diff --git a/src/pipeline/src/etl/error.rs b/src/pipeline/src/etl/error.rs
index e280583106b1..87743abaa394 100644
--- a/src/pipeline/src/etl/error.rs
+++ b/src/pipeline/src/etl/error.rs
@@ -363,6 +363,12 @@ pub enum Error {
         #[snafu(implicit)]
         location: Location,
     },
+    #[snafu(display("Wrong digest pattern: {pattern}"))]
+    DigestPatternInvalid {
+        pattern: String,
+        #[snafu(implicit)]
+        location: Location,
+    },
     #[snafu(display("Url decoding error"))]
     UrlEncodingDecode {
         #[snafu(source)]
diff --git a/src/pipeline/src/etl/field.rs b/src/pipeline/src/etl/field.rs
index 84d94040b541..10fa681f236c 100644
--- a/src/pipeline/src/etl/field.rs
+++ b/src/pipeline/src/etl/field.rs
@@ -12,7 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::ops::Deref;
+use std::ops::{Deref, DerefMut};
 use std::str::FromStr;
 
 use snafu::OptionExt;
@@ -218,6 +218,12 @@ impl Deref for Fields {
     }
 }
 
+impl DerefMut for Fields {
+    fn deref_mut(&mut self) -> &mut Self::Target {
+        &mut self.0
+    }
+}
+
 impl IntoIterator for Fields {
     type Item = Field;
     type IntoIter = std::vec::IntoIter<Field>;
diff --git a/src/pipeline/src/etl/processor.rs b/src/pipeline/src/etl/processor.rs
index f176234cc43a..bf37f1f8ce7f 100644
--- a/src/pipeline/src/etl/processor.rs
+++ b/src/pipeline/src/etl/processor.rs
@@ -16,6 +16,7 @@ pub mod cmcd;
 pub mod csv;
 pub mod date;
 pub mod decolorize;
+pub mod digest;
 pub mod dissect;
 pub mod epoch;
 pub mod gsub;
@@ -31,6 +32,7 @@ use cmcd::{CmcdProcessor, CmcdProcessorBuilder};
 use csv::{CsvProcessor, CsvProcessorBuilder};
 use date::{DateProcessor, DateProcessorBuilder};
 use decolorize::{DecolorizeProcessor, DecolorizeProcessorBuilder};
+use digest::{DigestProcessor, DigestProcessorBuilder};
 use dissect::{DissectProcessor, DissectProcessorBuilder};
 use enum_dispatch::enum_dispatch;
 use epoch::{EpochProcessor, EpochProcessorBuilder};
@@ -97,6 +99,7 @@ pub enum ProcessorKind {
     Date(DateProcessor),
     JsonPath(JsonPathProcessor),
     Decolorize(DecolorizeProcessor),
+    Digest(DigestProcessor),
 }
 
 /// ProcessorBuilder trait defines the interface for all processor builders
@@ -127,6 +130,7 @@ pub enum ProcessorBuilders {
     Date(DateProcessorBuilder),
     JsonPath(JsonPathProcessorBuilder),
     Decolorize(DecolorizeProcessorBuilder),
+    Digest(DigestProcessorBuilder),
 }
 
 #[derive(Debug, Default)]
@@ -277,6 +281,9 @@ fn parse_processor(doc: &yaml_rust::Yaml) -> Result<ProcessorBuilders> {
         decolorize::PROCESSOR_DECOLORIZE => {
             ProcessorBuilders::Decolorize(DecolorizeProcessorBuilder::try_from(value)?)
         }
+        digest::PROCESSOR_DIGEST => {
+            ProcessorBuilders::Digest(DigestProcessorBuilder::try_from(value)?)
+        }
         _ => return UnsupportedProcessorSnafu { processor: str_key }.fail(),
     };
 
diff --git a/src/pipeline/src/etl/processor/digest.rs b/src/pipeline/src/etl/processor/digest.rs
new file mode 100644
index 000000000000..29054365ad03
--- /dev/null
+++ b/src/pipeline/src/etl/processor/digest.rs
@@ -0,0 +1,428 @@
+// Copyright 2023 Greptime Team
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+//! Digest the input string by removing certain patterns.
+//!
+//! This processor can help to extract useful information from a string by removing certain patterns,
+//! which is often a variable from the log message. Digested fields are stored in a new field with the
+//! `_digest` suffix. And can be used for further processing or analysis like template occurrences count
+//! or similarity analysis.
+
+use std::borrow::Cow;
+
+use ahash::HashSet;
+use regex::Regex;
+use snafu::OptionExt;
+
+use crate::etl::error::{
+    Error, KeyMustBeStringSnafu, ProcessorExpectStringSnafu, ProcessorMissingFieldSnafu, Result,
+};
+use crate::etl::field::{Fields, OneInputOneOutputField};
+use crate::etl::processor::{
+    yaml_bool, yaml_new_field, yaml_new_fields, ProcessorBuilder, ProcessorKind, FIELDS_NAME,
+    FIELD_NAME, IGNORE_MISSING_NAME,
+};
+use crate::etl::value::Value;
+use crate::etl_error::DigestPatternInvalidSnafu;
+
+pub(crate) const PROCESSOR_DIGEST: &str = "digest";
+
+const PRESETS_PATTERNS_NAME: &str = "presets";
+const REGEX_PATTERNS_NAME: &str = "regex";
+
+enum PresetPattern {
+    Numbers,
+    Quoted,
+    Bracketed,
+    Uuid,
+    Ip,
+}
+
+impl std::fmt::Display for PresetPattern {
+    fn fmt(&self, f: &mut std::fmt::Formatter) -> std::fmt::Result {
+        match self {
+            PresetPattern::Numbers => write!(f, "numbers"),
+            PresetPattern::Quoted => write!(f, "quoted"),
+            PresetPattern::Bracketed => write!(f, "bracketed"),
+            PresetPattern::Uuid => write!(f, "uuid"),
+            PresetPattern::Ip => write!(f, "ip"),
+        }
+    }
+}
+
+impl std::str::FromStr for PresetPattern {
+    type Err = Error;
+
+    fn from_str(pattern: &str) -> Result<Self> {
+        match pattern {
+            "numbers" => Ok(PresetPattern::Numbers),
+            "quoted" => Ok(PresetPattern::Quoted),
+            "bracketed" => Ok(PresetPattern::Bracketed),
+            "uuid" => Ok(PresetPattern::Uuid),
+            "ip" => Ok(PresetPattern::Ip),
+            _ => DigestPatternInvalidSnafu { pattern }.fail(),
+        }
+    }
+}
+
+impl PresetPattern {
+    fn regex(&self) -> Regex {
+        match self {
+            PresetPattern::Numbers => Regex::new(r"\d+").unwrap(),
+            PresetPattern::Quoted => Regex::new(r#"["'“”‘’][^"'“”‘’]*["'“”‘’]"#).unwrap(),
+            PresetPattern::Bracketed => Regex::new(r#"[({\[<「『【〔［｛〈《][^(){}\[\]<>「」『』【】〔〕［］｛｝〈〉《》]*[)}\]>」』】〕］｝〉》]"#).unwrap(),
+            PresetPattern::Uuid => Regex::new(r"\b[0-9a-fA-F]{8}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{4}\b-[0-9a-fA-F]{12}\b").unwrap(),
+            PresetPattern::Ip => Regex::new(r"((\d{1,3}\.){3}\d{1,3}(:\d+)?|(\[[0-9a-fA-F:]+\])(:\d+)?)").unwrap(),
+        }
+    }
+}
+
+#[derive(Debug, Default)]
+pub struct DigestProcessorBuilder {
+    fields: Fields,
+    patterns: Vec<Regex>,
+    ignore_missing: bool,
+}
+
+impl ProcessorBuilder for DigestProcessorBuilder {
+    fn output_keys(&self) -> HashSet<&str> {
+        self.fields
+            .iter()
+            .map(|f| f.target_or_input_field())
+            .collect()
+    }
+
+    fn input_keys(&self) -> HashSet<&str> {
+        self.fields.iter().map(|f| f.input_field()).collect()
+    }
+
+    fn build(self, intermediate_keys: &[String]) -> Result<ProcessorKind> {
+        self.build(intermediate_keys).map(ProcessorKind::Digest)
+    }
+}
+
+impl DigestProcessorBuilder {
+    fn build(self, intermediate_keys: &[String]) -> Result<DigestProcessor> {
+        let mut real_fields = Vec::with_capacity(self.fields.len());
+        for field in self.fields.into_iter() {
+            let input = OneInputOneOutputField::build(
+                "digest",
+                intermediate_keys,
+                field.input_field(),
+                field.target_or_input_field(),
+            )?;
+            real_fields.push(input);
+        }
+        Ok(DigestProcessor {
+            fields: real_fields,
+            ignore_missing: self.ignore_missing,
+            patterns: self.patterns,
+        })
+    }
+}
+
+/// Computes a digest (hash) of the input string.
+#[derive(Debug, Default)]
+pub struct DigestProcessor {
+    fields: Vec<OneInputOneOutputField>,
+    ignore_missing: bool,
+    patterns: Vec<Regex>,
+}
+
+impl DigestProcessor {
+    fn remove_quoted_content(&self, val: &str) -> String {
+        let re = Regex::new(r#""[^"]*""#).unwrap();
+        re.replace_all(val, "").to_string()
+    }
+
+    fn process_string(&self, val: &str) -> Result<Value> {
+        let mut input = Cow::from(val);
+        for pattern in &self.patterns {
+            if let Cow::Owned(new_string) = pattern.replace_all(&input, "") {
+                input = Cow::Owned(new_string);
+            }
+        }
+
+        Ok(Value::String(input.into_owned()))
+    }
+
+    fn process(&self, val: &Value) -> Result<Value> {
+        match val {
+            Value::String(val) => self.process_string(val),
+            _ => ProcessorExpectStringSnafu {
+                processor: PROCESSOR_DIGEST,
+                v: val.clone(),
+            }
+            .fail(),
+        }
+    }
+}
+
+impl TryFrom<&yaml_rust::yaml::Hash> for DigestProcessorBuilder {
+    type Error = Error;
+
+    fn try_from(value: &yaml_rust::yaml::Hash) -> Result<Self> {
+        let mut fields = Fields::default();
+        let mut ignore_missing = false;
+        let mut patterns = Vec::new();
+
+        for (k, v) in value.iter() {
+            let key = k
+                .as_str()
+                .with_context(|| KeyMustBeStringSnafu { k: k.clone() })?;
+
+            match key {
+                FIELD_NAME => {
+                    fields = Fields::one(yaml_new_field(v, FIELD_NAME)?);
+                }
+                FIELDS_NAME => {
+                    fields = yaml_new_fields(v, FIELDS_NAME)?;
+                }
+                IGNORE_MISSING_NAME => {
+                    ignore_missing = yaml_bool(v, IGNORE_MISSING_NAME)?;
+                }
+                PRESETS_PATTERNS_NAME => {
+                    let preset_patterns: Vec<String> = v
+                        .as_vec()
+                        .with_context(|| DigestPatternInvalidSnafu {
+                            pattern: key.to_string(),
+                        })?
+                        .iter()
+                        .map(|p| p.as_str().unwrap().to_string())
+                        .collect();
+                    for pattern in preset_patterns {
+                        let preset_pattern = pattern.parse::<PresetPattern>()?;
+                        let regex = preset_pattern.regex();
+                        patterns.push(regex);
+                    }
+                }
+                REGEX_PATTERNS_NAME => {
+                    let regex_patterns: Vec<String> = v
+                        .as_vec()
+                        .with_context(|| DigestPatternInvalidSnafu {
+                            pattern: key.to_string(),
+                        })?
+                        .iter()
+                        .map(|p| p.as_str().unwrap().to_string())
+                        .collect();
+                    for pattern in regex_patterns {
+                        let regex = Regex::new(&pattern).unwrap();
+                        patterns.push(regex);
+                    }
+                }
+                _ => {}
+            }
+        }
+
+        for field in fields.iter_mut() {
+            field.target_field = Some(format!("{}_digest", field.input_field()));
+        }
+
+        Ok(DigestProcessorBuilder {
+            fields,
+            patterns,
+            ignore_missing,
+        })
+    }
+}
+
+impl crate::etl::processor::Processor for DigestProcessor {
+    fn kind(&self) -> &str {
+        PROCESSOR_DIGEST
+    }
+
+    fn ignore_missing(&self) -> bool {
+        self.ignore_missing
+    }
+
+    fn exec_mut(&self, val: &mut Vec<Value>) -> Result<()> {
+        for field in self.fields.iter() {
+            let index = field.input_index();
+            match val.get(index) {
+                Some(Value::Null) | None => {
+                    if !self.ignore_missing {
+                        return ProcessorMissingFieldSnafu {
+                            processor: self.kind(),
+                            field: field.input_name(),
+                        }
+                        .fail();
+                    }
+                }
+                Some(v) => {
+                    let result = self.process(v)?;
+                    let output_index = field.output_index();
+                    val[output_index] = result;
+                }
+            }
+        }
+        Ok(())
+    }
+}
+
+#[cfg(test)]
+mod tests {
+
+    use super::*;
+
+    #[test]
+    fn test_digest_processor_ip() {
+        let processor = DigestProcessor {
+            fields: vec![],
+            ignore_missing: false,
+            patterns: vec![PresetPattern::Ip.regex()],
+        };
+
+        let input = Value::String("192.168.1.1".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+        let input = Value::String("192.168.1.1:8080".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        let input = Value::String("[2001:0db8:85a3:0000:0000:8a2e:0370:7334]".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        let input = Value::String("[2001:0db8:85a3:0000:0000:8a2e:0370:7334]:8080".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        let input = Value::String("not an ip".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("not an ip".to_string()));
+    }
+
+    #[test]
+    fn test_digest_processor_uuid() {
+        let processor = DigestProcessor {
+            fields: vec![],
+            ignore_missing: false,
+            patterns: vec![PresetPattern::Uuid.regex()],
+        };
+        // UUID v4
+        let input = Value::String("123e4567-e89b-12d3-a456-426614174000".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        // UUID v1
+        let input = Value::String("6ba7b810-9dad-11d1-80b4-00c04fd430c8".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        // UUID v5
+        let input = Value::String("886313e1-3b8a-5372-9b90-0c9aee199e5d".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        // UUID with uppercase letters
+        let input = Value::String("A987FBC9-4BED-3078-CF07-9141BA07C9F3".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        // Negative case
+        let input = Value::String("not a uuid".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("not a uuid".to_string()));
+    }
+
+    #[test]
+    fn test_digest_processor_brackets() {
+        let processor = DigestProcessor {
+            fields: vec![],
+            ignore_missing: false,
+            patterns: vec![PresetPattern::Bracketed.regex()],
+        };
+
+        // Basic brackets
+        let input = Value::String("[content]".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        let input = Value::String("(content)".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        // Chinese brackets
+        let input = Value::String("「content」".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        let input = Value::String("『content』".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        let input = Value::String("【content】".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        // Unmatched/unclosed brackets should not match
+        let input = Value::String("[content".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("[content".to_string()));
+
+        let input = Value::String("content]".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("content]".to_string()));
+
+        // Bad case
+        let input = Value::String("[content}".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        // Negative case
+        let input = Value::String("no brackets".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("no brackets".to_string()));
+    }
+
+    #[test]
+    fn test_digest_processor_quotes() {
+        let processor = DigestProcessor {
+            fields: vec![],
+            ignore_missing: false,
+            patterns: vec![PresetPattern::Quoted.regex()],
+        };
+
+        let input = Value::String("\"quoted content\"".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        let input = Value::String("no quotes".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("no quotes".to_string()));
+        let input = Value::String("".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+    }
+
+    #[test]
+    fn test_digest_processor_custom_regex() {
+        let processor = DigestProcessor {
+            fields: vec![],
+            ignore_missing: false,
+            patterns: vec![Regex::new(r"\d+").unwrap()],
+        };
+
+        let input = Value::String("12345".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+
+        let input = Value::String("no digits".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("no digits".to_string()));
+        let input = Value::String("".to_string());
+        let result = processor.process(&input).unwrap();
+        assert_eq!(result, Value::String("".to_string()));
+    }
+}
diff --git a/src/pipeline/tests/pipeline.rs b/src/pipeline/tests/pipeline.rs
index de724e1a27d2..cb84e9ad0c8e 100644
--- a/src/pipeline/tests/pipeline.rs
+++ b/src/pipeline/tests/pipeline.rs
@@ -707,3 +707,66 @@ transform:
     let expected = StringValue("Success and Error".into());
     assert_eq!(expected, r[0]);
 }
+
+#[test]
+fn test_digest() {
+    let input_value = serde_json::json!({
+        "message": "hello world",
+        "message_with_ip": "hello 192.168.1.1 world",
+        "message_with_uuid": "hello 123e4567-e89b-12d3-a456-426614174000 world",
+        "message_with_quote": "hello 'quoted text' world",
+        "message_bracket": "hello [bracketed text] world",
+        "message_with_foobar": "hello foobar world"
+    });
+
+    let pipeline_yaml = r#"
+processors:
+  - digest:
+      fields:
+        - message
+        - message_with_ip
+        - message_with_uuid
+        - message_with_quote
+        - message_bracket
+        - message_with_foobar
+      presets:
+        - ip
+        - uuid
+        - bracketed
+        - quoted
+      regex:
+        - foobar
+transform:
+  - fields:
+      - message_with_ip_digest
+      - message_with_uuid_digest
+      - message_with_quote_digest
+      - message_bracket_digest
+      - message_with_foobar_digest
+    type: string
+"#;
+
+    let yaml_content = Content::Yaml(pipeline_yaml);
+    let pipeline: Pipeline<GreptimeTransformer> = parse(&yaml_content).unwrap();
+
+    let mut status = pipeline.init_intermediate_state();
+    pipeline.prepare(input_value, &mut status).unwrap();
+    let row = pipeline.exec_mut(&mut status).unwrap();
+
+    let mut r = row
+        .values
+        .into_iter()
+        .map(|v| v.value_data.unwrap())
+        .collect::<Vec<_>>();
+    r.pop(); // remove the timestamp value
+
+    let expected = vec![
+        StringValue("hello  world".into()),
+        StringValue("hello  world".into()),
+        StringValue("hello  world".into()),
+        StringValue("hello  world".into()),
+        StringValue("hello  world".into()),
+    ];
+
+    assert_eq!(expected, r);
+}