diff --git a/Cargo.lock b/Cargo.lock
index b350d06..4fa53e0 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -8,6 +8,19 @@ version = "2.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa"
 
+[[package]]
+name = "ahash"
+version = "0.8.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
+dependencies = [
+ "cfg-if",
+ "getrandom 0.3.4",
+ "once_cell",
+ "version_check",
+ "zerocopy",
+]
+
 [[package]]
 name = "aho-corasick"
 version = "1.1.4"
@@ -40,9 +53,9 @@ dependencies = [
 
 [[package]]
 name = "anyhow"
-version = "1.0.101"
+version = "1.0.102"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f0e0fee31ef5ed1ba1316088939cea399010ed7731dba877ed44aeb407a75ea"
+checksum = "7f202df86484c868dbad7eaa557ef785d5c66295e41b460ef922eca0723b842c"
 
 [[package]]
 name = "ar_archive_writer"
@@ -69,12 +82,30 @@ version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ed51fe0f224d1d4ea768be38c51f9f831dee9d05c163c11fba0b8c44387b1fc3"
 
+[[package]]
+name = "arrayref"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "76a2e8124351fda1ef8aaaa3bbd7ebbcb486bbcd4225aca0aa0d84bb2db8fecb"
+
 [[package]]
 name = "arrayvec"
 version = "0.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
+[[package]]
+name = "async-channel"
+version = "2.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "924ed96dd52d1b75e9c1a3e6275715fd320f5f9439fb5a4a11fa51f4221158d2"
+dependencies = [
+ "concurrent-queue",
+ "event-listener-strategy",
+ "futures-core",
+ "pin-project-lite",
+]
+
 [[package]]
 name = "async-stream"
 version = "0.3.6"
@@ -117,11 +148,17 @@ dependencies = [
  "debug_unsafe",
 ]
 
+[[package]]
+name = "atomic-waker"
+version = "1.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1505bd5d3d116872e7271a6d4e16d81d0c8570876c8de68093a09ac269d8aac0"
+
 [[package]]
 name = "autocfg"
-version = "1.5.0"
+version = "1.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
+checksum = "f2032f911046de80f0a198e0901378627c33f59ea0ac00e363d481118bd70a53"
 
 [[package]]
 name = "base64"
@@ -151,13 +188,27 @@ dependencies = [
 
 [[package]]
 name = "bitflags"
-version = "2.11.0"
+version = "2.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "843867be96c8daad0d758b57df9392b6d8d271134fce549de6ce169ff98a92af"
+checksum = "c4512299f36f043ab09a583e57bceb5a5aab7a73db1805848e8fef3c9e8c78b3"
 dependencies = [
  "serde_core",
 ]
 
+[[package]]
+name = "blake3"
+version = "1.8.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0aa83c34e62843d924f905e0f5c866eb1dd6545fc4d719e803d9ba6030371fce"
+dependencies = [
+ "arrayref",
+ "arrayvec",
+ "cc",
+ "cfg-if",
+ "constant_time_eq",
+ "cpufeatures 0.3.0",
+]
+
 [[package]]
 name = "block-buffer"
 version = "0.10.4"
@@ -175,9 +226,9 @@ checksum = "36f64beae40a84da1b4b26ff2761a5b895c12adc41dc25aaee1c4f2bbfe97a6e"
 
 [[package]]
 name = "bumpalo"
-version = "3.19.1"
+version = "3.20.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5dd9dc738b7a8311c7ade152424974d8115f2cdad61e8dab8dac9f2362298510"
+checksum = "72f5acc6cb2ba439de613abc23857ec3d78374d8ed5ac84e9d11336e87da8649"
 
 [[package]]
 name = "bytemuck"
@@ -225,9 +276,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.56"
+version = "1.2.62"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aebf35691d1bfb0ac386a69bac2fde4dd276fb618cf8bf4f5318fe285e821bb2"
+checksum = "a1dce859f0832a7d088c4f1119888ab94ef4b5d6795d1ce05afb7fe159d79f98"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -241,6 +292,23 @@ version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
+[[package]]
+name = "cfg_aliases"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
+
+[[package]]
+name = "chacha20"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6f8d983286843e49675a4b7a2d174efe136dc93a18d69130dd18198a6c167601"
+dependencies = [
+ "cfg-if",
+ "cpufeatures 0.3.0",
+ "rand_core 0.10.1",
+]
+
 [[package]]
 name = "chrono"
 version = "0.4.41"
@@ -279,6 +347,31 @@ dependencies = [
  "static_assertions",
 ]
 
+[[package]]
+name = "concurrent-queue"
+version = "2.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4ca0197aee26d1ae37445ee532fefce43251d24cc7c166799f4d46817f1d3973"
+dependencies = [
+ "crossbeam-utils",
+]
+
+[[package]]
+name = "constant_time_eq"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3d52eff69cd5e647efe296129160853a42795992097e8af39800e1060caeea9b"
+
+[[package]]
+name = "core-foundation"
+version = "0.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b2a6cd9ae233e7f62ba4e9353e81a88df7fc8a5987b8d445b4d90c879bd156f6"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
+
 [[package]]
 name = "core-foundation-sys"
 version = "0.8.7"
@@ -294,6 +387,15 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "cpufeatures"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8b2a41393f66f16b0823bb79094d54ac5fbd34ab292ddafb9a0456ac9f87d201"
+dependencies = [
+ "libc",
+]
+
 [[package]]
 name = "crc32fast"
 version = "1.5.0"
@@ -303,6 +405,15 @@ dependencies = [
  "cfg-if",
 ]
 
+[[package]]
+name = "crossbeam-channel"
+version = "0.5.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "82b8f8f868b36967f9606790d1903570de9ceaf870a7bf9fbbd3016d636a2cb2"
+dependencies = [
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "crossbeam-deque"
 version = "0.8.6"
@@ -322,6 +433,15 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "crossbeam-queue"
+version = "0.3.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0f58bbc28f91df819d0aa2a2c00cd19754769c2fad90579b3592b1c9ba7a3115"
+dependencies = [
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "crossbeam-utils"
 version = "0.8.21"
@@ -355,7 +475,7 @@ dependencies = [
  "polars-core",
  "pyo3",
  "pyo3-polars",
- "rand",
+ "rand 0.9.4",
  "rayon",
  "regex",
  "regex-syntax",
@@ -380,6 +500,17 @@ dependencies = [
  "crypto-common",
 ]
 
+[[package]]
+name = "displaydoc"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
 [[package]]
 name = "dyn-clone"
 version = "1.0.20"
@@ -388,9 +519,9 @@ checksum = "d0881ea181b1df73ff77ffaaf9c7544ecc11e82fba9b5f27b262a3c73a332555"
 
 [[package]]
 name = "either"
-version = "1.15.0"
+version = "1.16.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48c757948c5ede0e46177b7add2e67155f70e33c07fea8284df6576da70b3719"
+checksum = "91622ff5e7162018101f2fea40d6ebf4a78bbe5a49736a2020649edf9693679e"
 dependencies = [
  "serde",
 ]
@@ -413,9 +544,30 @@ dependencies = [
 
 [[package]]
 name = "ethnum"
-version = "1.5.2"
+version = "1.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "40404c3f5f511ec4da6fe866ddf6a717c309fdbb69fbbad7b0f3edab8f2e835f"
+
+[[package]]
+name = "event-listener"
+version = "5.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e13b66accf52311f30a0db42147dadea9850cb48cd070028831ae5f5d4b856ab"
+dependencies = [
+ "concurrent-queue",
+ "parking",
+ "pin-project-lite",
+]
+
+[[package]]
+name = "event-listener-strategy"
+version = "0.5.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ca81e6b4777c89fd810c25a4be2b1bd93ea034fbe58e6a75216a34c6b82c539b"
+checksum = "8be9f3dfaaffdae2972880079a491a1a8bb7cbed0b8dd7a347f668b4150a3b93"
+dependencies = [
+ "event-listener",
+ "pin-project-lite",
+]
 
 [[package]]
 name = "fallible-streaming-iterator"
@@ -445,6 +597,21 @@ dependencies = [
  "miniz_oxide",
 ]
 
+[[package]]
+name = "float-cmp"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b09cf3155332e944990140d967ff5eceb70df778b34f77d8075db46e4704e6d8"
+dependencies = [
+ "num-traits",
+]
+
+[[package]]
+name = "fnv"
+version = "1.0.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3f9eec918d3f24069decb9af1554cad7c880e2da24a9afd88aca000531ab82c1"
+
 [[package]]
 name = "foldhash"
 version = "0.1.5"
@@ -457,6 +624,25 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "77ce24cb58228fbb8aa041425bb1050850ac19177686ea6e0f41a70416f56fdb"
 
+[[package]]
+name = "form_urlencoded"
+version = "1.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cb4cb245038516f5f85277875cdaa4f7d2c9a0fa0468de06ed190163b1581fcf"
+dependencies = [
+ "percent-encoding",
+]
+
+[[package]]
+name = "fs4"
+version = "0.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8640e34b88f7652208ce9e88b1a37a2ae95227d84abec377ccd3c5cfeb141ed4"
+dependencies = [
+ "rustix",
+ "windows-sys 0.59.0",
+]
+
 [[package]]
 name = "futures"
 version = "0.3.32"
@@ -530,9 +716,9 @@ checksum = "037711b3d59c33004d3856fbdc83b99d4ff37a24768fa1be9ce3538a1cde4393"
 
 [[package]]
 name = "futures-timer"
-version = "3.0.3"
+version = "3.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
+checksum = "af43fadb8a98512d547e37b4e92e0ced13e205c061b87b4623eff01d918d6968"
 
 [[package]]
 name = "futures-util"
@@ -583,20 +769,21 @@ dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
- "r-efi",
+ "r-efi 5.3.0",
  "wasip2",
  "wasm-bindgen",
 ]
 
 [[package]]
 name = "getrandom"
-version = "0.4.1"
+version = "0.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "139ef39800118c7683f2fd3c98c1b23c09ae076556b435f8e9064ae108aaeeec"
+checksum = "0de51e6874e94e7bf76d726fc5d13ba782deca734ff60d5bb2fb2607c7406555"
 dependencies = [
  "cfg-if",
  "libc",
- "r-efi",
+ "r-efi 6.0.0",
+ "rand_core 0.10.1",
  "wasip2",
  "wasip3",
 ]
@@ -607,6 +794,25 @@ version = "0.3.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0cc23270f6e1808e30a928bdc84dea0b9b4136a8bc82338574f23baf47bbd280"
 
+[[package]]
+name = "h2"
+version = "0.4.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "171fefbc92fe4a4de27e0698d6a5b392d6a0e333506bc49133760b3bcf948733"
+dependencies = [
+ "atomic-waker",
+ "bytes",
+ "fnv",
+ "futures-core",
+ "futures-sink",
+ "http",
+ "indexmap",
+ "slab",
+ "tokio",
+ "tokio-util",
+ "tracing",
+]
+
 [[package]]
 name = "half"
 version = "2.7.1"
@@ -621,6 +827,16 @@ dependencies = [
  "zerocopy",
 ]
 
+[[package]]
+name = "halfbrown"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0c7ed2f2edad8a14c8186b847909a41fbb9c3eafa44f88bd891114ed5019da09"
+dependencies = [
+ "hashbrown 0.16.1",
+ "serde",
+]
+
 [[package]]
 name = "hashbrown"
 version = "0.15.5"
@@ -646,12 +862,24 @@ dependencies = [
  "serde_core",
 ]
 
+[[package]]
+name = "hashbrown"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ed5909b6e89a2db4456e54cd5f673791d7eca6732202bbf2a9cc504fe2f9b84a"
+
 [[package]]
 name = "heck"
 version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2304e00983f87ffb38b55b444b5e3b60a884b5d30c0fca7d82fe33449bbe55ea"
 
+[[package]]
+name = "hex"
+version = "0.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7f24254aa9a54b5c858eaee2f5bccdb46aaf0e486a595ed5fd8f86ba55232a70"
+
 [[package]]
 name = "home"
 version = "0.5.12"
@@ -661,6 +889,111 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "http"
+version = "1.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e3ba2a386d7f85a81f119ad7498ebe444d2e22c2af0b86b069416ace48b3311a"
+dependencies = [
+ "bytes",
+ "itoa",
+]
+
+[[package]]
+name = "http-body"
+version = "1.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1efedce1fb8e6913f23e0c92de8e62cd5b772a67e7b3946df930a62566c93184"
+dependencies = [
+ "bytes",
+ "http",
+]
+
+[[package]]
+name = "http-body-util"
+version = "0.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b021d93e26becf5dc7e1b75b1bed1fd93124b374ceb73f43d4d4eafec896a64a"
+dependencies = [
+ "bytes",
+ "futures-core",
+ "http",
+ "http-body",
+ "pin-project-lite",
+]
+
+[[package]]
+name = "httparse"
+version = "1.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6dbf3de79e51f3d586ab4cb9d5c3e2c14aa28ed23d180cf89b4df0454a69cc87"
+
+[[package]]
+name = "humantime"
+version = "2.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "135b12329e5e3ce057a9f972339ea52bc954fe1e9358ef27f95e89716fbc5424"
+
+[[package]]
+name = "hyper"
+version = "1.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6299f016b246a94207e63da54dbe807655bf9e00044f73ded42c3ac5305fbcca"
+dependencies = [
+ "atomic-waker",
+ "bytes",
+ "futures-channel",
+ "futures-core",
+ "h2",
+ "http",
+ "http-body",
+ "httparse",
+ "itoa",
+ "pin-project-lite",
+ "smallvec",
+ "tokio",
+ "want",
+]
+
+[[package]]
+name = "hyper-rustls"
+version = "0.27.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "33ca68d021ef39cf6463ab54c1d0f5daf03377b70561305bb89a8f83aab66e0f"
+dependencies = [
+ "http",
+ "hyper",
+ "hyper-util",
+ "rustls",
+ "rustls-native-certs",
+ "tokio",
+ "tokio-rustls",
+ "tower-service",
+]
+
+[[package]]
+name = "hyper-util"
+version = "0.1.20"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "96547c2556ec9d12fb1578c4eaf448b04993e7fb79cbaad930a656880a6bdfa0"
+dependencies = [
+ "base64",
+ "bytes",
+ "futures-channel",
+ "futures-util",
+ "http",
+ "http-body",
+ "hyper",
+ "ipnet",
+ "libc",
+ "percent-encoding",
+ "pin-project-lite",
+ "socket2",
+ "tokio",
+ "tower-service",
+ "tracing",
+]
+
 [[package]]
 name = "iana-time-zone"
 version = "0.1.65"
@@ -686,84 +1019,195 @@ dependencies = [
 ]
 
 [[package]]
-name = "id-arena"
-version = "2.3.0"
+name = "icu_collections"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3d3067d79b975e8844ca9eb072e16b31c3c1c36928edf9c6789548c524d0d954"
+checksum = "2984d1cd16c883d7935b9e07e44071dca8d917fd52ecc02c04d5fa0b5a3f191c"
+dependencies = [
+ "displaydoc",
+ "potential_utf",
+ "utf8_iter",
+ "yoke",
+ "zerofrom",
+ "zerovec",
+]
 
 [[package]]
-name = "indexmap"
-version = "2.13.0"
+name = "icu_locale_core"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7714e70437a7dc3ac8eb7e6f8df75fd8eb422675fc7678aff7364301092b1017"
+checksum = "92219b62b3e2b4d88ac5119f8904c10f8f61bf7e95b640d25ba3075e6cac2c29"
 dependencies = [
- "equivalent",
- "hashbrown 0.16.1",
- "serde",
- "serde_core",
+ "displaydoc",
+ "litemap",
+ "tinystr",
+ "writeable",
+ "zerovec",
 ]
 
 [[package]]
-name = "indoc"
-version = "2.0.7"
+name = "icu_normalizer"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
+checksum = "c56e5ee99d6e3d33bd91c5d85458b6005a22140021cc324cea84dd0e72cff3b4"
 dependencies = [
- "rustversion",
+ "icu_collections",
+ "icu_normalizer_data",
+ "icu_properties",
+ "icu_provider",
+ "smallvec",
+ "zerovec",
 ]
 
 [[package]]
-name = "iter-read"
-version = "1.1.0"
+name = "icu_normalizer_data"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "071ed4cc1afd86650602c7b11aa2e1ce30762a1c27193201cb5cee9c6ebb1294"
+checksum = "da3be0ae77ea334f4da67c12f149704f19f81d1adf7c51cf482943e84a2bad38"
 
 [[package]]
-name = "itertools"
-version = "0.14.0"
+name = "icu_properties"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2b192c782037fadd9cfa75548310488aabdbf3d2da73885b31bd0abd03351285"
+checksum = "bee3b67d0ea5c2cca5003417989af8996f8604e34fb9ddf96208a033901e70de"
 dependencies = [
- "either",
+ "icu_collections",
+ "icu_locale_core",
+ "icu_properties_data",
+ "icu_provider",
+ "zerotrie",
+ "zerovec",
 ]
 
 [[package]]
-name = "itoa"
-version = "1.0.17"
+name = "icu_properties_data"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "92ecc6618181def0457392ccd0ee51198e065e016d1d527a7ac1b6dc7c1f09d2"
+checksum = "8e2bbb201e0c04f7b4b3e14382af113e17ba4f63e2c9d2ee626b720cbce54a14"
 
 [[package]]
-name = "jobserver"
-version = "0.1.34"
+name = "icu_provider"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9afb3de4395d6b3e67a780b6de64b51c978ecf11cb9a462c66be7d4ca9039d33"
+checksum = "139c4cf31c8b5f33d7e199446eff9c1e02decfc2f0eec2c8d71f65befa45b421"
 dependencies = [
- "getrandom 0.3.4",
- "libc",
+ "displaydoc",
+ "icu_locale_core",
+ "writeable",
+ "yoke",
+ "zerofrom",
+ "zerotrie",
+ "zerovec",
 ]
 
 [[package]]
-name = "js-sys"
-version = "0.3.85"
+name = "id-arena"
+version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8c942ebf8e95485ca0d52d97da7c5a2c387d0e7f0ba4c35e93bfcaee045955b3"
-dependencies = [
- "once_cell",
- "wasm-bindgen",
-]
+checksum = "3d3067d79b975e8844ca9eb072e16b31c3c1c36928edf9c6789548c524d0d954"
 
 [[package]]
-name = "leb128fmt"
-version = "0.1.0"
+name = "idna"
+version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09edd9e8b54e49e587e4f6295a7d29c3ea94d469cb40ab8ca70b288248a81db2"
+checksum = "3b0875f23caa03898994f6ddc501886a45c7d3d62d04d2d90788d47be1b1e4de"
+dependencies = [
+ "idna_adapter",
+ "smallvec",
+ "utf8_iter",
+]
 
 [[package]]
-name = "libc"
-version = "0.2.182"
+name = "idna_adapter"
+version = "1.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6800badb6cb2082ffd7b6a67e6125bb39f18782f793520caee8cb8846be06112"
+checksum = "cb68373c0d6620ef8105e855e7745e18b0d00d3bdb07fb532e434244cdb9a714"
+dependencies = [
+ "icu_normalizer",
+ "icu_properties",
+]
+
+[[package]]
+name = "indexmap"
+version = "2.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d466e9454f08e4a911e14806c24e16fba1b4c121d1ea474396f396069cf949d9"
+dependencies = [
+ "equivalent",
+ "hashbrown 0.17.1",
+ "serde",
+ "serde_core",
+]
+
+[[package]]
+name = "indoc"
+version = "2.0.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
+dependencies = [
+ "rustversion",
+]
+
+[[package]]
+name = "ipnet"
+version = "2.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d98f6fed1fde3f8c21bc40a1abb88dd75e67924f9cffc3ef95607bad8017f8e2"
+
+[[package]]
+name = "iter-read"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "071ed4cc1afd86650602c7b11aa2e1ce30762a1c27193201cb5cee9c6ebb1294"
+
+[[package]]
+name = "itertools"
+version = "0.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2b192c782037fadd9cfa75548310488aabdbf3d2da73885b31bd0abd03351285"
+dependencies = [
+ "either",
+]
+
+[[package]]
+name = "itoa"
+version = "1.0.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8f42a60cbdf9a97f5d2305f08a87dc4e09308d1276d28c869c684d7777685682"
+
+[[package]]
+name = "jobserver"
+version = "0.1.34"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9afb3de4395d6b3e67a780b6de64b51c978ecf11cb9a462c66be7d4ca9039d33"
+dependencies = [
+ "getrandom 0.3.4",
+ "libc",
+]
+
+[[package]]
+name = "js-sys"
+version = "0.3.99"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "142bc4740e452c1e57ade0cbc129f139c9093e354346f0872ef985f4f5cf5f11"
+dependencies = [
+ "cfg-if",
+ "futures-util",
+ "once_cell",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "leb128fmt"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "09edd9e8b54e49e587e4f6295a7d29c3ea94d469cb40ab8ca70b288248a81db2"
+
+[[package]]
+name = "libc"
+version = "0.2.186"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "68ab91017fe16c622486840e4c83c9a37afeff978bd239b5293d61ece587de66"
 
 [[package]]
 name = "libm"
@@ -771,6 +1215,18 @@ version = "0.2.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b6d2cec3eae94f9f509c767b45932f1ada8350c4bdb85af2fcab4a3c14807981"
 
+[[package]]
+name = "linux-raw-sys"
+version = "0.12.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32a66949e030da00e8c7d4434b251670a91556f4144941d37452769c25d58a53"
+
+[[package]]
+name = "litemap"
+version = "0.8.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "92daf443525c4cce67b150400bc2316076100ce0b3686209eb8cf3c31612e6f0"
+
 [[package]]
 name = "lock_api"
 version = "0.4.14"
@@ -786,6 +1242,12 @@ version = "0.4.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5e5032e24019045c762d3c0f28f5b6b8bbf38563a65908389bf7978758920897"
 
+[[package]]
+name = "lru-slab"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "112b39cec0b298b6c1999fee3e31427f74f676e4cb9879ed1a121b43661a4154"
+
 [[package]]
 name = "lz4"
 version = "1.28.1"
@@ -851,9 +1313,9 @@ dependencies = [
 
 [[package]]
 name = "mio"
-version = "1.1.1"
+version = "1.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a69bcab0ad47271a0234d9422b131806bf3968021e5dc9328caf2d4cd58557fc"
+checksum = "50b7e5b27aa02a74bac8c3f23f448f8d87ff11f92d3aac1a6ed369ee08cc56c1"
 dependencies = [
  "libc",
  "wasi",
@@ -969,11 +1431,60 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "object_store"
+version = "0.13.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "622acbc9100d3c10e2ee15804b0caa40e55c933d5aa53814cd520805b7958a49"
+dependencies = [
+ "async-trait",
+ "base64",
+ "bytes",
+ "chrono",
+ "form_urlencoded",
+ "futures-channel",
+ "futures-core",
+ "futures-util",
+ "http",
+ "http-body-util",
+ "humantime",
+ "hyper",
+ "itertools",
+ "parking_lot",
+ "percent-encoding",
+ "quick-xml",
+ "rand 0.10.1",
+ "reqwest",
+ "ring",
+ "serde",
+ "serde_json",
+ "serde_urlencoded",
+ "thiserror 2.0.18",
+ "tokio",
+ "tracing",
+ "url",
+ "walkdir",
+ "wasm-bindgen-futures",
+ "web-time",
+]
+
 [[package]]
 name = "once_cell"
-version = "1.21.3"
+version = "1.21.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9f7c3e4beb33f85d45ae3e3a1792185706c8e16d043238c593331cc7cd313b50"
+
+[[package]]
+name = "openssl-probe"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7c87def4c32ab89d880effc9e097653c8da5d6ef28e6b539d313baaacfbafcbe"
+
+[[package]]
+name = "parking"
+version = "2.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
+checksum = "f38d5652c16fde515bb1ecef450ab0f6a219d619a7274976324d5e377f7dceba"
 
 [[package]]
 name = "parking_lot"
@@ -1024,15 +1535,15 @@ dependencies = [
 
 [[package]]
 name = "pin-project-lite"
-version = "0.2.16"
+version = "0.2.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3b3cff922bd51709b605d9ead9aa71031d81447142d828eb4a6eba76fe619f9b"
+checksum = "a89322df9ebe1c1578d689c92318e070967d1042b512afbe49518723f4e6d5cd"
 
 [[package]]
 name = "pkg-config"
-version = "0.3.32"
+version = "0.3.33"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7edddbd0b52d732b21ad9a5fab5c704c14cd949e5e9a1ec5929a24fded1b904c"
+checksum = "19f132c84eca552bf34cab8ec81f1c1dcc229b811638f9d283dceabe58c5569e"
 
 [[package]]
 name = "planus"
@@ -1057,6 +1568,12 @@ dependencies = [
  "polars-compute",
  "polars-core",
  "polars-error",
+ "polars-io",
+ "polars-lazy",
+ "polars-ops",
+ "polars-plan",
+ "polars-sql",
+ "polars-time",
  "polars-utils",
  "version_check",
 ]
@@ -1067,6 +1584,7 @@ version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6f672743a042b72ace4f88b29f8205ab200b29c5ac976c0560899680c07d2d09"
 dependencies = [
+ "atoi_simd",
  "bitflags",
  "bytemuck",
  "bytes",
@@ -1079,6 +1597,7 @@ dependencies = [
  "getrandom 0.3.4",
  "half",
  "hashbrown 0.16.1",
+ "itoa",
  "lz4",
  "num-traits",
  "polars-arrow-format",
@@ -1127,6 +1646,7 @@ dependencies = [
  "chrono",
  "either",
  "fast-float2",
+ "half",
  "hashbrown 0.16.1",
  "itoa",
  "num-traits",
@@ -1134,7 +1654,7 @@ dependencies = [
  "polars-buffer",
  "polars-error",
  "polars-utils",
- "rand",
+ "rand 0.9.4",
  "serde",
  "strength_reduce",
  "strum_macros",
@@ -1152,6 +1672,7 @@ dependencies = [
  "boxcar",
  "bytemuck",
  "chrono",
+ "chrono-tz",
  "either",
  "getrandom 0.3.4",
  "hashbrown 0.16.1",
@@ -1166,7 +1687,7 @@ dependencies = [
  "polars-row",
  "polars-schema",
  "polars-utils",
- "rand",
+ "rand 0.9.4",
  "rand_distr",
  "rayon",
  "regex",
@@ -1199,6 +1720,7 @@ version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8c13126f8baebc13dadf26a80dcf69a607977fc8a67b18671ad2cefc713a7bdd"
 dependencies = [
+ "object_store",
  "parking_lot",
  "polars-arrow-format",
  "pyo3",
@@ -1207,6 +1729,32 @@ dependencies = [
  "simdutf8",
 ]
 
+[[package]]
+name = "polars-expr"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2151f54b0ae5d6b86c3c47df0898ff90edfe774807823f742f36e44973d51ea1"
+dependencies = [
+ "bitflags",
+ "hashbrown 0.16.1",
+ "num-traits",
+ "polars-arrow",
+ "polars-buffer",
+ "polars-compute",
+ "polars-core",
+ "polars-io",
+ "polars-ops",
+ "polars-plan",
+ "polars-row",
+ "polars-time",
+ "polars-utils",
+ "rand 0.9.4",
+ "rayon",
+ "recursive",
+ "regex",
+ "version_check",
+]
+
 [[package]]
 name = "polars-ffi"
 version = "0.53.0"
@@ -1225,8 +1773,11 @@ checksum = "059724d7762d7332cbc225e6504d996091b28fa1337716e06e5a81d9e54a34ad"
 dependencies = [
  "async-trait",
  "atoi_simd",
+ "blake3",
  "bytes",
+ "chrono",
  "fast-float2",
+ "fs4",
  "futures",
  "glob",
  "hashbrown 0.16.1",
@@ -1235,23 +1786,95 @@ dependencies = [
  "memchr",
  "memmap2",
  "num-traits",
+ "object_store",
  "percent-encoding",
  "polars-arrow",
  "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-error",
+ "polars-json",
  "polars-parquet",
  "polars-schema",
+ "polars-time",
  "polars-utils",
  "rayon",
  "regex",
+ "reqwest",
  "serde",
+ "serde_json",
  "simdutf8",
  "tokio",
  "zmij",
 ]
 
+[[package]]
+name = "polars-json"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "55581d4cc8f4122cae92d12aec997e6713ac483871391a7db09501604007be4b"
+dependencies = [
+ "chrono",
+ "fallible-streaming-iterator",
+ "hashbrown 0.16.1",
+ "indexmap",
+ "itoa",
+ "num-traits",
+ "polars-arrow",
+ "polars-compute",
+ "polars-error",
+ "polars-utils",
+ "simd-json",
+ "streaming-iterator",
+ "zmij",
+]
+
+[[package]]
+name = "polars-lazy"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "02e1e24d4db8c349e9576564cfff47a3f08bb831dba9168f6599be178bc725e8"
+dependencies = [
+ "bitflags",
+ "chrono",
+ "either",
+ "memchr",
+ "polars-arrow",
+ "polars-buffer",
+ "polars-compute",
+ "polars-core",
+ "polars-expr",
+ "polars-io",
+ "polars-mem-engine",
+ "polars-ops",
+ "polars-plan",
+ "polars-stream",
+ "polars-time",
+ "polars-utils",
+ "rayon",
+ "version_check",
+]
+
+[[package]]
+name = "polars-mem-engine"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c394e4cd90186043d4051ce118e90794afbe81ac5eb9a51e358a56728e8ebde3"
+dependencies = [
+ "memmap2",
+ "polars-arrow",
+ "polars-core",
+ "polars-error",
+ "polars-expr",
+ "polars-io",
+ "polars-ops",
+ "polars-plan",
+ "polars-time",
+ "polars-utils",
+ "rayon",
+ "recursive",
+]
+
 [[package]]
 name = "polars-ops"
 version = "0.53.0"
@@ -1259,9 +1882,13 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7e47b2d9b3627662650da0a8c76ce5101ed1c61b104cb2b3663e0dc711571b12"
 dependencies = [
  "argminmax",
+ "base64",
  "bytemuck",
+ "chrono",
+ "chrono-tz",
  "either",
  "hashbrown 0.16.1",
+ "hex",
  "indexmap",
  "libm",
  "memchr",
@@ -1278,6 +1905,8 @@ dependencies = [
  "regex-syntax",
  "serde",
  "strum_macros",
+ "unicode-normalization",
+ "unicode-reverse",
  "version_check",
 ]
 
@@ -1323,8 +1952,11 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f7930d5ae1d006179e65f01af57c859307b5875a4cc078dc75257250b9ae5162"
 dependencies = [
  "bitflags",
+ "blake3",
  "bytemuck",
  "bytes",
+ "chrono",
+ "chrono-tz",
  "either",
  "futures",
  "hashbrown 0.16.1",
@@ -1344,6 +1976,7 @@ dependencies = [
  "pyo3",
  "rayon",
  "recursive",
+ "regex",
  "serde",
  "sha2",
  "slotmap",
@@ -1382,57 +2015,122 @@ dependencies = [
 ]
 
 [[package]]
-name = "polars-time"
+name = "polars-sql"
 version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72e80404e1e418c997230e3b2972c3be331f45df8bdd3150fe3bef562c7a332f"
+checksum = "100415f86069d7e9fbf54737148fc161a7c7316a6a7d375fb6cfc7fc64f570ae"
 dependencies = [
- "atoi_simd",
- "bytemuck",
- "chrono",
- "now",
- "num-traits",
- "polars-arrow",
- "polars-compute",
+ "bitflags",
+ "hex",
  "polars-core",
  "polars-error",
+ "polars-lazy",
  "polars-ops",
+ "polars-plan",
+ "polars-time",
  "polars-utils",
- "rayon",
  "regex",
  "serde",
- "strum_macros",
+ "sqlparser",
 ]
 
 [[package]]
-name = "polars-utils"
+name = "polars-stream"
 version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c97cabf53eb8fbf6050cde3fef8f596c51cc25fd7d55fbde108d815ee6674abf"
+checksum = "65a0c054bdf16efd16bbc587e8d5418ae28464d61afd735513579cd3c338fa70"
 dependencies = [
- "argminmax",
- "bincode",
- "bytemuck",
+ "async-channel",
+ "async-trait",
+ "atomic-waker",
+ "bitflags",
  "bytes",
- "compact_str",
- "either",
- "flate2",
- "foldhash 0.2.0",
- "half",
- "hashbrown 0.16.1",
- "indexmap",
- "libc",
+ "chrono-tz",
+ "crossbeam-channel",
+ "crossbeam-deque",
+ "crossbeam-queue",
+ "crossbeam-utils",
+ "futures",
+ "memchr",
  "memmap2",
- "num-derive",
  "num-traits",
- "numpy",
+ "parking_lot",
+ "percent-encoding",
+ "pin-project-lite",
+ "polars-arrow",
+ "polars-buffer",
+ "polars-compute",
+ "polars-core",
  "polars-error",
- "pyo3",
- "rand",
- "raw-cpuid",
- "rayon",
- "regex",
- "rmp-serde",
+ "polars-expr",
+ "polars-io",
+ "polars-mem-engine",
+ "polars-ops",
+ "polars-parquet",
+ "polars-plan",
+ "polars-time",
+ "polars-utils",
+ "rand 0.9.4",
+ "rayon",
+ "recursive",
+ "slotmap",
+ "tokio",
+ "version_check",
+]
+
+[[package]]
+name = "polars-time"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72e80404e1e418c997230e3b2972c3be331f45df8bdd3150fe3bef562c7a332f"
+dependencies = [
+ "atoi_simd",
+ "bytemuck",
+ "chrono",
+ "chrono-tz",
+ "now",
+ "num-traits",
+ "polars-arrow",
+ "polars-compute",
+ "polars-core",
+ "polars-error",
+ "polars-ops",
+ "polars-utils",
+ "rayon",
+ "regex",
+ "serde",
+ "strum_macros",
+]
+
+[[package]]
+name = "polars-utils"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c97cabf53eb8fbf6050cde3fef8f596c51cc25fd7d55fbde108d815ee6674abf"
+dependencies = [
+ "argminmax",
+ "bincode",
+ "bytemuck",
+ "bytes",
+ "compact_str",
+ "either",
+ "flate2",
+ "foldhash 0.2.0",
+ "half",
+ "hashbrown 0.16.1",
+ "indexmap",
+ "libc",
+ "memmap2",
+ "num-derive",
+ "num-traits",
+ "numpy",
+ "polars-error",
+ "pyo3",
+ "rand 0.9.4",
+ "raw-cpuid",
+ "rayon",
+ "regex",
+ "rmp-serde",
  "serde",
  "serde_json",
  "serde_stacker",
@@ -1450,13 +2148,22 @@ checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
 
 [[package]]
 name = "portable-atomic-util"
-version = "0.2.5"
+version = "0.2.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a9db96d7fa8782dd8c15ce32ffe8680bbd1e978a43bf51a34d39483540495f5"
+checksum = "c2a106d1259c23fac8e543272398ae0e3c0b8d33c88ed73d0cc71b0f1d902618"
 dependencies = [
  "portable-atomic",
 ]
 
+[[package]]
+name = "potential_utf"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0103b1cef7ec0cf76490e969665504990193874ea05c85ff9bab8b911d0a0564"
+dependencies = [
+ "zerovec",
+]
+
 [[package]]
 name = "ppv-lite86"
 version = "0.2.21"
@@ -1478,9 +2185,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro-crate"
-version = "3.4.0"
+version = "3.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
+checksum = "e67ba7e9b2b56446f1d419b1d807906278ffa1a658a8a5d8a39dcb1f5a78614f"
 dependencies = [
  "toml_edit",
 ]
@@ -1496,9 +2203,9 @@ dependencies = [
 
 [[package]]
 name = "psm"
-version = "0.1.30"
+version = "0.1.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3852766467df634d74f0b2d7819bf8dc483a0eb2e3b0f50f756f9cfe8b0d18d8"
+checksum = "645dbe486e346d9b5de3ef16ede18c26e6c70ad97418f4874b8b1889d6e761ea"
 dependencies = [
  "ar_archive_writer",
  "cc",
@@ -1601,11 +2308,76 @@ dependencies = [
  "syn",
 ]
 
+[[package]]
+name = "quick-xml"
+version = "0.39.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cdcc8dd4e2f670d309a5f0e83fe36dfdc05af317008fea29144da1a2ac858e5e"
+dependencies = [
+ "memchr",
+ "serde",
+]
+
+[[package]]
+name = "quinn"
+version = "0.11.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b9e20a958963c291dc322d98411f541009df2ced7b5a4f2bd52337638cfccf20"
+dependencies = [
+ "bytes",
+ "cfg_aliases",
+ "pin-project-lite",
+ "quinn-proto",
+ "quinn-udp",
+ "rustc-hash",
+ "rustls",
+ "socket2",
+ "thiserror 2.0.18",
+ "tokio",
+ "tracing",
+ "web-time",
+]
+
+[[package]]
+name = "quinn-proto"
+version = "0.11.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "434b42fec591c96ef50e21e886936e66d3cc3f737104fdb9b737c40ffb94c098"
+dependencies = [
+ "bytes",
+ "getrandom 0.3.4",
+ "lru-slab",
+ "rand 0.9.4",
+ "ring",
+ "rustc-hash",
+ "rustls",
+ "rustls-pki-types",
+ "slab",
+ "thiserror 2.0.18",
+ "tinyvec",
+ "tracing",
+ "web-time",
+]
+
+[[package]]
+name = "quinn-udp"
+version = "0.5.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "addec6a0dcad8a8d96a771f815f0eaf55f9d1805756410b39f5fa81332574cbd"
+dependencies = [
+ "cfg_aliases",
+ "libc",
+ "once_cell",
+ "socket2",
+ "tracing",
+ "windows-sys 0.60.2",
+]
+
 [[package]]
 name = "quote"
-version = "1.0.44"
+version = "1.0.45"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21b2ebcf727b7760c461f091f9f0f539b77b8e87f2fd88131e7f1b433b3cece4"
+checksum = "41f2619966050689382d2b44f664f4bc593e129785a36d6ee376ddf37259b924"
 dependencies = [
  "proc-macro2",
 ]
@@ -1616,14 +2388,31 @@ version = "5.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "69cdb34c158ceb288df11e18b4bd39de994f6657d83847bdffdbd7f346754b0f"
 
+[[package]]
+name = "r-efi"
+version = "6.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f8dcc9c7d52a811697d2151c701e0d08956f92b0e24136cf4cf27b57a6a0d9bf"
+
 [[package]]
 name = "rand"
-version = "0.9.3"
+version = "0.9.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ec095654a25171c2124e9e3393a930bddbffdc939556c914957a4c3e0a87166"
+checksum = "44c5af06bb1b7d3216d91932aed5265164bf384dc89cd6ba05cf59a35f5f76ea"
 dependencies = [
  "rand_chacha",
- "rand_core",
+ "rand_core 0.9.5",
+]
+
+[[package]]
+name = "rand"
+version = "0.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d2e8e8bcc7961af1fdac401278c6a831614941f6164ee3bf4ce61b7edb162207"
+dependencies = [
+ "chacha20",
+ "getrandom 0.4.2",
+ "rand_core 0.10.1",
 ]
 
 [[package]]
@@ -1633,7 +2422,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d3022b5f1df60f26e1ffddd6c66e8aa15de382ae63b3a0c1bfc0e4d3e3f325cb"
 dependencies = [
  "ppv-lite86",
- "rand_core",
+ "rand_core 0.9.5",
 ]
 
 [[package]]
@@ -1645,6 +2434,12 @@ dependencies = [
  "getrandom 0.3.4",
 ]
 
+[[package]]
+name = "rand_core"
+version = "0.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "63b8176103e19a2643978565ca18b50549f6101881c443590420e4dc998a3c69"
+
 [[package]]
 name = "rand_distr"
 version = "0.5.1"
@@ -1652,7 +2447,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6a8615d50dcf34fa31f7ab52692afec947c4dd0ab803cc87cb3b0b4570ff7463"
 dependencies = [
  "num-traits",
- "rand",
+ "rand 0.9.4",
 ]
 
 [[package]]
@@ -1672,9 +2467,9 @@ checksum = "60a357793950651c4ed0f3f52338f53b2f809f32d83a07f72909fa13e4c6c1e3"
 
 [[package]]
 name = "rayon"
-version = "1.11.0"
+version = "1.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "368f01d005bf8fd9b1206fb6fa653e6c4a81ceb1466406b81792d87c5677a58f"
+checksum = "fb39b166781f92d482534ef4b4b1b2568f42613b53e5b6c160e24cfbfa30926d"
 dependencies = [
  "either",
  "rayon-core",
@@ -1719,6 +2514,26 @@ dependencies = [
  "bitflags",
 ]
 
+[[package]]
+name = "ref-cast"
+version = "1.0.25"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f354300ae66f76f1c85c5f84693f0ce81d747e2c3f21a45fef496d89c960bf7d"
+dependencies = [
+ "ref-cast-impl",
+]
+
+[[package]]
+name = "ref-cast-impl"
+version = "1.0.25"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b7186006dcb21920990093f30e3dea63b7d6e977bf1256be20c3563a5db070da"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
 [[package]]
 name = "regex"
 version = "1.12.3"
@@ -1744,9 +2559,9 @@ dependencies = [
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.9"
+version = "0.8.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a96887878f22d7bad8a3b6dc5b7440e0ada9a245242924394987b21cf2210a4c"
+checksum = "dc897dd8d9e8bd1ed8cdad82b5966c3e0ecae09fb1907d58efaa013543185d0a"
 
 [[package]]
 name = "relative-path"
@@ -1754,6 +2569,62 @@ version = "1.9.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
 
+[[package]]
+name = "reqwest"
+version = "0.12.28"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
+dependencies = [
+ "base64",
+ "bytes",
+ "futures-core",
+ "futures-util",
+ "h2",
+ "http",
+ "http-body",
+ "http-body-util",
+ "hyper",
+ "hyper-rustls",
+ "hyper-util",
+ "js-sys",
+ "log",
+ "percent-encoding",
+ "pin-project-lite",
+ "quinn",
+ "rustls",
+ "rustls-native-certs",
+ "rustls-pki-types",
+ "serde",
+ "serde_json",
+ "serde_urlencoded",
+ "sync_wrapper",
+ "tokio",
+ "tokio-rustls",
+ "tokio-util",
+ "tower",
+ "tower-http",
+ "tower-service",
+ "url",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "wasm-streams",
+ "web-sys",
+]
+
+[[package]]
+name = "ring"
+version = "0.17.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a4689e6c2294d81e88dc6261c768b63bc4fcdb852be6d1352498b114f61383b7"
+dependencies = [
+ "cc",
+ "cfg-if",
+ "getrandom 0.2.17",
+ "libc",
+ "untrusted",
+ "windows-sys 0.52.0",
+]
+
 [[package]]
 name = "rmp"
 version = "0.8.15"
@@ -1804,9 +2675,9 @@ dependencies = [
 
 [[package]]
 name = "rustc-hash"
-version = "2.1.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "357703d41365b4b27c590e3ed91eabb1b663f07c4c084095e60cbed4362dff0d"
+checksum = "94300abf3f1ae2e2b8ffb7b58043de3d399c73fa6f4b73826402a5c457614dbe"
 
 [[package]]
 name = "rustc_version"
@@ -1817,6 +2688,66 @@ dependencies = [
  "semver",
 ]
 
+[[package]]
+name = "rustix"
+version = "1.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b6fe4565b9518b83ef4f91bb47ce29620ca828bd32cb7e408f0062e9930ba190"
+dependencies = [
+ "bitflags",
+ "errno",
+ "libc",
+ "linux-raw-sys",
+ "windows-sys 0.61.2",
+]
+
+[[package]]
+name = "rustls"
+version = "0.23.40"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ef86cd5876211988985292b91c96a8f2d298df24e75989a43a3c73f2d4d8168b"
+dependencies = [
+ "once_cell",
+ "ring",
+ "rustls-pki-types",
+ "rustls-webpki",
+ "subtle",
+ "zeroize",
+]
+
+[[package]]
+name = "rustls-native-certs"
+version = "0.8.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "612460d5f7bea540c490b2b6395d8e34a953e52b491accd6c86c8164c5932a63"
+dependencies = [
+ "openssl-probe",
+ "rustls-pki-types",
+ "schannel",
+ "security-framework",
+]
+
+[[package]]
+name = "rustls-pki-types"
+version = "1.14.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "30a7197ae7eb376e574fe940d068c30fe0462554a3ddbe4eca7838e049c937a9"
+dependencies = [
+ "web-time",
+ "zeroize",
+]
+
+[[package]]
+name = "rustls-webpki"
+version = "0.103.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "61c429a8649f110dddef65e2a5ad240f747e85f7758a6bccc7e5777bd33f756e"
+dependencies = [
+ "ring",
+ "rustls-pki-types",
+ "untrusted",
+]
+
 [[package]]
 name = "rustversion"
 version = "1.0.22"
@@ -1829,17 +2760,58 @@ version = "1.0.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
+[[package]]
+name = "same-file"
+version = "1.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "93fc1dc3aaa9bfed95e02e6eadabb4baf7e3078b0bd1b4d7b6b0b68378900502"
+dependencies = [
+ "winapi-util",
+]
+
+[[package]]
+name = "schannel"
+version = "0.1.29"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91c1b7e4904c873ef0710c1f407dde2e6287de2bebc1bbbf7d430bb7cbffd939"
+dependencies = [
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "scopeguard"
 version = "1.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
 
+[[package]]
+name = "security-framework"
+version = "3.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b7f4bc775c73d9a02cde8bf7b2ec4c9d12743edf609006c7facc23998404cd1d"
+dependencies = [
+ "bitflags",
+ "core-foundation",
+ "core-foundation-sys",
+ "libc",
+ "security-framework-sys",
+]
+
+[[package]]
+name = "security-framework-sys"
+version = "2.17.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6ce2691df843ecc5d231c0b14ece2acc3efb62c0a398c7e1d875f3983ce020e3"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
+
 [[package]]
 name = "semver"
-version = "1.0.27"
+version = "1.0.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d767eb0aabc880b29956c35734170f26ed551a859dbd361d140cdbeca61ab1e2"
+checksum = "8a7852d02fc848982e0c167ef163aaff9cd91dc640ba85e263cb1ce46fae51cd"
 
 [[package]]
 name = "serde"
@@ -1886,9 +2858,9 @@ dependencies = [
 
 [[package]]
 name = "serde_json"
-version = "1.0.149"
+version = "1.0.150"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "83fc039473c5595ace860d8c4fafa220ff474b3fc6bfdb4293327f1a37e94d86"
+checksum = "e8014e44b4736ed0538adeecded0fce2a272f22dc9578a7eb6b2d9993c74cfb9"
 dependencies = [
  "itoa",
  "memchr",
@@ -1908,6 +2880,18 @@ dependencies = [
  "stacker",
 ]
 
+[[package]]
+name = "serde_urlencoded"
+version = "0.7.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d3491c14715ca2294c4d6a88f15e84739788c1d030eed8c110436aafdaa2f3fd"
+dependencies = [
+ "form_urlencoded",
+ "itoa",
+ "ryu",
+ "serde",
+]
+
 [[package]]
 name = "sha2"
 version = "0.10.9"
@@ -1915,7 +2899,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a7507d819769d01a365ab707794a4084392c824f54a7a6a7862f8c3d0892b283"
 dependencies = [
  "cfg-if",
- "cpufeatures",
+ "cpufeatures 0.2.17",
  "digest",
 ]
 
@@ -1927,9 +2911,9 @@ checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
 [[package]]
 name = "signal-hook"
-version = "0.4.3"
+version = "0.4.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3b57709da74f9ff9f4a27dce9526eec25ca8407c45a7887243b031a58935fb8e"
+checksum = "b2a0c28ca5908dbdbcd52e6fdaa00358ab88637f8ab33e1f188dd510eb44b53d"
 dependencies = [
  "libc",
  "signal-hook-registry",
@@ -1947,9 +2931,25 @@ dependencies = [
 
 [[package]]
 name = "simd-adler32"
-version = "0.3.8"
+version = "0.3.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e320a6c5ad31d271ad523dcf3ad13e2767ad8b1cb8f047f75a8aeaf8da139da2"
+checksum = "703d5c7ef118737c72f1af64ad2f6f8c5e1921f818cdcb97b8fe6fc69bf66214"
+
+[[package]]
+name = "simd-json"
+version = "0.17.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4255126f310d2ba20048db6321c81ab376f6a6735608bf11f0785c41f01f64e3"
+dependencies = [
+ "ahash",
+ "halfbrown",
+ "once_cell",
+ "ref-cast",
+ "serde",
+ "serde_json",
+ "simdutf8",
+ "value-trait",
+]
 
 [[package]]
 name = "simdutf8"
@@ -1959,9 +2959,9 @@ checksum = "e3a9fe34e3e7a50316060351f37187a3f546bce95496156754b601a5fa71b76e"
 
 [[package]]
 name = "siphasher"
-version = "1.0.2"
+version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b2aa850e253778c88a04c3d7323b043aeda9d3e30d5971937c1855769763678e"
+checksum = "8ee5873ec9cce0195efcb7a4e9507a04cd49aec9c83d0389df45b1ef7ba2e649"
 
 [[package]]
 name = "slab"
@@ -1987,25 +2987,53 @@ checksum = "67b1b7a3b5fe4f1376887184045fcf45c69e92af734b7aaddc05fb777b6fbd03"
 
 [[package]]
 name = "socket2"
-version = "0.6.2"
+version = "0.6.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "86f4aa3ad99f2088c990dfa82d367e19cb29268ed67c574d10d0a4bfe71f07e0"
+checksum = "3a766e1110788c36f4fa1c2b71b387a7815aa65f88ce0229841826633d93723e"
 dependencies = [
  "libc",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "sqlparser"
+version = "0.60.0"
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+ "recursive",
+ "sqlparser_derive",
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+ "quote",
+ "syn",
+]
+
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+
 [[package]]
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 dependencies = [
  "cc",
  "cfg-if",
  "libc",
  "psm",
- "windows-sys 0.59.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -2047,17 +3075,43 @@ dependencies = [
  "syn",
 ]
 
+[[package]]
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+version = "2.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "13c2bddecc57b384dee18652358fb23172facb8a2c51ccc10d74c157bdea3292"
+
 [[package]]
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+checksum = "e665b8803e7b1d2a727f4023456bbbbe74da67099c585258af0ad9c5013b9b99"
 dependencies = [
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  "quote",
  "unicode-ident",
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+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0bf256ce5efdfa370213c1dabab5935a12e49f2c58d15e9eac2870d3b4f27263"
+dependencies = [
+ "futures-core",
+]
+
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+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
 [[package]]
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@@ -2104,33 +3158,94 @@ dependencies = [
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 ]
 
+[[package]]
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+version = "0.8.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8323304221c2a851516f22236c5722a72eaa19749016521d6dff0824447d96d"
+dependencies = [
+ "displaydoc",
+ "zerovec",
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+
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+dependencies = [
+ "tinyvec_macros",
+]
+
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+
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-checksum = "72a2903cd7736441aac9df9d7688bd0ce48edccaadf181c3b90be801e81d3d86"
+checksum = "8fc7f01b389ac15039e4dc9531aa973a135d7a4135281b12d7c1bc79fd57fffe"
 dependencies = [
+ "bytes",
  "libc",
  "mio",
  "pin-project-lite",
  "socket2",
+ "tokio-macros",
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "tokio-macros"
+version = "2.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "385a6cb71ab9ab790c5fe8d67f1645e6c450a7ce006a33de03daa956cf70a496"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61"
+dependencies = [
+ "rustls",
+ "tokio",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "bytes",
+ "futures-core",
+ "futures-sink",
+ "pin-project-lite",
+ "tokio",
+]
+
 [[package]]
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-version = "0.7.5+spec-1.1.0"
+version = "1.1.1+spec-1.1.0"
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-checksum = "92e1cfed4a3038bc5a127e35a2d360f145e1f4b971b551a2ba5fd7aedf7e1347"
+checksum = "3165f65f62e28e0115a00b2ebdd37eb6f3b641855f9d636d3cd4103767159ad7"
 dependencies = [
  "serde_core",
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 [[package]]
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-version = "0.23.10+spec-1.0.0"
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-checksum = "84c8b9f757e028cee9fa244aea147aab2a9ec09d5325a9b01e0a49730c2b5269"
+checksum = "0b59c4d22ed448339746c59b905d24568fcbb3ab65a500494f7b8c3e97739f2b"
 dependencies = [
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@@ -2140,18 +3255,100 @@ dependencies = [
 
 [[package]]
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-version = "1.0.8+spec-1.1.0"
+version = "1.1.2+spec-1.1.0"
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-checksum = "0742ff5ff03ea7e67c8ae6c93cac239e0d9784833362da3f9a9c1da8dfefcbdc"
+checksum = "a2abe9b86193656635d2411dc43050282ca48aa31c2451210f4202550afb7526"
 dependencies = [
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+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ebe5ef63511595f1344e2d5cfa636d973292adc0eec1f0ad45fae9f0851ab1d4"
+dependencies = [
+ "futures-core",
+ "futures-util",
+ "pin-project-lite",
+ "sync_wrapper",
+ "tokio",
+ "tower-layer",
+ "tower-service",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4cfcf7e2740e6fc6d4d688b4ef00650406bb94adf4731e43c096c3a19fe40840"
+dependencies = [
+ "bitflags",
+ "bytes",
+ "futures-util",
+ "http",
+ "http-body",
+ "pin-project-lite",
+ "tower",
+ "tower-layer",
+ "tower-service",
+ "url",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "121c2a6cda46980bb0fcd1647ffaf6cd3fc79a013de288782836f6df9c48780e"
+
+[[package]]
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+checksum = "8df9b6e13f2d32c91b9bd719c00d1958837bc7dec474d94952798cc8e69eeec3"
+
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+checksum = "63e71662fa4b2a2c3a26f570f037eb95bb1f85397f3cd8076caed2f026a6d100"
+dependencies = [
+ "pin-project-lite",
+ "tracing-attributes",
+ "tracing-core",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[package]]
+name = "tracing-core"
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "db97caf9d906fbde555dd62fa95ddba9eecfd14cb388e4f491a66d74cd5fb79a"
+dependencies = [
+ "once_cell",
+]
+
+[[package]]
+name = "try-lock"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e421abadd41a4225275504ea4d6566923418b7f05506fbc9c0fe86ba7396114b"
+
 [[package]]
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-version = "1.19.0"
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-checksum = "562d481066bde0658276a35467c4af00bdc6ee726305698a55b86e61d7ad82bb"
+checksum = "40ce102ab67701b8526c123c1bab5cbe42d7040ccfd0f64af1a385808d2f43de"
 
 [[package]]
 name = "unicode-ident"
@@ -2159,6 +3356,30 @@ version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
+[[package]]
+name = "unicode-normalization"
+version = "0.1.25"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5fd4f6878c9cb28d874b009da9e8d183b5abc80117c40bbd187a1fde336be6e8"
+dependencies = [
+ "tinyvec",
+]
+
+[[package]]
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+version = "1.0.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4b6f4888ebc23094adfb574fdca9fdc891826287a6397d2cd28802ffd6f20c76"
+dependencies = [
+ "unicode-segmentation",
+]
+
+[[package]]
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+version = "1.13.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9629274872b2bfaf8d66f5f15725007f635594914870f65218920345aa11aa8c"
+
 [[package]]
 name = "unicode-xid"
 version = "0.2.6"
@@ -2171,24 +3392,60 @@ version = "0.2.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7264e107f553ccae879d21fbea1d6724ac785e8c3bfc762137959b5802826ef3"
 
+[[package]]
+name = "untrusted"
+version = "0.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8ecb6da28b8a351d773b68d5825ac39017e680750f980f3a1a85cd8dd28a47c1"
+
 [[package]]
 name = "unty"
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 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6d49784317cd0d1ee7ec5c716dd598ec5b4483ea832a2dced265471cc0f690ae"
 
+[[package]]
+name = "url"
+version = "2.5.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ff67a8a4397373c3ef660812acab3268222035010ab8680ec4215f38ba3d0eed"
+dependencies = [
+ "form_urlencoded",
+ "idna",
+ "percent-encoding",
+ "serde",
+]
+
+[[package]]
+name = "utf8_iter"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
+
 [[package]]
 name = "uuid"
-version = "1.21.0"
+version = "1.23.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b672338555252d43fd2240c714dc444b8c6fb0a5c5335e65a07bba7742735ddb"
+checksum = "ddd74a9687298c6858e9b88ec8935ec45d22e8fd5e6394fa1bd4e99a87789c76"
 dependencies = [
- "getrandom 0.4.1",
+ "getrandom 0.4.2",
  "js-sys",
  "serde_core",
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "value-trait"
+version = "0.12.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e80f0c733af0720a501b3905d22e2f97662d8eacfe082a75ed7ffb5ab08cb59"
+dependencies = [
+ "float-cmp",
+ "halfbrown",
+ "itoa",
+ "ryu",
+]
+
 [[package]]
 name = "version_check"
 version = "0.9.5"
@@ -2201,6 +3458,25 @@ version = "0.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "051eb1abcf10076295e815102942cc58f9d5e3b4560e46e53c21e8ff6f3af7b1"
 
+[[package]]
+name = "walkdir"
+version = "2.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "29790946404f91d9c5d06f9874efddea1dc06c5efe94541a7d6863108e3a5e4b"
+dependencies = [
+ "same-file",
+ "winapi-util",
+]
+
+[[package]]
+name = "want"
+version = "0.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bfa7760aed19e106de2c7c0b581b509f2f25d3dacaf737cb82ac61bc6d760b0e"
+dependencies = [
+ "try-lock",
+]
+
 [[package]]
 name = "wasi"
 version = "0.11.1+wasi-snapshot-preview1"
@@ -2209,11 +3485,11 @@ checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
 [[package]]
 name = "wasip2"
-version = "1.0.2+wasi-0.2.9"
+version = "1.0.3+wasi-0.2.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9517f9239f02c069db75e65f174b3da828fe5f5b945c4dd26bd25d89c03ebcf5"
+checksum = "20064672db26d7cdc89c7798c48a0fdfac8213434a1186e5ef29fd560ae223d6"
 dependencies = [
- "wit-bindgen",
+ "wit-bindgen 0.57.1",
 ]
 
 [[package]]
@@ -2222,14 +3498,14 @@ version = "0.4.0+wasi-0.3.0-rc-2026-01-06"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5428f8bf88ea5ddc08faddef2ac4a67e390b88186c703ce6dbd955e1c145aca5"
 dependencies = [
- "wit-bindgen",
+ "wit-bindgen 0.51.0",
 ]
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.108"
+version = "0.2.122"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "64024a30ec1e37399cf85a7ffefebdb72205ca1c972291c51512360d90bd8566"
+checksum = "3ed04576f974d2b2fba0f38c51dbc5518011e38c36bf1143164be765528fd409"
 dependencies = [
  "cfg-if",
  "once_cell",
@@ -2238,11 +3514,21 @@ dependencies = [
  "wasm-bindgen-shared",
 ]
 
+[[package]]
+name = "wasm-bindgen-futures"
+version = "0.4.72"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9473dbd2991ae90b6291c3c32c30c6187ac49aa32f9905d1cce280ec1e110b0f"
+dependencies = [
+ "js-sys",
+ "wasm-bindgen",
+]
+
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.108"
+version = "0.2.122"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "008b239d9c740232e71bd39e8ef6429d27097518b6b30bdf9086833bd5b6d608"
+checksum = "916151b09da36bd82f6615cbf3a419e2f0ba23a03c6160e8e92eb6bd4aa1dec6"
 dependencies = [
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  "wasm-bindgen-macro-support",
@@ -2250,9 +3536,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.108"
+version = "0.2.122"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5256bae2d58f54820e6490f9839c49780dff84c65aeab9e772f15d5f0e913a55"
+checksum = "299047362ccbfce148b67ab7e73349f77748e00c8296f9542adfad2ad82c5c5e"
 dependencies = [
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  "proc-macro2",
@@ -2263,9 +3549,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.108"
+version = "0.2.122"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1f01b580c9ac74c8d8f0c0e4afb04eeef2acf145458e52c03845ee9cd23e3d12"
+checksum = "9a929b2c61f11ba3e9bc35b50c1f25cb38e0e892c0c231ae2b8cf78d5dad4437"
 dependencies = [
  "unicode-ident",
 ]
@@ -2292,6 +3578,19 @@ dependencies = [
  "wasmparser",
 ]
 
+[[package]]
+name = "wasm-streams"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "15053d8d85c7eccdbefef60f06769760a563c7f0a9d6902a13d35c7800b0ad65"
+dependencies = [
+ "futures-util",
+ "js-sys",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "web-sys",
+]
+
 [[package]]
 name = "wasmparser"
 version = "0.244.0"
@@ -2304,6 +3603,35 @@ dependencies = [
  "semver",
 ]
 
+[[package]]
+name = "web-sys"
+version = "0.3.99"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6d621441cfc37b84979402712047321980c178f299193a3589d05b99e8763436"
+dependencies = [
+ "js-sys",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "web-time"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5a6580f308b1fad9207618087a65c04e7a10bc77e02c8e84e9b00dd4b12fa0bb"
+dependencies = [
+ "js-sys",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "winapi-util"
+version = "0.1.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c2a7b1c03c876122aa43f3020e6c3c3ee5c05081c9a00739faf7503aeba10d22"
+dependencies = [
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "windows-core"
 version = "0.62.2"
@@ -2369,6 +3697,15 @@ dependencies = [
  "windows-link 0.2.1",
 ]
 
+[[package]]
+name = "windows-sys"
+version = "0.52.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d"
+dependencies = [
+ "windows-targets 0.52.6",
+]
+
 [[package]]
 name = "windows-sys"
 version = "0.59.0"
@@ -2527,9 +3864,9 @@ checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 
 [[package]]
 name = "winnow"
-version = "0.7.14"
+version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a5364e9d77fcdeeaa6062ced926ee3381faa2ee02d3eb83a5c27a8825540829"
+checksum = "0592e1c9d151f854e6fd382574c3a0855250e1d9b2f99d9281c6e6391af352f1"
 dependencies = [
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 ]
@@ -2543,6 +3880,12 @@ dependencies = [
  "wit-bindgen-rust-macro",
 ]
 
+[[package]]
+name = "wit-bindgen"
+version = "0.57.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ebf944e87a7c253233ad6766e082e3cd714b5d03812acc24c318f549614536e"
+
 [[package]]
 name = "wit-bindgen-core"
 version = "0.51.0"
@@ -2622,26 +3965,115 @@ dependencies = [
  "wasmparser",
 ]
 
+[[package]]
+name = "writeable"
+version = "0.6.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ffae5123b2d3fc086436f8834ae3ab053a283cfac8fe0a0b8eaae044768a4c4"
+
 [[package]]
 name = "xxhash-rust"
 version = "0.8.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fdd20c5420375476fbd4394763288da7eb0cc0b8c11deed431a91562af7335d3"
 
+[[package]]
+name = "yoke"
+version = "0.8.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "abe8c5fda708d9ca3df187cae8bfb9ceda00dd96231bed36e445a1a48e66f9ca"
+dependencies = [
+ "stable_deref_trait",
+ "yoke-derive",
+ "zerofrom",
+]
+
+[[package]]
+name = "yoke-derive"
+version = "0.8.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "de844c262c8848816172cef550288e7dc6c7b7814b4ee56b3e1553f275f1858e"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+ "synstructure",
+]
+
 [[package]]
 name = "zerocopy"
-version = "0.8.39"
+version = "0.8.48"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "db6d35d663eadb6c932438e763b262fe1a70987f9ae936e60158176d710cae4a"
+checksum = "eed437bf9d6692032087e337407a86f04cd8d6a16a37199ed57949d415bd68e9"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.39"
+version = "0.8.48"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "70e3cd084b1788766f53af483dd21f93881ff30d7320490ec3ef7526d203bad4"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[package]]
+name = "zerofrom"
+version = "0.1.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0ec05a11813ea801ff6d75110ad09cd0824ddba17dfe17128ea0d5f68e6c5272"
+dependencies = [
+ "zerofrom-derive",
+]
+
+[[package]]
+name = "zerofrom-derive"
+version = "0.1.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "11532158c46691caf0f2593ea8358fed6bbf68a0315e80aae9bd41fbade684a1"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+ "synstructure",
+]
+
+[[package]]
+name = "zeroize"
+version = "1.8.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
+
+[[package]]
+name = "zerotrie"
+version = "0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0f9152d31db0792fa83f70fb2f83148effb5c1f5b8c7686c3459e361d9bc20bf"
+dependencies = [
+ "displaydoc",
+ "yoke",
+ "zerofrom",
+]
+
+[[package]]
+name = "zerovec"
+version = "0.11.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "90f911cbc359ab6af17377d242225f4d75119aec87ea711a880987b18cd7b239"
+dependencies = [
+ "yoke",
+ "zerofrom",
+ "zerovec-derive",
+]
+
+[[package]]
+name = "zerovec-derive"
+version = "0.11.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4122cd3169e94605190e77839c9a40d40ed048d305bfdc146e7df40ab0f3e517"
+checksum = "625dc425cab0dca6dc3c3319506e6593dcb08a9f387ea3b284dbd52a92c40555"
 dependencies = [
  "proc-macro2",
  "quote",
diff --git a/Cargo.toml b/Cargo.toml
index 91a3fb3..be00f38 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -10,12 +10,11 @@ name = "dataframely"
 [dependencies]
 itertools = "*"
 num-format = "*"
-polars = { version = ">=0.50", default-features = false, features = [] }
+polars = { version = ">=0.50", default-features = false, features = [
+  "dtype-full",
+] }
 polars-arrow = ">=0.50"
-polars-core = { version = ">=0.50", features = [
-  "dtype-array",
-  "dtype-struct",
-], default-features = false }
+polars-core = ">=0.50"
 pyo3 = { version = ">=0.25", features = ["abi3-py310", "extension-module"] }
 pyo3-polars = { version = ">=0.23.1", features = ["derive"] }
 rand = { version = "0.9", features = ["std_rng"] }
diff --git a/dataframely/_native.pyi b/dataframely/_native.pyi
index 1d670c3..db13c5c 100644
--- a/dataframely/_native.pyi
+++ b/dataframely/_native.pyi
@@ -1,6 +1,15 @@
 from typing import overload
 
-def format_rule_failures(failures: list[tuple[str, int]]) -> str:
+import polars as pl
+
+def format_rule_failures(
+    failures: list[tuple[str, int]],
+    *,
+    failures_from: pl.DataFrame | None,
+    examples_from: pl.DataFrame | None,
+    primary_key_columns: list[str],
+    max_examples: int | None,
+) -> str:
     """
     Format rule failures with the same logic that produces validation errors from the
     polars plugin.
@@ -8,6 +17,14 @@ def format_rule_failures(failures: list[tuple[str, int]]) -> str:
     Args:
         failures: The name of the failures and their counts. This should only include
             failures with a count of at least 1.
+        failures_from: The data frame containing the rule columns providing the
+            failures.
+        examples_from: The data frame containing the example rows for each failure.
+        primary_key_columns: The primary key columns of the schema for which to format
+            rule failures. This is only relevant if `failures_from` and `examples_from`
+            are provided and allows for better error messages for the "primary_key" rule.
+        max_examples: The maximum number of examples to include for each failure. This is
+            only relevant if `failures_from` and `examples_from` are provided.
 
     Returns:
         The formatted rule failures.
diff --git a/dataframely/_plugin.py b/dataframely/_plugin.py
index 3fb191f..632e8a1 100644
--- a/dataframely/_plugin.py
+++ b/dataframely/_plugin.py
@@ -8,6 +8,8 @@
 import polars as pl
 from polars.plugins import register_plugin_function
 
+from dataframely.config import Config
+
 PLUGIN_PATH = Path(__file__).parent
 
 IntoExpr: TypeAlias = pl.Expr | str
@@ -59,6 +61,8 @@ def all_rules_required(
     *,
     null_is_valid: bool = True,
     schema_name: str,
+    data_columns: Iterable[IntoExpr] | None = None,
+    primary_key_columns: list[str] | None,
 ) -> pl.Expr:
     """Execute :mod:`~polars.all_horizontal` and `.all` for a set of rules.
 
@@ -76,15 +80,29 @@ def all_rules_required(
         schema_name: The name of the schema being validated. This is used to produce
             better error messages.
         null_is_valid: Whether to treat null values as valid (i.e., `true`).
+        data_columns: Optional data columns to include for generating example rows in
+            error messages. If provided, up to 5 distinct example rows are included
+            for each failing rule.
+        primary_key_columns: Optional list of primary key columns which are used for
+            better error messages if data columns are provided.
 
     Returns:
         A scalar boolean expression.
     """
+    rules_list = [rules] if isinstance(rules, pl.Expr) else list(rules)
+    num_rule_columns = len(rules_list)
+    data_columns_list = list(data_columns) if data_columns is not None else []
     return register_plugin_function(
         plugin_path=PLUGIN_PATH,
         function_name="all_rules_required",
-        args=rules,
-        kwargs={"null_is_valid": null_is_valid, "schema_name": schema_name},
+        args=[*rules_list, *data_columns_list],
+        kwargs={
+            "null_is_valid": null_is_valid,
+            "schema_name": schema_name,
+            "num_rule_columns": num_rule_columns,
+            "primary_key_columns": primary_key_columns or [],
+            "max_failure_examples": Config.options["max_failure_examples"],
+        },
         use_abs_path=True,
         is_elementwise=True,
     )
diff --git a/dataframely/collection/collection.py b/dataframely/collection/collection.py
index 665b85a..05af1cd 100644
--- a/dataframely/collection/collection.py
+++ b/dataframely/collection/collection.py
@@ -33,6 +33,7 @@
 from dataframely._storage.delta import DeltaStorageBackend
 from dataframely._storage.parquet import ParquetStorageBackend
 from dataframely._typing import LazyFrame, Validation
+from dataframely.config import Config
 from dataframely.exc import (
     DeserializationError,
     ValidationError,
@@ -409,11 +410,20 @@ def validate(
             # information to properly construct a useful error message.
             filtered, failures = cls.filter(data, cast=cast, eager=True)
             if any(len(failure) > 0 for failure in failures.values()):
-                errors = {
-                    member: format_rule_failures(list(failure.counts().items()))
-                    for member, failure in failures.items()
-                    if len(failure) > 0
-                }
+                errors: dict[str, str] = {}
+                for member, failure in failures.items():
+                    if len(failure) == 0:
+                        continue
+
+                    counts = failure.counts()
+                    errors[member] = format_rule_failures(
+                        list(counts.items()),
+                        failures_from=failure._df.select(counts.keys()),
+                        examples_from=failure.invalid(),
+                        primary_key_columns=cls.member_schemas()[member].primary_key(),
+                        max_examples=Config.options["max_failure_examples"],
+                    )
+
                 details = [
                     f" > Member '{member}' failed validation:\n"
                     + textwrap.indent(error, "   ")
@@ -451,7 +461,11 @@ def validate(
                         )
                         .filter(
                             all_rules_required(
-                                filter_names, null_is_valid=False, schema_name=name
+                                filter_names,
+                                null_is_valid=False,
+                                schema_name=name,
+                                data_columns=cls.common_primary_key(),
+                                primary_key_columns=cls.common_primary_key(),
                             )
                         )
                         .drop(filter_names)
diff --git a/dataframely/config.py b/dataframely/config.py
index c597745..415432e 100644
--- a/dataframely/config.py
+++ b/dataframely/config.py
@@ -12,14 +12,17 @@
     from typing_extensions import Unpack
 
 
-class Options(TypedDict):
+class Options(TypedDict, total=False):
     #: The maximum number of iterations to use for "fuzzy" sampling.
     max_sampling_iterations: int
+    #: The maximum number of examples to include in failure messages.
+    max_failure_examples: int
 
 
 def default_options() -> Options:
     return {
         "max_sampling_iterations": 10_000,
+        "max_failure_examples": 0,
     }
 
 
@@ -40,6 +43,11 @@ def set_max_sampling_iterations(iterations: int) -> None:
         :meth:`Schema.sample`."""
         Config.options["max_sampling_iterations"] = iterations
 
+    @staticmethod
+    def set_max_failure_examples(max_examples: int) -> None:
+        """Set the maximum number of examples to include in failure messages."""
+        Config.options["max_failure_examples"] = max_examples
+
     @staticmethod
     def restore_defaults() -> None:
         """Restore the defaults of the configuration."""
diff --git a/dataframely/schema.py b/dataframely/schema.py
index 213925f..c7fc92c 100644
--- a/dataframely/schema.py
+++ b/dataframely/schema.py
@@ -576,8 +576,15 @@ def validate(
         if eager:
             out, failure = cls.filter(df, cast=cast, eager=True)
             if len(failure) > 0:
+                counts = failure.counts()
                 raise ValidationError(
-                    format_rule_failures(list(failure.counts().items()))
+                    format_rule_failures(
+                        list(counts.items()),
+                        failures_from=failure._df.select(counts.keys()),
+                        examples_from=failure.invalid(),
+                        primary_key_columns=cls.primary_key(),
+                        max_examples=Config.options["max_failure_examples"],
+                    )
                 )
             return out
         else:
@@ -587,7 +594,14 @@ def validate(
             if rules := cls._validation_rules(with_cast=False):
                 lf = (
                     lf.pipe(with_evaluation_rules, rules)
-                    .filter(all_rules_required(rules.keys(), schema_name=cls.__name__))
+                    .filter(
+                        all_rules_required(
+                            rules.keys(),
+                            schema_name=cls.__name__,
+                            data_columns=cls.column_names(),
+                            primary_key_columns=cls.primary_key(),
+                        )
+                    )
                     .drop(rules.keys())
                 )
             return lf  # type: ignore
diff --git a/docs/guides/features/lazy-validation.md b/docs/guides/features/lazy-validation.md
index 6c9edbe..61e31be 100644
--- a/docs/guides/features/lazy-validation.md
+++ b/docs/guides/features/lazy-validation.md
@@ -39,3 +39,27 @@ For collections, the error message for `eager=False` is limited and non-determin
 information about a single member and, if multiple members fail validation, the member that the error message refers to
 may vary across executions.
 ```
+
+```{note}
+When the lazy frame is collected on the polars _streaming_ engine, lazy validation may not surface _all_ validation
+issues: validation is aborted as soon as the first failure is encountered. As a result, both the set of rules reported
+in the error message and the specific failure surfaced may be non-deterministic across executions.
+```
+
+## Including failure examples in error messages
+
+By default, validation error messages report only the name of each failing rule and the number of rows that violated it.
+For easier debugging, dataframely can additionally include a few example rows for each failing rule. This is configured
+via {meth}`~dataframely.Config.set_max_failure_examples` (or the `max_failure_examples` keyword on the
+{class}`~dataframely.Config` context manager) and applies to both `eager=True` and `eager=False`:
+
+```python
+import dataframely as dy
+
+with dy.Config(max_failure_examples=5):
+    MySchema.validate(df)
+```
+
+For column-level rules, examples include the value in the offending column. For schema-level rules, examples include all
+data columns of the schema, except for the `primary_key` rule where examples are limited to the primary key columns.
+The default value of `0` disables examples entirely.
diff --git a/src/polars_plugin/mod.rs b/src/polars_plugin/mod.rs
index c42d4f1..ae459e4 100644
--- a/src/polars_plugin/mod.rs
+++ b/src/polars_plugin/mod.rs
@@ -62,18 +62,28 @@ pub fn all_rules(inputs: &[Series]) -> PolarsResult<Series> {
 struct RequiredValidationKwargs {
     schema_name: String,
     null_is_valid: bool,
+    #[serde(default)]
+    num_rule_columns: Option<usize>,
+    primary_key_columns: Option<Vec<String>>,
+    max_failure_examples: usize,
 }
 
 /// Reduce a set of boolean columns into a single boolean scalar, AND-ing all values.
 /// Null values are treated as `true`.
 /// In contrast to `all_rules`, this function raises an error if the returned value would be
 /// `false`, including details about the `false` values (i.e. "rules" that failed).
+/// The first `num_rule_columns` inputs are boolean rule columns; any remaining inputs are
+/// data columns used to generate example rows in error messages.
 #[polars_expr(output_type=Boolean)]
 pub fn all_rules_required(
     inputs: &[Series],
     kwargs: RequiredValidationKwargs,
 ) -> PolarsResult<Series> {
-    let failures = compute_rule_failures(inputs, kwargs.null_is_valid)?;
+    let num_rule = kwargs.num_rule_columns.unwrap_or(inputs.len());
+    let rule_inputs = &inputs[..num_rule];
+    let data_inputs = &inputs[num_rule..];
+
+    let failures = compute_rule_failures(rule_inputs, kwargs.null_is_valid)?;
 
     // If there's any failure, we know that validation failed and use the failure object for an
     // informative error message. If no failure exists, we simply return a series with a single
@@ -85,7 +95,27 @@ pub fn all_rules_required(
         return Ok(column.take_materialized_series());
     }
 
-    // Aggregate failure counts into a validation error.
-    let error = RuleValidationError::new(failures);
+    // Aggregate failures into a validation error
+    let failures_from = DataFrame::new(
+        rule_inputs[0].len(),
+        rule_inputs
+            .iter()
+            .map(|s| s.clone().into_column())
+            .collect(),
+    )?;
+    let examples_from = DataFrame::new(
+        data_inputs[0].len(),
+        data_inputs
+            .iter()
+            .map(|s| s.clone().into_column())
+            .collect(),
+    )?;
+    let error = RuleValidationError::new(
+        failures,
+        Some(failures_from),
+        Some(examples_from),
+        kwargs.primary_key_columns.unwrap_or_default(),
+        kwargs.max_failure_examples,
+    );
     Err(polars_err!(ComputeError: format!("\n{}", error.to_string(Some(&kwargs.schema_name)))))
 }
diff --git a/src/polars_plugin/validation_error.rs b/src/polars_plugin/validation_error.rs
index b2ca718..e13bdbc 100644
--- a/src/polars_plugin/validation_error.rs
+++ b/src/polars_plugin/validation_error.rs
@@ -1,24 +1,39 @@
+use std::ops::Not;
+
 use itertools::Itertools;
 use num_format::{Locale, ToFormattedString};
 use polars::prelude::*;
 use pyo3::{create_exception, exceptions::PyException, prelude::*};
+use pyo3_polars::PyDataFrame;
 
 use super::RuleFailure;
 
 create_exception!(exc, PyRuleValidationError, PyException);
 
+/* -------------------------------------- VALIDATION ERROR ------------------------------------- */
+
 pub struct RuleValidationError<'a> {
     num_rule_failures: usize,
-    schema_errors: Vec<RuleFailure<'a>>,
-    column_errors: Vec<(&'a str, Vec<RuleFailure<'a>>)>,
+    schema_errors: Vec<RuleFailureInfo<'a>>,
+    column_errors: Vec<(&'a str, Vec<RuleFailureInfo<'a>>)>,
 }
 
 impl<'a> RuleValidationError<'a> {
-    pub fn new(failure_counts: Vec<RuleFailure<'a>>) -> Self {
+    pub fn new(
+        failure_counts: Vec<RuleFailure<'a>>,
+        failures_from: Option<DataFrame>,
+        examples_from: Option<DataFrame>,
+        primary_key_columns: Vec<String>,
+        max_examples: usize,
+    ) -> Self {
         let num_rule_failures = failure_counts.len();
         let (flat_column_errors, schema_errors): (Vec<_>, Vec<_>) = failure_counts
             .into_iter()
             .partition(|item| item.rule.contains("|"));
+
+        // For column errors, we only include the data column referencing the column to
+        // gather examples. Other values are not included to avoid creating outputs that
+        // are too wide.
         let column_errors = flat_column_errors
             .into_iter()
             .chunk_by(|item| item.rule.split_once("|").unwrap().0)
@@ -27,11 +42,43 @@ impl<'a> RuleValidationError<'a> {
                 (
                     key,
                     chunk
-                        .map(|failure| failure.split_off_column_name())
+                        .map(|failure| {
+                            RuleFailureInfo::new(
+                                failure.rule,
+                                failure.split_off_column_name(),
+                                failures_from.as_ref(),
+                                examples_from.as_ref(),
+                                Some(vec![key.to_string()]),
+                                max_examples,
+                            )
+                        })
                         .collect::<Vec<_>>(),
                 )
             })
             .collect::<Vec<_>>();
+
+        // For schema errors, we include all data columns because we do not know what columns
+        // are relevant to each rule. The only exception is the `primary_key` rule where we
+        // can limit ourselves to the `primary_key_columns`.
+        let schema_errors = schema_errors
+            .into_iter()
+            .map(|failure| {
+                let data_columns = if failure.rule == "primary_key" {
+                    Some(primary_key_columns.clone())
+                } else {
+                    None
+                };
+                RuleFailureInfo::new(
+                    failure.rule,
+                    failure,
+                    failures_from.as_ref(),
+                    examples_from.as_ref(),
+                    data_columns,
+                    max_examples,
+                )
+            })
+            .collect();
+
         Self {
             num_rule_failures,
             schema_errors: schema_errors,
@@ -49,10 +96,12 @@ impl<'a> RuleValidationError<'a> {
             format!("{} rules failed validation:", self.num_rule_failures)
         };
         self.schema_errors.iter().for_each(|failure| {
+            let examples_str = format_examples(failure.examples.as_ref());
             result += format!(
-                "\n - '{}' failed for {} rows",
-                failure.rule,
-                failure.count.to_formatted_string(&Locale::en)
+                "\n - '{}' failed for {} rows{}",
+                failure.failure.rule,
+                failure.failure.count.to_formatted_string(&Locale::en),
+                examples_str,
             )
             .as_str();
         });
@@ -63,10 +112,12 @@ impl<'a> RuleValidationError<'a> {
             )
             .as_str();
             errors.iter().for_each(|failure| {
+                let examples_str = format_examples(failure.examples.as_ref());
                 result += format!(
-                    "\n   - '{}' failed for {} rows",
-                    failure.rule,
-                    failure.count.to_formatted_string(&Locale::en)
+                    "\n   - '{}' failed for {} rows{}",
+                    failure.failure.rule,
+                    failure.failure.count.to_formatted_string(&Locale::en),
+                    examples_str,
                 )
                 .as_str();
             });
@@ -75,8 +126,118 @@ impl<'a> RuleValidationError<'a> {
     }
 }
 
+fn format_examples(examples: Option<&DataFrame>) -> String {
+    let Some(df) = examples else {
+        return String::new();
+    };
+    let column_names: Vec<&str> = df
+        .get_column_names()
+        .into_iter()
+        .map(|s| s.as_str())
+        .collect();
+    format!(
+        "; examples: [{}]",
+        (0..df.height())
+            .map(|i| {
+                let row = df.get_row(i).unwrap();
+                let fields = column_names
+                    .iter()
+                    .zip(row.0.iter())
+                    .map(|(name, value)| format!("'{}': {}", name, format_any_value(value)))
+                    .join(", ");
+                format!("{{{}}}", fields)
+            })
+            .join(", ")
+    )
+}
+
+fn format_any_value(value: &AnyValue) -> String {
+    match value {
+        AnyValue::Null => "None".to_string(),
+        AnyValue::Boolean(b) => {
+            if *b {
+                "True".to_string()
+            } else {
+                "False".to_string()
+            }
+        }
+        AnyValue::String(s) => format!("'{}'", s),
+        AnyValue::StringOwned(s) => format!("'{}'", s),
+        _ => format!("{}", value),
+    }
+}
+
+/* ---------------------------------------- FAILURE INFO --------------------------------------- */
+
+struct RuleFailureInfo<'a> {
+    failure: RuleFailure<'a>,
+    examples: Option<DataFrame>,
+}
+
+impl<'a> RuleFailureInfo<'a> {
+    fn new(
+        rule_name: &str,
+        failure: RuleFailure<'a>,
+        failures_from: Option<&DataFrame>,
+        examples_from: Option<&DataFrame>,
+        data_columns: Option<Vec<String>>,
+        max_examples: usize,
+    ) -> Self {
+        // Check if we should return any examples at all
+        if max_examples == 0 {
+            return Self {
+                failure,
+                examples: None,
+            };
+        }
+
+        // Also check if we even have the necessary data to compute examples
+        let (Some(failures_from), Some(examples_from)) =
+            (failures_from.as_ref(), examples_from.as_ref())
+        else {
+            return Self {
+                failure,
+                examples: None,
+            };
+        };
+
+        // If we should compute examples and have the necessary data, let's do so
+        let rule_ca = failures_from.column(rule_name).unwrap().bool().unwrap();
+        let data_columns = data_columns.unwrap_or_else(|| {
+            examples_from
+                .get_column_names()
+                .into_iter()
+                .map(|s| s.to_string())
+                .collect()
+        });
+        let examples = examples_from
+            .select(&data_columns)
+            .unwrap()
+            .filter(&rule_ca.not())
+            .unwrap()
+            .unique::<(), ()>(
+                Some(&data_columns),
+                UniqueKeepStrategy::First,
+                Some((0, max_examples)),
+            )
+            .unwrap();
+        Self {
+            failure,
+            examples: Some(examples),
+        }
+    }
+}
+
+/* --------------------------------- STANDALONE PYTHON FUNCTION -------------------------------- */
+
 #[pyfunction]
-pub fn format_rule_failures(failures: Vec<(String, IdxSize)>) -> String {
+pub fn format_rule_failures(
+    failures: Vec<(String, IdxSize)>,
+    failures_from: Option<PyDataFrame>,
+    examples_from: Option<PyDataFrame>,
+    primary_key_columns: Vec<String>,
+    max_examples: usize,
+) -> String {
     let validation_error = RuleValidationError::new(
         failures
             .iter()
@@ -85,6 +246,10 @@ pub fn format_rule_failures(failures: Vec<(String, IdxSize)>) -> String {
                 count: *count,
             })
             .collect(),
+        failures_from.map(|df| df.into()),
+        examples_from.map(|df| df.into()),
+        primary_key_columns,
+        max_examples,
     );
     return validation_error.to_string(None);
 }
diff --git a/tests/schema/test_validate.py b/tests/schema/test_validate.py
index 0ab3c21..17599ee 100644
--- a/tests/schema/test_validate.py
+++ b/tests/schema/test_validate.py
@@ -135,6 +135,34 @@ def test_invalid_primary_key(
     assert not MySchema.is_valid(df)
 
 
+@pytest.mark.parametrize("df_type", [pl.DataFrame, pl.LazyFrame])
+@pytest.mark.parametrize("eager", [True, False])
+def test_invalid_primary_key_with_examples(
+    df_type: type[pl.DataFrame] | type[pl.LazyFrame], eager: bool
+) -> None:
+    df = df_type({"a": [1, 1], "b": ["x", "y"], "c": ["1", "2"]})
+    with dy.Config(max_failure_examples=5):
+        with pytest.raises(
+            ValidationError if eager else plexc.ComputeError,
+            match=r"'primary_key' failed for 2 rows; examples: \[\{'a': 1\}\]",
+        ):
+            _validate_and_collect(MySchema, df, eager=eager)
+
+
+@pytest.mark.parametrize("df_type", [pl.DataFrame, pl.LazyFrame])
+@pytest.mark.parametrize("eager", [True, False])
+def test_invalid_column_contents_with_examples(
+    df_type: type[pl.DataFrame] | type[pl.LazyFrame], eager: bool
+) -> None:
+    df = df_type({"a": [1, 2, 3], "b": ["x", "longtext", None], "c": ["1", None, "3"]})
+    with dy.Config(max_failure_examples=5):
+        with pytest.raises(
+            ValidationError if eager else plexc.ComputeError,
+            match=r"examples: \[\{'b': 'longtext'\}\]" if eager else None,
+        ):
+            _validate_and_collect(MySchema, df, eager=eager)
+
+
 @pytest.mark.parametrize("df_type", [pl.DataFrame, pl.LazyFrame])
 @pytest.mark.parametrize("eager", [True, False])
 def test_violated_custom_rule(