diff --git a/Cargo.lock b/Cargo.lock
index 8ababdf21d..28f1bac8c9 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -5898,15 +5898,15 @@ dependencies = [
 
 [[package]]
 name = "jsonpath-rust"
-version = "0.7.3"
+version = "0.7.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "69a61b87f6a55cc6c28fed5739dd36b9642321ce63e4a5e4a4715d69106f4a10"
+checksum = "0c00ae348f9f8fd2d09f82a98ca381c60df9e0820d8d79fce43e649b4dc3128b"
 dependencies = [
  "pest",
  "pest_derive",
  "regex",
  "serde_json",
- "thiserror 1.0.64",
+ "thiserror 2.0.12",
 ]
 
 [[package]]
@@ -8271,7 +8271,7 @@ dependencies = [
  "rand",
  "ring",
  "rust_decimal",
- "thiserror 2.0.6",
+ "thiserror 2.0.12",
  "tokio",
  "tokio-rustls 0.26.0",
  "tokio-util",
@@ -8383,7 +8383,7 @@ dependencies = [
  "greptime-proto",
  "itertools 0.10.5",
  "jsonb",
- "jsonpath-rust 0.7.3",
+ "jsonpath-rust 0.7.5",
  "lazy_static",
  "moka",
  "once_cell",
@@ -11063,7 +11063,7 @@ dependencies = [
  "serde_json",
  "sha2",
  "smallvec",
- "thiserror 2.0.6",
+ "thiserror 2.0.12",
  "tokio",
  "tokio-stream",
  "tracing",
@@ -11148,7 +11148,7 @@ dependencies = [
  "smallvec",
  "sqlx-core",
  "stringprep",
- "thiserror 2.0.6",
+ "thiserror 2.0.12",
  "tracing",
  "whoami",
 ]
@@ -11186,7 +11186,7 @@ dependencies = [
  "smallvec",
  "sqlx-core",
  "stringprep",
- "thiserror 2.0.6",
+ "thiserror 2.0.12",
  "tracing",
  "whoami",
 ]
@@ -11967,11 +11967,11 @@ dependencies = [
 
 [[package]]
 name = "thiserror"
-version = "2.0.6"
+version = "2.0.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8fec2a1820ebd077e2b90c4df007bebf344cd394098a13c563957d0afc83ea47"
+checksum = "567b8a2dae586314f7be2a752ec7474332959c6460e02bde30d702a66d488708"
 dependencies = [
- "thiserror-impl 2.0.6",
+ "thiserror-impl 2.0.12",
 ]
 
 [[package]]
@@ -11987,9 +11987,9 @@ dependencies = [
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.6"
+version = "2.0.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d65750cab40f4ff1929fb1ba509e9914eb756131cef4210da8d5d700d26f6312"
+checksum = "7f7cf42b4507d8ea322120659672cf1b9dbb93f8f2d4ecfd6e51350ff5b17a1d"
 dependencies = [
  "proc-macro2",
  "quote",
diff --git a/src/pipeline/Cargo.toml b/src/pipeline/Cargo.toml
index ceb3a992b2..4c2a5e9945 100644
--- a/src/pipeline/Cargo.toml
+++ b/src/pipeline/Cargo.toml
@@ -41,7 +41,7 @@ futures.workspace = true
 greptime-proto.workspace = true
 itertools.workspace = true
 jsonb.workspace = true
-jsonpath-rust = "0.7.3"
+jsonpath-rust = "0.7.5"
 lazy_static.workspace = true
 moka = { workspace = true, features = ["sync"] }
 once_cell.workspace = true
diff --git a/src/pipeline/src/etl/value.rs b/src/pipeline/src/etl/value.rs
index 124d598d9b..cfe774f8bf 100644
--- a/src/pipeline/src/etl/value.rs
+++ b/src/pipeline/src/etl/value.rs
@@ -16,10 +16,13 @@ pub mod array;
 pub mod map;
 pub mod time;
 
+use std::result::Result as StdResult;
+
 pub use array::Array;
 use jsonb::{Number as JsonbNumber, Object as JsonbObject, Value as JsonbValue};
+use jsonpath_rust::parser::{parse_json_path, JsonPathIndex};
 use jsonpath_rust::path::{JsonLike, Path};
-use jsonpath_rust::{jsp_idx, jsp_obj};
+use jsonpath_rust::{jsp_idx, jsp_obj, JsonPath, JsonPathParserError, JsonPathStr};
 pub use map::Map;
 use regex::Regex;
 use snafu::{OptionExt, ResultExt};
@@ -286,6 +289,52 @@ impl Value {
             _ => None,
         }
     }
+
+    // ref https://github.com/serde-rs/json/blob/master/src/value/mod.rs#L779
+    pub fn pointer(&self, pointer: &str) -> Option<&Value> {
+        if pointer.is_empty() {
+            return Some(self);
+        }
+        if !pointer.starts_with('/') {
+            return None;
+        }
+        pointer
+            .split('/')
+            .skip(1)
+            .map(|x| x.replace("~1", "/").replace("~0", "~"))
+            .try_fold(self, |target, token| match target {
+                Value::Map(map) => map.get(&token),
+                Value::Array(list) => parse_index(&token).and_then(|x| list.get(x)),
+                _ => None,
+            })
+    }
+
+    // ref https://github.com/serde-rs/json/blob/master/src/value/mod.rs#L834
+    pub fn pointer_mut(&mut self, pointer: &str) -> Option<&mut Value> {
+        if pointer.is_empty() {
+            return Some(self);
+        }
+        if !pointer.starts_with('/') {
+            return None;
+        }
+        pointer
+            .split('/')
+            .skip(1)
+            .map(|x| x.replace("~1", "/").replace("~0", "~"))
+            .try_fold(self, |target, token| match target {
+                Value::Map(map) => map.get_mut(&token),
+                Value::Array(list) => parse_index(&token).and_then(move |x| list.get_mut(x)),
+                _ => None,
+            })
+    }
+}
+
+// ref https://github.com/serde-rs/json/blob/master/src/value/mod.rs#L259
+fn parse_index(s: &str) -> Option<usize> {
+    if s.starts_with('+') || (s.starts_with('0') && s.len() != 1) {
+        return None;
+    }
+    s.parse().ok()
 }
 
 impl std::fmt::Display for Value {
@@ -814,4 +863,46 @@ impl JsonLike for Value {
     fn null() -> Self {
         Value::Null
     }
+
+    // ref https://github.com/besok/jsonpath-rust/blob/main/src/path/mod.rs#L423
+    fn reference<T>(
+        &self,
+        path: T,
+    ) -> std::result::Result<std::option::Option<&Value>, JsonPathParserError>
+    where
+        T: Into<JsonPathStr>,
+    {
+        Ok(self.pointer(&path_to_json_path(path.into())?))
+    }
+
+    // https://github.com/besok/jsonpath-rust/blob/main/src/path/mod.rs#L430
+    fn reference_mut<T>(
+        &mut self,
+        path: T,
+    ) -> std::result::Result<std::option::Option<&mut Value>, JsonPathParserError>
+    where
+        T: Into<JsonPathStr>,
+    {
+        Ok(self.pointer_mut(&path_to_json_path(path.into())?))
+    }
+}
+
+// ref https://github.com/besok/jsonpath-rust/blob/main/src/path/mod.rs#L438
+fn path_to_json_path(path: JsonPathStr) -> StdResult<String, JsonPathParserError> {
+    convert_part(&parse_json_path(path.as_str())?)
+}
+
+// https://github.com/besok/jsonpath-rust/blob/main/src/path/mod.rs#L442
+fn convert_part(path: &JsonPath) -> StdResult<String, JsonPathParserError> {
+    match path {
+        JsonPath::Chain(elems) => elems
+            .iter()
+            .map(convert_part)
+            .collect::<StdResult<String, JsonPathParserError>>(),
+
+        JsonPath::Index(JsonPathIndex::Single(v)) => Ok(format!("/{}", v)),
+        JsonPath::Field(e) => Ok(format!("/{}", e)),
+        JsonPath::Root => Ok("".to_string()),
+        e => Err(JsonPathParserError::InvalidJsonPath(e.to_string())),
+    }
 }