diff --git a/datafusion-cli/Cargo.lock b/datafusion-cli/Cargo.lock
index 9be9e50cc737..5562d98983f7 100644
--- a/datafusion-cli/Cargo.lock
+++ b/datafusion-cli/Cargo.lock
@@ -123,11 +123,12 @@ dependencies = [
 
 [[package]]
 name = "anstyle-wincon"
-version = "3.0.6"
+version = "3.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2109dbce0e72be3ec00bed26e6a7479ca384ad226efdd66db8fa2e3a38c83125"
+checksum = "ca3534e77181a9cc07539ad51f2141fe32f6c3ffd4df76db8ad92346b003ae4e"
 dependencies = [
  "anstyle",
+ "once_cell",
  "windows-sys 0.59.0",
 ]
 
@@ -531,7 +532,7 @@ dependencies = [
  "aws-runtime",
  "aws-smithy-async",
  "aws-smithy-http",
- "aws-smithy-json 0.61.1",
+ "aws-smithy-json 0.61.2",
  "aws-smithy-runtime",
  "aws-smithy-runtime-api",
  "aws-smithy-types",
@@ -553,7 +554,7 @@ dependencies = [
  "aws-runtime",
  "aws-smithy-async",
  "aws-smithy-http",
- "aws-smithy-json 0.61.1",
+ "aws-smithy-json 0.61.2",
  "aws-smithy-runtime",
  "aws-smithy-runtime-api",
  "aws-smithy-types",
@@ -575,7 +576,7 @@ dependencies = [
  "aws-runtime",
  "aws-smithy-async",
  "aws-smithy-http",
- "aws-smithy-json 0.61.1",
+ "aws-smithy-json 0.61.2",
  "aws-smithy-query",
  "aws-smithy-runtime",
  "aws-smithy-runtime-api",
@@ -613,9 +614,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-async"
-version = "1.2.3"
+version = "1.2.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "427cb637d15d63d6f9aae26358e1c9a9c09d5aa490d64b09354c8217cfef0f28"
+checksum = "fa59d1327d8b5053c54bf2eaae63bf629ba9e904434d0835a28ed3c0ed0a614e"
 dependencies = [
  "futures-util",
  "pin-project-lite",
@@ -624,9 +625,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-http"
-version = "0.60.11"
+version = "0.60.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5c8bc3e8fdc6b8d07d976e301c02fe553f72a39b7a9fea820e023268467d7ab6"
+checksum = "7809c27ad8da6a6a68c454e651d4962479e81472aa19ae99e59f9aba1f9713cc"
 dependencies = [
  "aws-smithy-runtime-api",
  "aws-smithy-types",
@@ -653,9 +654,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-json"
-version = "0.61.1"
+version = "0.61.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ee4e69cc50921eb913c6b662f8d909131bb3e6ad6cb6090d3a39b66fc5c52095"
+checksum = "623a51127f24c30776c8b374295f2df78d92517386f77ba30773f15a30ce1422"
 dependencies = [
  "aws-smithy-types",
 ]
@@ -672,9 +673,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-runtime"
-version = "1.7.6"
+version = "1.7.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a05dd41a70fc74051758ee75b5c4db2c0ca070ed9229c3df50e9475cda1cb985"
+checksum = "865f7050bbc7107a6c98a397a9fcd9413690c27fa718446967cf03b2d3ac517e"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-http",
@@ -716,9 +717,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-types"
-version = "1.2.11"
+version = "1.2.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38ddc9bd6c28aeb303477170ddd183760a956a03e083b3902a990238a7e3792d"
+checksum = "a28f6feb647fb5e0d5b50f0472c19a7db9462b74e2fec01bb0b44eedcc834e97"
 dependencies = [
  "base64-simd",
  "bytes",
@@ -822,9 +823,9 @@ checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
 
 [[package]]
 name = "bitflags"
-version = "2.7.0"
+version = "2.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1be3f42a67d6d345ecd59f675f3f012d6974981560836e938c22b424b85ce1be"
+checksum = "8f68f53c83ab957f72c32642f3868eec03eb974d1fb82e453128456482613d36"
 
 [[package]]
 name = "blake2"
@@ -1531,6 +1532,7 @@ dependencies = [
 name = "datafusion-macros"
 version = "44.0.0"
 dependencies = [
+ "datafusion-expr",
  "quote",
  "syn",
 ]
@@ -2459,9 +2461,9 @@ dependencies = [
 
 [[package]]
 name = "js-sys"
-version = "0.3.76"
+version = "0.3.77"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6717b6b5b077764fb5966237269cb3c64edddde4b14ce42647430a78ced9e7b7"
+checksum = "1cfaf33c695fc6e08064efbc1f72ec937429614f25eef83af942d0e227c3a28f"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
@@ -2589,7 +2591,7 @@ version = "0.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c0ff37bd590ca25063e35af745c343cb7a0271906fb7b37e4813e8f79f00268d"
 dependencies = [
- "bitflags 2.7.0",
+ "bitflags 2.8.0",
  "libc",
 ]
 
@@ -2617,9 +2619,9 @@ dependencies = [
 
 [[package]]
 name = "log"
-version = "0.4.22"
+version = "0.4.25"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7a70ba024b9dc04c27ea2f0c0548feb474ec5c54bba33a7f72f873a39d07b24"
+checksum = "04cbf5b083de1c7e0222a7a51dbfdba1cbe1c6ab0b15e29fff3f6c077fd9cd9f"
 
 [[package]]
 name = "lz4_flex"
@@ -2674,9 +2676,9 @@ checksum = "6877bb514081ee2a7ff5ef9de3281f14a4dd4bceac4c09388074a6b5df8a139a"
 
 [[package]]
 name = "miniz_oxide"
-version = "0.8.2"
+version = "0.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4ffbe83022cedc1d264172192511ae958937694cd57ce297164951b8b3568394"
+checksum = "b8402cab7aefae129c6977bb0ff1b8fd9a04eb5b51efc50a70bea51cda0c7924"
 dependencies = [
  "adler2",
 ]
@@ -2707,7 +2709,7 @@ version = "0.28.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ab2156c4fce2f8df6c499cc1c763e4394b7482525bf2a9701c9d79d215f519e4"
 dependencies = [
- "bitflags 2.7.0",
+ "bitflags 2.8.0",
  "cfg-if",
  "cfg_aliases 0.1.1",
  "libc",
@@ -2869,9 +2871,9 @@ dependencies = [
 
 [[package]]
 name = "outref"
-version = "0.5.1"
+version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4030760ffd992bef45b0ae3f10ce1aba99e33464c90d14dd7c039884963ddc7a"
+checksum = "1a80800c0488c3a21695ea981a54918fbb37abf04f4d0720c453632255e2ff0e"
 
 [[package]]
 name = "parking_lot"
@@ -3234,7 +3236,7 @@ version = "0.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "03a862b389f93e68874fbf580b9de08dd02facb9a788ebadaf4a3fd33cf58834"
 dependencies = [
- "bitflags 2.7.0",
+ "bitflags 2.8.0",
 ]
 
 [[package]]
@@ -3413,7 +3415,7 @@ version = "0.38.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a78891ee6bf2340288408954ac787aa063d8e8817e9f53abb37c695c6d834ef6"
 dependencies = [
- "bitflags 2.7.0",
+ "bitflags 2.8.0",
  "errno",
  "libc",
  "linux-raw-sys",
@@ -3530,7 +3532,7 @@ version = "14.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7803e8936da37efd9b6d4478277f4b2b9bb5cdb37a113e8d63222e58da647e63"
 dependencies = [
- "bitflags 2.7.0",
+ "bitflags 2.8.0",
  "cfg-if",
  "clipboard-win",
  "fd-lock",
@@ -3592,7 +3594,7 @@ version = "2.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "897b2245f0b511c87893af39b033e5ca9cce68824c4d7e7630b5a1d339658d02"
 dependencies = [
- "bitflags 2.7.0",
+ "bitflags 2.8.0",
  "core-foundation 0.9.4",
  "core-foundation-sys",
  "libc",
@@ -3605,7 +3607,7 @@ version = "3.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "271720403f46ca04f7ba6f55d438f8bd878d6b8ca0a1046e8228c4145bcbb316"
 dependencies = [
- "bitflags 2.7.0",
+ "bitflags 2.8.0",
  "core-foundation 0.10.0",
  "core-foundation-sys",
  "libc",
@@ -4266,9 +4268,9 @@ checksum = "06abde3611657adf66d383f00b093d7faecc7fa57071cce2578660c9f1010821"
 
 [[package]]
 name = "uuid"
-version = "1.11.1"
+version = "1.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b913a3b5fe84142e269d63cc62b64319ccaf89b748fc31fe025177f767a756c4"
+checksum = "744018581f9a3454a9e15beb8a33b017183f1e7c0cd170232a2d1453b23a51c4"
 dependencies = [
  "getrandom",
  "serde",
@@ -4322,20 +4324,21 @@ checksum = "9c8d87e72b64a3b4db28d11ce29237c246188f4f51057d65a7eab63b7987e423"
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.99"
+version = "0.2.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a474f6281d1d70c17ae7aa6a613c87fce69a127e2624002df63dcb39d6cf6396"
+checksum = "1edc8929d7499fc4e8f0be2262a241556cfc54a0bea223790e71446f2aab1ef5"
 dependencies = [
  "cfg-if",
  "once_cell",
+ "rustversion",
  "wasm-bindgen-macro",
 ]
 
 [[package]]
 name = "wasm-bindgen-backend"
-version = "0.2.99"
+version = "0.2.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f89bb38646b4f81674e8f5c3fb81b562be1fd936d84320f3264486418519c79"
+checksum = "2f0a0651a5c2bc21487bde11ee802ccaf4c51935d0d3d42a6101f98161700bc6"
 dependencies = [
  "bumpalo",
  "log",
@@ -4347,9 +4350,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.49"
+version = "0.4.50"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38176d9b44ea84e9184eff0bc34cc167ed044f816accfe5922e54d84cf48eca2"
+checksum = "555d470ec0bc3bb57890405e5d4322cc9ea83cebb085523ced7be4144dac1e61"
 dependencies = [
  "cfg-if",
  "js-sys",
@@ -4360,9 +4363,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.99"
+version = "0.2.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2cc6181fd9a7492eef6fef1f33961e3695e4579b9872a6f7c83aee556666d4fe"
+checksum = "7fe63fc6d09ed3792bd0897b314f53de8e16568c2b3f7982f468c0bf9bd0b407"
 dependencies = [
  "quote",
  "wasm-bindgen-macro-support",
@@ -4370,9 +4373,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.99"
+version = "0.2.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30d7a95b763d3c45903ed6c81f156801839e5ee968bb07e534c44df0fcd330c2"
+checksum = "8ae87ea40c9f689fc23f209965b6fb8a99ad69aeeb0231408be24920604395de"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -4383,9 +4386,12 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.99"
+version = "0.2.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "943aab3fdaaa029a6e0271b35ea10b72b943135afe9bffca82384098ad0e06a6"
+checksum = "1a05d73b933a847d6cccdda8f838a22ff101ad9bf93e33684f39c1f5f0eece3d"
+dependencies = [
+ "unicode-ident",
+]
 
 [[package]]
 name = "wasm-streams"
@@ -4402,9 +4408,9 @@ dependencies = [
 
 [[package]]
 name = "web-sys"
-version = "0.3.76"
+version = "0.3.77"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "04dd7223427d52553d3702c004d3b2fe07c148165faa56313cb00211e31c12bc"
+checksum = "33b6dd2ef9186f1f2072e409e99cd22a975331a6b3591b12c764e0e55c60d5d2"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
diff --git a/datafusion/expr/src/udf.rs b/datafusion/expr/src/udf.rs
index 51c42b5c4c30..ffac82265a00 100644
--- a/datafusion/expr/src/udf.rs
+++ b/datafusion/expr/src/udf.rs
@@ -881,6 +881,22 @@ pub mod scalar_doc_sections {
         ]
     }
 
+    pub const fn doc_sections_const() -> &'static [DocSection] {
+        &[
+            DOC_SECTION_MATH,
+            DOC_SECTION_CONDITIONAL,
+            DOC_SECTION_STRING,
+            DOC_SECTION_BINARY_STRING,
+            DOC_SECTION_REGEX,
+            DOC_SECTION_DATETIME,
+            DOC_SECTION_ARRAY,
+            DOC_SECTION_STRUCT,
+            DOC_SECTION_MAP,
+            DOC_SECTION_HASHING,
+            DOC_SECTION_OTHER,
+        ]
+    }
+
     pub const DOC_SECTION_MATH: DocSection = DocSection {
         include: true,
         label: "Math Functions",
diff --git a/datafusion/macros/Cargo.toml b/datafusion/macros/Cargo.toml
index 0c4fdb10a33c..8946640f20bb 100644
--- a/datafusion/macros/Cargo.toml
+++ b/datafusion/macros/Cargo.toml
@@ -37,5 +37,6 @@ path = "src/user_doc.rs"
 proc-macro = true
 
 [dependencies]
+datafusion-expr = { workspace = true }
 quote = "1.0.37"
 syn = { version = "2.0.79", features = ["full"] }
diff --git a/datafusion/macros/src/user_doc.rs b/datafusion/macros/src/user_doc.rs
index e4b6a0f3b14a..6ca90ed376c3 100644
--- a/datafusion/macros/src/user_doc.rs
+++ b/datafusion/macros/src/user_doc.rs
@@ -16,6 +16,7 @@
 // under the License.
 
 extern crate proc_macro;
+use datafusion_expr::scalar_doc_sections::doc_sections_const;
 use proc_macro::TokenStream;
 use quote::quote;
 use syn::{parse_macro_input, DeriveInput, LitStr};
@@ -24,11 +25,12 @@ use syn::{parse_macro_input, DeriveInput, LitStr};
 /// from it by constructing a `DocumentBuilder()` automatically. The `Documentation` can be
 /// retrieved from the `documentation()` method
 /// declared on `AggregateUDF`, `WindowUDFImpl`, `ScalarUDFImpl` traits.
-///
+/// For `doc_section`, this macro will try to find corresponding predefined `DocSection` by label field
+/// Predefined `DocSection` can be found in datafusion/expr/src/udf.rs
 /// Example:
 /// ```ignore
 /// #[user_doc(
-///     doc_section(include = "true", label = "Time and Date Functions"),
+///     doc_section(label = "Time and Date Functions"),
 ///     description = r"Converts a value to a date (`YYYY-MM-DD`).",
 ///     syntax_example = "to_date('2017-05-31', '%Y-%m-%d')",
 ///     sql_example = r#"```sql
@@ -97,9 +99,7 @@ use syn::{parse_macro_input, DeriveInput, LitStr};
 /// ```
 #[proc_macro_attribute]
 pub fn user_doc(args: TokenStream, input: TokenStream) -> TokenStream {
-    let mut doc_section_include: Option<LitStr> = None;
     let mut doc_section_lbl: Option<LitStr> = None;
-    let mut doc_section_desc: Option<LitStr> = None;
 
     let mut description: Option<LitStr> = None;
     let mut syntax_example: Option<LitStr> = None;
@@ -112,15 +112,9 @@ pub fn user_doc(args: TokenStream, input: TokenStream) -> TokenStream {
     let parser = syn::meta::parser(|meta| {
         if meta.path.is_ident("doc_section") {
             meta.parse_nested_meta(|meta| {
-                if meta.path.is_ident("include") {
-                    doc_section_include = meta.value()?.parse()?;
-                    return Ok(());
-                } else if meta.path.is_ident("label") {
+                if meta.path.is_ident("label") {
                     doc_section_lbl = meta.value()?.parse()?;
                     return Ok(());
-                } else if meta.path.is_ident("description") {
-                    doc_section_desc = meta.value()?.parse()?;
-                    return Ok(());
                 }
                 Ok(())
             })
@@ -192,13 +186,18 @@ pub fn user_doc(args: TokenStream, input: TokenStream) -> TokenStream {
     let input = parse_macro_input!(input as DeriveInput);
     let name = input.clone().ident;
 
-    let doc_section_include: bool = if let Some(doc_section_include) = doc_section_include
-    {
-        doc_section_include.value().parse().unwrap()
-    } else {
-        true
-    };
-
+    if doc_section_lbl.is_none() {
+        eprintln!("label for doc_section should exist");
+    }
+    let label = doc_section_lbl.as_ref().unwrap().value();
+    // Try to find a predefined const by label first.
+    // If there is no match but label exists, default value will be used for include and description
+    let doc_section_option = doc_sections_const().iter().find(|ds| ds.label == label);
+    let (doc_section_include, doc_section_label, doc_section_desc) =
+        match doc_section_option {
+            Some(section) => (section.include, section.label, section.description),
+            None => (true, label.as_str(), None),
+        };
     let doc_section_description = doc_section_desc
         .map(|desc| quote! { Some(#desc)})
         .unwrap_or(quote! { None });
@@ -255,7 +254,7 @@ pub fn user_doc(args: TokenStream, input: TokenStream) -> TokenStream {
             fn doc(&self) -> Option<&datafusion_doc::Documentation> {
                 static DOCUMENTATION: std::sync::LazyLock<datafusion_doc::Documentation> =
                     std::sync::LazyLock::new(|| {
-                        datafusion_doc::Documentation::builder(datafusion_doc::DocSection { include: #doc_section_include, label: #doc_section_lbl, description: #doc_section_description },
+                        datafusion_doc::Documentation::builder(datafusion_doc::DocSection { include: #doc_section_include, label: #doc_section_label, description: #doc_section_description },
                     #description.to_string(), #syntax_example.to_string())
                         #sql_example
                         #(#alt_syntax_example)*