diff --git a/src/mito2/Cargo.toml b/src/mito2/Cargo.toml
index 5a9a117fe2..8a93e20b57 100644
--- a/src/mito2/Cargo.toml
+++ b/src/mito2/Cargo.toml
@@ -79,5 +79,6 @@ rand.workspace = true
 toml.workspace = true
 
 [[bench]]
-name = "bench_merge_tree"
+name = "memtable_bench"
 harness = false
+required-features = ["test"]
diff --git a/src/mito2/README.md b/src/mito2/README.md
index ae58d6d3d2..1e2accd939 100644
--- a/src/mito2/README.md
+++ b/src/mito2/README.md
@@ -7,3 +7,9 @@ The Alfa Romeo [MiTo](https://en.wikipedia.org/wiki/Alfa_Romeo_MiTo) is a front-
 
 > "You can't be a true petrolhead until you've owned an Alfa Romeo."
 > <div align="right">-- by Jeremy Clarkson</div>
+
+## Benchmarks
+Run benchmarks in this crate:
+```bash
+cargo bench -p mito2 -F test
+```
diff --git a/src/mito2/benches/bench_merge_tree.rs b/src/mito2/benches/bench_merge_tree.rs
deleted file mode 100644
index febc648dae..0000000000
--- a/src/mito2/benches/bench_merge_tree.rs
+++ /dev/null
@@ -1,21 +0,0 @@
-// 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.
-
-mod merge_tree_bench;
-
-use criterion::criterion_main;
-
-criterion_main! {
-    merge_tree_bench::benches
-}
diff --git a/src/mito2/benches/memtable_bench.rs b/src/mito2/benches/memtable_bench.rs
new file mode 100644
index 0000000000..30701fe2ba
--- /dev/null
+++ b/src/mito2/benches/memtable_bench.rs
@@ -0,0 +1,352 @@
+// 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.
+
+use std::sync::Arc;
+
+use api::v1::value::ValueData;
+use api::v1::{Row, Rows, SemanticType};
+use criterion::{criterion_group, criterion_main, Criterion};
+use datafusion_common::Column;
+use datafusion_expr::{lit, Expr};
+use datatypes::data_type::ConcreteDataType;
+use datatypes::schema::ColumnSchema;
+use mito2::memtable::merge_tree::{MergeTreeConfig, MergeTreeMemtable};
+use mito2::memtable::time_series::TimeSeriesMemtable;
+use mito2::memtable::{KeyValues, Memtable};
+use mito2::test_util::memtable_util::{self, region_metadata_to_row_schema};
+use rand::rngs::ThreadRng;
+use rand::seq::SliceRandom;
+use rand::Rng;
+use store_api::metadata::{
+    ColumnMetadata, RegionMetadata, RegionMetadataBuilder, RegionMetadataRef,
+};
+use store_api::storage::RegionId;
+use table::predicate::Predicate;
+
+/// Writes rows.
+fn write_rows(c: &mut Criterion) {
+    let metadata = memtable_util::metadata_with_primary_key(vec![1, 0], true);
+    let timestamps = (0..100).collect::<Vec<_>>();
+
+    // Note that this test only generate one time series.
+    let mut group = c.benchmark_group("write");
+    group.bench_function("merge_tree", |b| {
+        let memtable =
+            MergeTreeMemtable::new(1, metadata.clone(), None, &MergeTreeConfig::default());
+        let kvs =
+            memtable_util::build_key_values(&metadata, "hello".to_string(), 42, &timestamps, 1);
+        b.iter(|| {
+            memtable.write(&kvs).unwrap();
+        });
+    });
+    group.bench_function("time_series", |b| {
+        let memtable = TimeSeriesMemtable::new(metadata.clone(), 1, None);
+        let kvs =
+            memtable_util::build_key_values(&metadata, "hello".to_string(), 42, &timestamps, 1);
+        b.iter(|| {
+            memtable.write(&kvs).unwrap();
+        });
+    });
+}
+
+/// Scans all rows.
+fn full_scan(c: &mut Criterion) {
+    let metadata = Arc::new(cpu_metadata());
+    let config = MergeTreeConfig::default();
+    let start_sec = 1710043200;
+    let generator = CpuDataGenerator::new(metadata.clone(), 4000, start_sec, start_sec + 3600 * 2);
+
+    let mut group = c.benchmark_group("full_scan");
+    group.sample_size(10);
+    group.bench_function("merge_tree", |b| {
+        let memtable = MergeTreeMemtable::new(1, metadata.clone(), None, &config);
+        for kvs in generator.iter() {
+            memtable.write(&kvs).unwrap();
+        }
+
+        b.iter(|| {
+            let iter = memtable.iter(None, None).unwrap();
+            for batch in iter {
+                let _batch = batch.unwrap();
+            }
+        });
+    });
+    group.bench_function("time_series", |b| {
+        let memtable = TimeSeriesMemtable::new(metadata.clone(), 1, None);
+        for kvs in generator.iter() {
+            memtable.write(&kvs).unwrap();
+        }
+
+        b.iter(|| {
+            let iter = memtable.iter(None, None).unwrap();
+            for batch in iter {
+                let _batch = batch.unwrap();
+            }
+        });
+    });
+}
+
+/// Filters 1 host.
+fn filter_1_host(c: &mut Criterion) {
+    let metadata = Arc::new(cpu_metadata());
+    let config = MergeTreeConfig::default();
+    let start_sec = 1710043200;
+    let generator = CpuDataGenerator::new(metadata.clone(), 4000, start_sec, start_sec + 3600 * 2);
+
+    let mut group = c.benchmark_group("filter_1_host");
+    group.sample_size(10);
+    group.bench_function("merge_tree", |b| {
+        let memtable = MergeTreeMemtable::new(1, metadata.clone(), None, &config);
+        for kvs in generator.iter() {
+            memtable.write(&kvs).unwrap();
+        }
+        let predicate = generator.random_host_filter();
+
+        b.iter(|| {
+            let iter = memtable.iter(None, Some(predicate.clone())).unwrap();
+            for batch in iter {
+                let _batch = batch.unwrap();
+            }
+        });
+    });
+    group.bench_function("time_series", |b| {
+        let memtable = TimeSeriesMemtable::new(metadata.clone(), 1, None);
+        for kvs in generator.iter() {
+            memtable.write(&kvs).unwrap();
+        }
+        let predicate = generator.random_host_filter();
+
+        b.iter(|| {
+            let iter = memtable.iter(None, Some(predicate.clone())).unwrap();
+            for batch in iter {
+                let _batch = batch.unwrap();
+            }
+        });
+    });
+}
+
+struct Host {
+    hostname: String,
+    region: String,
+    datacenter: String,
+    rack: String,
+    os: String,
+    arch: String,
+    team: String,
+    service: String,
+    service_version: String,
+    service_environment: String,
+}
+
+impl Host {
+    fn random_with_id(id: usize) -> Host {
+        let mut rng = rand::thread_rng();
+        let region = format!("ap-southeast-{}", rng.gen_range(0..10));
+        let datacenter = format!(
+            "{}{}",
+            region,
+            ['a', 'b', 'c', 'd', 'e'].choose(&mut rng).unwrap()
+        );
+        Host {
+            hostname: format!("host_{id}"),
+            region,
+            datacenter,
+            rack: rng.gen_range(0..100).to_string(),
+            os: "Ubuntu16.04LTS".to_string(),
+            arch: "x86".to_string(),
+            team: "CHI".to_string(),
+            service: rng.gen_range(0..100).to_string(),
+            service_version: rng.gen_range(0..10).to_string(),
+            service_environment: "test".to_string(),
+        }
+    }
+
+    fn fill_values(&self, values: &mut Vec<api::v1::Value>) {
+        let tags = [
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.hostname.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.region.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.datacenter.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.rack.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.os.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.arch.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.team.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.service.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.service_version.clone())),
+            },
+            api::v1::Value {
+                value_data: Some(ValueData::StringValue(self.service_environment.clone())),
+            },
+        ];
+        for tag in tags {
+            values.push(tag);
+        }
+    }
+}
+
+struct CpuDataGenerator {
+    metadata: RegionMetadataRef,
+    column_schemas: Vec<api::v1::ColumnSchema>,
+    hosts: Vec<Host>,
+    start_sec: i64,
+    end_sec: i64,
+}
+
+impl CpuDataGenerator {
+    fn new(metadata: RegionMetadataRef, num_hosts: usize, start_sec: i64, end_sec: i64) -> Self {
+        let column_schemas = region_metadata_to_row_schema(&metadata);
+        Self {
+            metadata,
+            column_schemas,
+            hosts: Self::generate_hosts(num_hosts),
+            start_sec,
+            end_sec,
+        }
+    }
+
+    fn iter(&self) -> impl Iterator<Item = KeyValues> + '_ {
+        // point per 10s.
+        (self.start_sec..self.end_sec)
+            .step_by(10)
+            .enumerate()
+            .map(|(seq, ts)| self.build_key_values(seq, ts))
+    }
+
+    fn build_key_values(&self, seq: usize, current_sec: i64) -> KeyValues {
+        let rows = self
+            .hosts
+            .iter()
+            .map(|host| {
+                let mut rng = rand::thread_rng();
+                let mut values = Vec::with_capacity(21);
+                values.push(api::v1::Value {
+                    value_data: Some(ValueData::TimestampMillisecondValue(current_sec * 1000)),
+                });
+                host.fill_values(&mut values);
+                for _ in 0..10 {
+                    values.push(api::v1::Value {
+                        value_data: Some(ValueData::F64Value(Self::random_f64(&mut rng))),
+                    });
+                }
+                Row { values }
+            })
+            .collect();
+        let mutation = api::v1::Mutation {
+            op_type: api::v1::OpType::Put as i32,
+            sequence: seq as u64,
+            rows: Some(Rows {
+                schema: self.column_schemas.clone(),
+                rows,
+            }),
+        };
+
+        KeyValues::new(&self.metadata, mutation).unwrap()
+    }
+
+    fn random_host_filter(&self) -> Predicate {
+        let host = self.random_hostname();
+        let expr = Expr::Column(Column::from_name("hostname")).eq(lit(host));
+        Predicate::new(vec![expr.into()])
+    }
+
+    fn random_hostname(&self) -> String {
+        let mut rng = rand::thread_rng();
+        self.hosts.choose(&mut rng).unwrap().hostname.clone()
+    }
+
+    fn random_f64(rng: &mut ThreadRng) -> f64 {
+        let base: u32 = rng.gen_range(30..95);
+        base as f64
+    }
+
+    fn generate_hosts(num_hosts: usize) -> Vec<Host> {
+        (0..num_hosts).map(Host::random_with_id).collect()
+    }
+}
+
+/// Creates a metadata for TSBS cpu-like table.
+fn cpu_metadata() -> RegionMetadata {
+    let mut builder = RegionMetadataBuilder::new(RegionId::new(1, 1));
+    builder.push_column_metadata(ColumnMetadata {
+        column_schema: ColumnSchema::new(
+            "ts",
+            ConcreteDataType::timestamp_millisecond_datatype(),
+            false,
+        ),
+        semantic_type: SemanticType::Timestamp,
+        column_id: 0,
+    });
+    let mut column_id = 1;
+    let tags = [
+        "hostname",
+        "region",
+        "datacenter",
+        "rack",
+        "os",
+        "arch",
+        "team",
+        "service",
+        "service_version",
+        "service_environment",
+    ];
+    for tag in tags {
+        builder.push_column_metadata(ColumnMetadata {
+            column_schema: ColumnSchema::new(tag, ConcreteDataType::string_datatype(), true),
+            semantic_type: SemanticType::Tag,
+            column_id,
+        });
+        column_id += 1;
+    }
+    let fields = [
+        "usage_user",
+        "usage_system",
+        "usage_idle",
+        "usage_nice",
+        "usage_iowait",
+        "usage_irq",
+        "usage_softirq",
+        "usage_steal",
+        "usage_guest",
+        "usage_guest_nice",
+    ];
+    for field in fields {
+        builder.push_column_metadata(ColumnMetadata {
+            column_schema: ColumnSchema::new(field, ConcreteDataType::float64_datatype(), true),
+            semantic_type: SemanticType::Field,
+            column_id,
+        });
+        column_id += 1;
+    }
+    builder.primary_key(vec![1, 2, 3, 4, 5, 6, 7, 8, 9, 10]);
+    builder.build().unwrap()
+}
+
+criterion_group!(benches, write_rows, full_scan, filter_1_host);
+criterion_main!(benches);
diff --git a/src/mito2/benches/merge_tree_bench.rs b/src/mito2/benches/merge_tree_bench.rs
deleted file mode 100644
index 3ad86c2d9e..0000000000
--- a/src/mito2/benches/merge_tree_bench.rs
+++ /dev/null
@@ -1,36 +0,0 @@
-// 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.
-
-use criterion::{criterion_group, criterion_main, Criterion};
-use mito2::memtable::merge_tree::{MergeTreeConfig, MergeTreeMemtable};
-use mito2::memtable::Memtable;
-use mito2::test_util::memtable_util;
-
-fn bench_merge_tree_memtable(c: &mut Criterion) {
-    let metadata = memtable_util::metadata_with_primary_key(vec![1, 0], true);
-    let timestamps = (0..100).collect::<Vec<_>>();
-
-    let memtable = MergeTreeMemtable::new(1, metadata.clone(), None, &MergeTreeConfig::default());
-
-    let _ = c.bench_function("MergeTreeMemtable", |b| {
-        let kvs =
-            memtable_util::build_key_values(&metadata, "hello".to_string(), 42, &timestamps, 1);
-        b.iter(|| {
-            memtable.write(&kvs).unwrap();
-        });
-    });
-}
-
-criterion_group!(benches, bench_merge_tree_memtable);
-criterion_main!(benches);
diff --git a/src/mito2/src/test_util/memtable_util.rs b/src/mito2/src/test_util/memtable_util.rs
index 4f3d9cfd3d..38108dff3c 100644
--- a/src/mito2/src/test_util/memtable_util.rs
+++ b/src/mito2/src/test_util/memtable_util.rs
@@ -219,25 +219,14 @@ pub(crate) fn extract_data_batch(batch: &DataBatch) -> (u16, Vec<(i64, u64)>) {
 
 /// Builds key values with timestamps (ms) and sequences for test.
 pub(crate) fn build_key_values_with_ts_seq_values(
-    schema: &RegionMetadataRef,
+    metadata: &RegionMetadataRef,
     k0: String,
     k1: u32,
     timestamps: impl Iterator<Item = i64>,
     values: impl Iterator<Item = Option<f64>>,
     sequence: SequenceNumber,
 ) -> KeyValues {
-    let column_schema = schema
-        .column_metadatas
-        .iter()
-        .map(|c| api::v1::ColumnSchema {
-            column_name: c.column_schema.name.clone(),
-            datatype: ColumnDataTypeWrapper::try_from(c.column_schema.data_type.clone())
-                .unwrap()
-                .datatype() as i32,
-            semantic_type: c.semantic_type as i32,
-            ..Default::default()
-        })
-        .collect();
+    let column_schema = region_metadata_to_row_schema(metadata);
 
     let rows = timestamps
         .zip(values)
@@ -269,7 +258,23 @@ pub(crate) fn build_key_values_with_ts_seq_values(
             rows,
         }),
     };
-    KeyValues::new(schema.as_ref(), mutation).unwrap()
+    KeyValues::new(metadata.as_ref(), mutation).unwrap()
+}
+
+/// Converts the region metadata to column schemas for a row.
+pub fn region_metadata_to_row_schema(metadata: &RegionMetadataRef) -> Vec<api::v1::ColumnSchema> {
+    metadata
+        .column_metadatas
+        .iter()
+        .map(|c| api::v1::ColumnSchema {
+            column_name: c.column_schema.name.clone(),
+            datatype: ColumnDataTypeWrapper::try_from(c.column_schema.data_type.clone())
+                .unwrap()
+                .datatype() as i32,
+            semantic_type: c.semantic_type as i32,
+            ..Default::default()
+        })
+        .collect()
 }
 
 /// Encode keys.