetWriter {
         Ok(data_files)
     }
 
-    fn thrift_to_parquet_metadata(&self, file_metadata: FileMetaData) -> Result<ParquetMetaData> {
-        let mut buffer = Vec::new();
-        {
-            let mut protocol = TCompactOutputProtocol::new(&mut buffer);
-            file_metadata
-                .write_to_out_protocol(&mut protocol)
-                .map_err(|err| {
-                    Error::new(ErrorKind::Unexpected, "Failed to write parquet metadata")
-                        .with_source(err)
-                })?;
-
-            protocol.flush().map_err(|err| {
-                Error::new(ErrorKind::Unexpected, "Failed to flush protocol").with_source(err)
-            })?;
-        }
-
-        let parquet_metadata = ParquetMetaDataReader::decode_metadata(&buffer).map_err(|err| {
-            Error::new(ErrorKind::Unexpected, "Failed to decode parquet metadata").with_source(err)
-        })?;
-
-        Ok(parquet_metadata)
-    }
-
     /// `ParquetMetadata` to data file builder
     pub(crate) fn parquet_to_data_file_builder(
         schema: SchemaRef,
@@ -564,14 +538,7 @@ impl FileWriter for ParquetWriter {
             })?;
             Ok(vec![])
         } else {
-            let parquet_metadata =
-                Arc::new(self.thrift_to_parquet_metadata(metadata).map_err(|err| {
-                    Error::new(
-                        ErrorKind::Unexpected,
-                        "Failed to convert metadata from thrift to parquet.",
-                    )
-                    .with_source(err)
-                })?);
+            let parquet_metadata = Arc::new(metadata);
 
             Ok(vec![Self::parquet_to_data_file_builder(
                 self.schema,
diff --git a/crates/iceberg/src/writer/file_writer/rolling_writer.rs b/crates/iceberg/src/writer/file_writer/rolling_writer.rs
index 06246ab660..a93e494d48 100644
--- a/crates/iceberg/src/writer/file_writer/rolling_writer.rs
+++ b/crates/iceberg/src/writer/file_writer/rolling_writer.rs
@@ -197,18 +197,18 @@ where
             );
         }
 
-        if self.should_roll() {
-            if let Some(inner) = self.inner.take() {
-                // close the current writer, roll to a new file
-                self.data_file_builders.extend(inner.close().await?);
-
-                // start a new writer
-                self.inner = Some(
-                    self.inner_builder
-                        .build(self.new_output_file(partition_key)?)
-                        .await?,
-                );
-            }
+        if self.should_roll()
+            && let Some(inner) = self.inner.take()
+        {
+            // close the current writer, roll to a new file
+            self.data_file_builders.extend(inner.close().await?);
+
+            // start a new writer
+            self.inner = Some(
+                self.inner_builder
+                    .build(self.new_output_file(partition_key)?)
+                    .await?,
+            );
         }
 
         // write the input
diff --git a/crates/iceberg/tests/file_io_gcs_test.rs b/crates/iceberg/tests/file_io_gcs_test.rs
index 161285ae6f..9fbcdadd0e 100644
--- a/crates/iceberg/tests/file_io_gcs_test.rs
+++ b/crates/iceberg/tests/file_io_gcs_test.rs
@@ -68,7 +68,7 @@ mod tests {
 
         FileIOBuilder::new("gcs")
             .with_props(vec![
-                (GCS_SERVICE_PATH, format!("http://{}", addr)),
+                (GCS_SERVICE_PATH, format!("http://{addr}")),
                 (GCS_NO_AUTH, "true".to_string()),
             ])
             .build()
@@ -81,13 +81,13 @@ mod tests {
         bucket_data.insert("name", name);
 
         let client = reqwest::Client::new();
-        let endpoint = format!("http://{}/storage/v1/b", server_addr);
+        let endpoint = format!("http://{server_addr}/storage/v1/b");
         client.post(endpoint).json(&bucket_data).send().await?;
         Ok(())
     }
 
     fn get_gs_path() -> String {
-        format!("gs://{}", FAKE_GCS_BUCKET)
+        format!("gs://{FAKE_GCS_BUCKET}")
     }
 
     #[tokio::test]
diff --git a/crates/integrations/datafusion/src/physical_plan/repartition.rs b/crates/integrations/datafusion/src/physical_plan/repartition.rs
index 8ad87fd1cc..2d1d7f862c 100644
--- a/crates/integrations/datafusion/src/physical_plan/repartition.rs
+++ b/crates/integrations/datafusion/src/physical_plan/repartition.rs
@@ -159,9 +159,8 @@ fn determine_partitioning_strategy(
 
         // Case 2: Partitioned table missing _partition column (normally this should not happen)
         (true, Err(_)) => Err(DataFusionError::Plan(format!(
-            "Partitioned table input missing {} column. \
-             Ensure projection happens before repartitioning.",
-            PROJECTED_PARTITION_VALUE_COLUMN
+            "Partitioned table input missing {PROJECTED_PARTITION_VALUE_COLUMN} column. \
+             Ensure projection happens before repartitioning."
         ))),
 
         // Case 3: Unpartitioned table, always use RoundRobinBatch
@@ -508,8 +507,7 @@ mod tests {
 
                 assert!(
                     column_names.contains(&PROJECTED_PARTITION_VALUE_COLUMN.to_string()),
-                    "Should use _partition column, got: {:?}",
-                    column_names
+                    "Should use _partition column, got: {column_names:?}"
                 );
             }
             _ => panic!("Expected Hash partitioning with Identity transform"),
@@ -733,8 +731,7 @@ mod tests {
                     .collect();
                 assert!(
                     column_names.contains(&PROJECTED_PARTITION_VALUE_COLUMN.to_string()),
-                    "Should use _partition column for mixed transforms with Identity, got: {:?}",
-                    column_names
+                    "Should use _partition column for mixed transforms with Identity, got: {column_names:?}"
                 );
             }
             _ => panic!("Expected Hash partitioning for table with identity transforms"),
diff --git a/crates/integrations/datafusion/src/physical_plan/sort.rs b/crates/integrations/datafusion/src/physical_plan/sort.rs
index 2a57e16e43..ede2547535 100644
--- a/crates/integrations/datafusion/src/physical_plan/sort.rs
+++ b/crates/integrations/datafusion/src/physical_plan/sort.rs
@@ -53,8 +53,7 @@ pub(crate) fn sort_by_partition(input: Arc<dyn ExecutionPlan>) -> DFResult<Arc<d
         .column_with_name(PROJECTED_PARTITION_VALUE_COLUMN)
         .ok_or_else(|| {
             DataFusionError::Plan(format!(
-                "Partition column '{}' not found in schema. Ensure the plan has been extended with partition values using project_with_partition.",
-                PROJECTED_PARTITION_VALUE_COLUMN
+                "Partition column '{PROJECTED_PARTITION_VALUE_COLUMN}' not found in schema. Ensure the plan has been extended with partition values using project_with_partition."
             ))
         })?;
 
diff --git a/crates/integrations/datafusion/src/table/mod.rs b/crates/integrations/datafusion/src/table/mod.rs
index 8527668d6c..86a79611b3 100644
--- a/crates/integrations/datafusion/src/table/mod.rs
+++ b/crates/integrations/datafusion/src/table/mod.rs
@@ -379,7 +379,7 @@ mod tests {
 
         let table_creation = TableCreation::builder()
             .name("test_table".to_string())
-            .location(format!("{}/test_table", warehouse_path))
+            .location(format!("{warehouse_path}/test_table"))
             .schema(schema)
             .properties(HashMap::new())
             .build();
diff --git a/crates/integrations/datafusion/src/table/table_provider_factory.rs b/crates/integrations/datafusion/src/table/table_provider_factory.rs
index 8c0c8e90de..8cae597b7b 100644
--- a/crates/integrations/datafusion/src/table/table_provider_factory.rs
+++ b/crates/integrations/datafusion/src/table/table_provider_factory.rs
@@ -244,6 +244,7 @@ mod tests {
             constraints: Constraints::default(),
             column_defaults: Default::default(),
             if_not_exists: Default::default(),
+            or_replace: false,
             temporary: false,
             definition: Default::default(),
             unbounded: Default::default(),
diff --git a/crates/integrations/datafusion/tests/integration_datafusion_test.rs b/crates/integrations/datafusion/tests/integration_datafusion_test.rs
index 3ad84f383e..6f8898abb8 100644
--- a/crates/integrations/datafusion/tests/integration_datafusion_test.rs
+++ b/crates/integrations/datafusion/tests/integration_datafusion_test.rs
@@ -347,14 +347,14 @@ async fn test_metadata_table() -> Result<()> {
     check_record_batches(
         snapshots,
         expect![[r#"
-            Field { name: "committed_at", data_type: Timestamp(Microsecond, Some("+00:00")), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "1"} },
-            Field { name: "snapshot_id", data_type: Int64, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "2"} },
-            Field { name: "parent_id", data_type: Int64, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "3"} },
-            Field { name: "operation", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "4"} },
-            Field { name: "manifest_list", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "5"} },
-            Field { name: "summary", data_type: Map(Field { name: "key_value", data_type: Struct([Field { name: "key", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "7"} }, Field { name: "value", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "8"} }]), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, false), nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "6"} }"#]],
+            Field { "committed_at": Timestamp(µs, "+00:00"), metadata: {"PARQUET:field_id": "1"} },
+            Field { "snapshot_id": Int64, metadata: {"PARQUET:field_id": "2"} },
+            Field { "parent_id": nullable Int64, metadata: {"PARQUET:field_id": "3"} },
+            Field { "operation": nullable Utf8, metadata: {"PARQUET:field_id": "4"} },
+            Field { "manifest_list": nullable Utf8, metadata: {"PARQUET:field_id": "5"} },
+            Field { "summary": nullable Map("key_value": non-null Struct("key": non-null Utf8, metadata: {"PARQUET:field_id": "7"}, "value": Utf8, metadata: {"PARQUET:field_id": "8"}), unsorted), metadata: {"PARQUET:field_id": "6"} }"#]],
         expect![[r#"
-            committed_at: PrimitiveArray<Timestamp(Microsecond, Some("+00:00"))>
+            committed_at: PrimitiveArray<Timestamp(µs, "+00:00")>
             [
             ],
             snapshot_id: PrimitiveArray<Int64>
@@ -386,18 +386,18 @@ async fn test_metadata_table() -> Result<()> {
     check_record_batches(
         manifests,
         expect![[r#"
-            Field { name: "content", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "14"} },
-            Field { name: "path", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "1"} },
-            Field { name: "length", data_type: Int64, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "2"} },
-            Field { name: "partition_spec_id", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "3"} },
-            Field { name: "added_snapshot_id", data_type: Int64, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "4"} },
-            Field { name: "added_data_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "5"} },
-            Field { name: "existing_data_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "6"} },
-            Field { name: "deleted_data_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "7"} },
-            Field { name: "added_delete_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "15"} },
-            Field { name: "existing_delete_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "16"} },
-            Field { name: "deleted_delete_files_count", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "17"} },
-            Field { name: "partition_summaries", data_type: List(Field { name: "item", data_type: Struct([Field { name: "contains_null", data_type: Boolean, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "10"} }, Field { name: "contains_nan", data_type: Boolean, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "11"} }, Field { name: "lower_bound", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "12"} }, Field { name: "upper_bound", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "13"} }]), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "9"} }), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "8"} }"#]],
+            Field { "content": Int32, metadata: {"PARQUET:field_id": "14"} },
+            Field { "path": Utf8, metadata: {"PARQUET:field_id": "1"} },
+            Field { "length": Int64, metadata: {"PARQUET:field_id": "2"} },
+            Field { "partition_spec_id": Int32, metadata: {"PARQUET:field_id": "3"} },
+            Field { "added_snapshot_id": Int64, metadata: {"PARQUET:field_id": "4"} },
+            Field { "added_data_files_count": Int32, metadata: {"PARQUET:field_id": "5"} },
+            Field { "existing_data_files_count": Int32, metadata: {"PARQUET:field_id": "6"} },
+            Field { "deleted_data_files_count": Int32, metadata: {"PARQUET:field_id": "7"} },
+            Field { "added_delete_files_count": Int32, metadata: {"PARQUET:field_id": "15"} },
+            Field { "existing_delete_files_count": Int32, metadata: {"PARQUET:field_id": "16"} },
+            Field { "deleted_delete_files_count": Int32, metadata: {"PARQUET:field_id": "17"} },
+            Field { "partition_summaries": List(non-null Struct("contains_null": non-null Boolean, metadata: {"PARQUET:field_id": "10"}, "contains_nan": Boolean, metadata: {"PARQUET:field_id": "11"}, "lower_bound": Utf8, metadata: {"PARQUET:field_id": "12"}, "upper_bound": Utf8, metadata: {"PARQUET:field_id": "13"}), metadata: {"PARQUET:field_id": "9"}), metadata: {"PARQUET:field_id": "8"} }"#]],
         expect![[r#"
             content: PrimitiveArray<Int32>
             [
@@ -504,8 +504,8 @@ async fn test_insert_into() -> Result<()> {
     check_record_batches(
         batches,
         expect![[r#"
-            Field { name: "foo1", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "1"} },
-            Field { name: "foo2", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "2"} }"#]],
+            Field { "foo1": Int32, metadata: {"PARQUET:field_id": "1"} },
+            Field { "foo2": Utf8, metadata: {"PARQUET:field_id": "2"} }"#]],
         expect![[r#"
             foo1: PrimitiveArray<Int32>
             [
@@ -658,9 +658,9 @@ async fn test_insert_into_nested() -> Result<()> {
     check_record_batches(
         batches,
         expect![[r#"
-            Field { name: "id", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "1"} },
-            Field { name: "name", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "2"} },
-            Field { name: "profile", data_type: Struct([Field { name: "address", data_type: Struct([Field { name: "street", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "6"} }, Field { name: "city", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "7"} }, Field { name: "zip", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "8"} }]), nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "4"} }, Field { name: "contact", data_type: Struct([Field { name: "email", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "9"} }, Field { name: "phone", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "10"} }]), nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "5"} }]), nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "3"} }"#]],
+            Field { "id": Int32, metadata: {"PARQUET:field_id": "1"} },
+            Field { "name": Utf8, metadata: {"PARQUET:field_id": "2"} },
+            Field { "profile": nullable Struct("address": Struct("street": non-null Utf8, metadata: {"PARQUET:field_id": "6"}, "city": non-null Utf8, metadata: {"PARQUET:field_id": "7"}, "zip": non-null Int32, metadata: {"PARQUET:field_id": "8"}), metadata: {"PARQUET:field_id": "4"}, "contact": Struct("email": Utf8, metadata: {"PARQUET:field_id": "9"}, "phone": Utf8, metadata: {"PARQUET:field_id": "10"}), metadata: {"PARQUET:field_id": "5"}), metadata: {"PARQUET:field_id": "3"} }"#]],
         expect![[r#"
             id: PrimitiveArray<Int32>
             [
@@ -679,7 +679,7 @@ async fn test_insert_into_nested() -> Result<()> {
               valid,
             ]
             [
-            -- child 0: "address" (Struct([Field { name: "street", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "6"} }, Field { name: "city", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "7"} }, Field { name: "zip", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "8"} }]))
+            -- child 0: "address" (Struct([Field { name: "street", data_type: Utf8, metadata: {"PARQUET:field_id": "6"} }, Field { name: "city", data_type: Utf8, metadata: {"PARQUET:field_id": "7"} }, Field { name: "zip", data_type: Int32, metadata: {"PARQUET:field_id": "8"} }]))
             StructArray
             -- validity:
             [
@@ -706,7 +706,7 @@ async fn test_insert_into_nested() -> Result<()> {
               95113,
             ]
             ]
-            -- child 1: "contact" (Struct([Field { name: "email", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "9"} }, Field { name: "phone", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "10"} }]))
+            -- child 1: "contact" (Struct([Field { name: "email", data_type: Utf8, nullable: true, metadata: {"PARQUET:field_id": "9"} }, Field { name: "phone", data_type: Utf8, nullable: true, metadata: {"PARQUET:field_id": "10"} }]))
             StructArray
             -- validity:
             [
@@ -757,13 +757,13 @@ async fn test_insert_into_nested() -> Result<()> {
     check_record_batches(
         batches,
         expect![[r#"
-            Field { name: "id", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "1"} },
-            Field { name: "name", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "2"} },
-            Field { name: "catalog.test_insert_nested.nested_table.profile[address][street]", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "6"} },
-            Field { name: "catalog.test_insert_nested.nested_table.profile[address][city]", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "7"} },
-            Field { name: "catalog.test_insert_nested.nested_table.profile[address][zip]", data_type: Int32, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "8"} },
-            Field { name: "catalog.test_insert_nested.nested_table.profile[contact][email]", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "9"} },
-            Field { name: "catalog.test_insert_nested.nested_table.profile[contact][phone]", data_type: Utf8, nullable: true, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "10"} }"#]],
+            Field { "id": Int32, metadata: {"PARQUET:field_id": "1"} },
+            Field { "name": Utf8, metadata: {"PARQUET:field_id": "2"} },
+            Field { "catalog.test_insert_nested.nested_table.profile[address][street]": nullable Utf8, metadata: {"PARQUET:field_id": "6"} },
+            Field { "catalog.test_insert_nested.nested_table.profile[address][city]": nullable Utf8, metadata: {"PARQUET:field_id": "7"} },
+            Field { "catalog.test_insert_nested.nested_table.profile[address][zip]": nullable Int32, metadata: {"PARQUET:field_id": "8"} },
+            Field { "catalog.test_insert_nested.nested_table.profile[contact][email]": nullable Utf8, metadata: {"PARQUET:field_id": "9"} },
+            Field { "catalog.test_insert_nested.nested_table.profile[contact][phone]": nullable Utf8, metadata: {"PARQUET:field_id": "10"} }"#]],
         expect![[r#"
             id: PrimitiveArray<Int32>
             [
@@ -884,9 +884,9 @@ async fn test_insert_into_partitioned() -> Result<()> {
     check_record_batches(
         batches,
         expect![[r#"
-            Field { name: "id", data_type: Int32, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "1"} },
-            Field { name: "category", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "2"} },
-            Field { name: "value", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {"PARQUET:field_id": "3"} }"#]],
+            Field { "id": Int32, metadata: {"PARQUET:field_id": "1"} },
+            Field { "category": Utf8, metadata: {"PARQUET:field_id": "2"} },
+            Field { "value": Utf8, metadata: {"PARQUET:field_id": "3"} }"#]],
         expect![[r#"
             id: PrimitiveArray<Int32>
             [
@@ -923,25 +923,22 @@ async fn test_insert_into_partitioned() -> Result<()> {
     let file_io = table.file_io();
 
     // List files under each expected partition path
-    let electronics_path = format!("{}/data/category=electronics", table_location);
-    let books_path = format!("{}/data/category=books", table_location);
-    let clothing_path = format!("{}/data/category=clothing", table_location);
+    let electronics_path = format!("{table_location}/data/category=electronics");
+    let books_path = format!("{table_location}/data/category=books");
+    let clothing_path = format!("{table_location}/data/category=clothing");
 
     // Verify partition directories exist and contain data files
     assert!(
         file_io.exists(&electronics_path).await?,
-        "Expected partition directory: {}",
-        electronics_path
+        "Expected partition directory: {electronics_path}"
     );
     assert!(
         file_io.exists(&books_path).await?,
-        "Expected partition directory: {}",
-        books_path
+        "Expected partition directory: {books_path}"
     );
     assert!(
         file_io.exists(&clothing_path).await?,
-        "Expected partition directory: {}",
-        clothing_path
+        "Expected partition directory: {clothing_path}"
     );
 
     Ok(())
diff --git a/crates/integrations/playground/src/main.rs b/crates/integrations/playground/src/main.rs
index c522209957..94068bb558 100644
--- a/crates/integrations/playground/src/main.rs
+++ b/crates/integrations/playground/src/main.rs
@@ -24,6 +24,7 @@ use clap::Parser;
 use datafusion::execution::runtime_env::RuntimeEnvBuilder;
 use datafusion::prelude::{SessionConfig, SessionContext};
 use datafusion_cli::exec;
+use datafusion_cli::object_storage::instrumented::InstrumentedObjectStoreRegistry;
 use datafusion_cli::print_format::PrintFormat;
 use datafusion_cli::print_options::{MaxRows, PrintOptions};
 use iceberg_playground::{ICEBERG_PLAYGROUND_VERSION, IcebergCatalogList};
@@ -94,6 +95,7 @@ async fn main_inner() -> anyhow::Result<()> {
         quiet: args.quiet,
         maxrows: args.maxrows,
         color: args.color,
+        instrumented_registry: Arc::new(InstrumentedObjectStoreRegistry::new()),
     };
 
     let rc = match args.rc {
diff --git a/rust-toolchain.toml b/rust-toolchain.toml
index ff7d1f7fbb..a7ab41ac63 100644
--- a/rust-toolchain.toml
+++ b/rust-toolchain.toml
@@ -19,6 +19,7 @@
 # and only MSRV is required.
 #
 # The channel is exactly same day for our MSRV.
+# Updated to 1.88 MSRV for testing with datafusion main
 [toolchain]
-channel = "nightly-2025-03-28"
+channel = "nightly-2025-06-23"
 components = ["rustfmt", "clippy"]