diff --git a/Cargo.lock b/Cargo.lock
index 68a19fffa8f47..47e8d5f09c30d 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -7220,6 +7220,7 @@ dependencies = [
  "risingwave_common_service",
  "risingwave_connector",
  "risingwave_hummock_sdk",
+ "risingwave_jni_core",
  "risingwave_pb",
  "risingwave_rpc_client",
  "risingwave_source",
diff --git a/docker/dashboards/risingwave-dev-dashboard.json b/docker/dashboards/risingwave-dev-dashboard.json
index dabc75f8a4d27..9b9bb59829d23 100644
--- a/docker/dashboards/risingwave-dev-dashboard.json
+++ b/docker/dashboards/risingwave-dev-dashboard.json
@@ -1 +1 @@
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diff --git a/docker/dashboards/risingwave-user-dashboard.json b/docker/dashboards/risingwave-user-dashboard.json
index 41445ec1e30fb..63e3ed095ac69 100644
--- a/docker/dashboards/risingwave-user-dashboard.json
+++ b/docker/dashboards/risingwave-user-dashboard.json
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diff --git a/grafana/risingwave-dev-dashboard.dashboard.py b/grafana/risingwave-dev-dashboard.dashboard.py
index 183ae7bf0be6f..e22837410866b 100644
--- a/grafana/risingwave-dev-dashboard.dashboard.py
+++ b/grafana/risingwave-dev-dashboard.dashboard.py
@@ -3220,6 +3220,26 @@ def section_memory_manager(outer_panels):
                         ),
                     ],
                 ),
+                panels.timeseries_memory(
+                    "The allocated memory of jvm",
+                    "",
+                    [
+                        panels.target(
+                            f"{metric('jvm_allocated_bytes')}",
+                            "",
+                        ),
+                    ],
+                ),
+                panels.timeseries_memory(
+                    "The active memory of jvm",
+                    "",
+                    [
+                        panels.target(
+                            f"{metric('jvm_active_bytes')}",
+                            "",
+                        ),
+                    ],
+                ),
                 panels.timeseries_ms(
                     "LRU manager diff between current watermark and evicted watermark time (ms) for actors",
                     "",
diff --git a/grafana/risingwave-dev-dashboard.json b/grafana/risingwave-dev-dashboard.json
index dabc75f8a4d27..9b9bb59829d23 100644
--- a/grafana/risingwave-dev-dashboard.json
+++ b/grafana/risingwave-dev-dashboard.json
@@ -1 +1 @@
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diff --git a/grafana/risingwave-user-dashboard.json b/grafana/risingwave-user-dashboard.json
index 41445ec1e30fb..63e3ed095ac69 100644
--- a/grafana/risingwave-user-dashboard.json
+++ b/grafana/risingwave-user-dashboard.json
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diff --git a/src/compute/Cargo.toml b/src/compute/Cargo.toml
index 93e4e643dcf04..624e901c6b7ae 100644
--- a/src/compute/Cargo.toml
+++ b/src/compute/Cargo.toml
@@ -33,6 +33,7 @@ risingwave_common_heap_profiling = { workspace = true }
 risingwave_common_service = { workspace = true }
 risingwave_connector = { workspace = true }
 risingwave_hummock_sdk = { workspace = true }
+risingwave_jni_core = { workspace = true }
 risingwave_pb = { workspace = true }
 risingwave_rpc_client = { workspace = true }
 risingwave_source = { workspace = true }
diff --git a/src/compute/src/memory_management/memory_manager.rs b/src/compute/src/memory_management/memory_manager.rs
index 3e8e0fb6c0a47..721b39046572a 100644
--- a/src/compute/src/memory_management/memory_manager.rs
+++ b/src/compute/src/memory_management/memory_manager.rs
@@ -79,6 +79,8 @@ impl GlobalMemoryManager {
         let mut memory_control_stats = MemoryControlStats {
             jemalloc_allocated_bytes: 0,
             jemalloc_active_bytes: 0,
+            jvm_allocated_bytes: 0,
+            jvm_active_bytes: 0,
             lru_watermark_step: 0,
             lru_watermark_time_ms: Epoch::physical_now(),
             lru_physical_now_ms: Epoch::physical_now(),
@@ -122,6 +124,12 @@ impl GlobalMemoryManager {
                     self.metrics
                         .jemalloc_active_bytes
                         .set(memory_control_stats.jemalloc_active_bytes as i64);
+                    self.metrics
+                        .jvm_allocated_bytes
+                        .set(memory_control_stats.jvm_allocated_bytes as i64);
+                    self.metrics
+                        .jvm_active_bytes
+                        .set(memory_control_stats.jvm_active_bytes as i64);
                 }
             }
         }
diff --git a/src/compute/src/memory_management/mod.rs b/src/compute/src/memory_management/mod.rs
index 0323cb2ddc093..b6811935a1e9d 100644
--- a/src/compute/src/memory_management/mod.rs
+++ b/src/compute/src/memory_management/mod.rs
@@ -49,6 +49,8 @@ pub const STORAGE_DEFAULT_HIGH_PRIORITY_BLOCK_CACHE_RATIO: usize = 70;
 pub struct MemoryControlStats {
     pub jemalloc_allocated_bytes: usize,
     pub jemalloc_active_bytes: usize,
+    pub jvm_allocated_bytes: usize,
+    pub jvm_active_bytes: usize,
     pub lru_watermark_step: u64,
     pub lru_watermark_time_ms: u64,
     pub lru_physical_now_ms: u64,
@@ -68,9 +70,9 @@ pub trait MemoryControl: Send + Sync + std::fmt::Debug {
 }
 
 pub fn build_memory_control_policy(total_memory_bytes: usize) -> MemoryControlRef {
-    use self::policy::JemallocMemoryControl;
+    use self::policy::JemallocAndJvmMemoryControl;
 
-    Box::new(JemallocMemoryControl::new(total_memory_bytes))
+    Box::new(JemallocAndJvmMemoryControl::new(total_memory_bytes))
 }
 
 /// `DummyPolicy` is used for operarting systems other than Linux. It does nothing as memory control
diff --git a/src/compute/src/memory_management/policy.rs b/src/compute/src/memory_management/policy.rs
index 71e85c6149258..1eb5ff9832600 100644
--- a/src/compute/src/memory_management/policy.rs
+++ b/src/compute/src/memory_management/policy.rs
@@ -17,15 +17,16 @@ use std::sync::Arc;
 
 use risingwave_batch::task::BatchManager;
 use risingwave_common::util::epoch::Epoch;
+use risingwave_jni_core::jvm_runtime::load_jvm_memory_stats;
 use risingwave_stream::task::LocalStreamManager;
 use tikv_jemalloc_ctl::{epoch as jemalloc_epoch, stats as jemalloc_stats};
 
 use super::{MemoryControl, MemoryControlStats};
 
-/// `JemallocMemoryControl` is a memory control policy that uses jemalloc statistics to control. It
-/// assumes that most memory is used by streaming engine and does memory control over LRU watermark
-/// based on jemalloc statistics.
-pub struct JemallocMemoryControl {
+/// `JemallocAndJvmMemoryControl` is a memory control policy that uses jemalloc statistics and
+/// jvm memory statistics and to control. It assumes that most memory is used by streaming engine
+/// and does memory control over LRU watermark based on jemalloc statistics and jvm memory statistics.
+pub struct JemallocAndJvmMemoryControl {
     threshold_stable: usize,
     threshold_graceful: usize,
     threshold_aggressive: usize,
@@ -35,7 +36,7 @@ pub struct JemallocMemoryControl {
     jemalloc_active_mib: jemalloc_stats::active_mib,
 }
 
-impl JemallocMemoryControl {
+impl JemallocAndJvmMemoryControl {
     const THRESHOLD_AGGRESSIVE: f64 = 0.9;
     const THRESHOLD_GRACEFUL: f64 = 0.8;
     const THRESHOLD_STABLE: f64 = 0.7;
@@ -81,7 +82,7 @@ impl JemallocMemoryControl {
     }
 }
 
-impl std::fmt::Debug for JemallocMemoryControl {
+impl std::fmt::Debug for JemallocAndJvmMemoryControl {
     fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
         f.debug_struct("JemallocMemoryControl")
             .field("threshold_stable", &self.threshold_stable)
@@ -91,7 +92,7 @@ impl std::fmt::Debug for JemallocMemoryControl {
     }
 }
 
-impl MemoryControl for JemallocMemoryControl {
+impl MemoryControl for JemallocAndJvmMemoryControl {
     fn apply(
         &self,
         interval_ms: u32,
@@ -105,13 +106,15 @@ impl MemoryControl for JemallocMemoryControl {
             prev_memory_stats.jemalloc_active_bytes,
         );
 
+        let (jvm_allocated_bytes, jvm_active_bytes) = load_jvm_memory_stats();
+
         // Streaming memory control
         //
         // We calculate the watermark of the LRU cache, which provides hints for streaming executors
         // on cache eviction. Here we do the calculation based on jemalloc statistics.
 
         let (lru_watermark_step, lru_watermark_time_ms, lru_physical_now) = calculate_lru_watermark(
-            jemalloc_allocated_bytes,
+            jemalloc_allocated_bytes + jvm_allocated_bytes,
             self.threshold_stable,
             self.threshold_graceful,
             self.threshold_aggressive,
@@ -124,6 +127,8 @@ impl MemoryControl for JemallocMemoryControl {
         MemoryControlStats {
             jemalloc_allocated_bytes,
             jemalloc_active_bytes,
+            jvm_allocated_bytes,
+            jvm_active_bytes,
             lru_watermark_step,
             lru_watermark_time_ms,
             lru_physical_now_ms: lru_physical_now,
@@ -141,7 +146,8 @@ fn calculate_lru_watermark(
 ) -> (u64, u64, u64) {
     let mut watermark_time_ms = prev_memory_stats.lru_watermark_time_ms;
     let last_step = prev_memory_stats.lru_watermark_step;
-    let last_used_memory_bytes = prev_memory_stats.jemalloc_allocated_bytes;
+    let last_used_memory_bytes =
+        prev_memory_stats.jemalloc_allocated_bytes + prev_memory_stats.jvm_allocated_bytes;
 
     // The watermark calculation works in the following way:
     //
diff --git a/src/connector/src/sink/remote.rs b/src/connector/src/sink/remote.rs
index b694696842746..ad182e734a33a 100644
--- a/src/connector/src/sink/remote.rs
+++ b/src/connector/src/sink/remote.rs
@@ -148,7 +148,7 @@ impl<R: RemoteSinkTrait> Sink for RemoteSink<R> {
         }).try_collect()?;
 
         let mut env = JVM
-            .as_ref()
+            .get_or_init()
             .map_err(|err| SinkError::Internal(err.into()))?
             .attach_current_thread()
             .map_err(|err| SinkError::Internal(err.into()))?;
@@ -380,7 +380,7 @@ impl<SM, R: RemoteSinkTrait> RemoteSinkWriterInner<SM, R> {
         };
 
         std::thread::spawn(move || {
-            let mut env = JVM.as_ref().unwrap().attach_current_thread().unwrap();
+            let mut env = JVM.get_or_init().unwrap().attach_current_thread().unwrap();
 
             let result = env.call_static_method(
                 "com/risingwave/connector/JniSinkWriterHandler",
@@ -625,7 +625,7 @@ impl<R: RemoteSinkTrait> RemoteCoordinator<R> {
         };
 
         std::thread::spawn(move || {
-            let mut env = JVM.as_ref().unwrap().attach_current_thread().unwrap();
+            let mut env = JVM.get_or_init().unwrap().attach_current_thread().unwrap();
 
             let result = env.call_static_method(
                 "com/risingwave/connector/JniSinkCoordinatorHandler",
diff --git a/src/connector/src/source/cdc/enumerator/mod.rs b/src/connector/src/source/cdc/enumerator/mod.rs
index 0b98005b270f4..e88440bc876e1 100644
--- a/src/connector/src/source/cdc/enumerator/mod.rs
+++ b/src/connector/src/source/cdc/enumerator/mod.rs
@@ -69,7 +69,7 @@ where
             SourceType::from(T::source_type())
         );
 
-        let mut env = JVM.as_ref()?.attach_current_thread()?;
+        let mut env = JVM.get_or_init()?.attach_current_thread()?;
 
         let validate_source_request = ValidateSourceRequest {
             source_id: context.info.source_id as u64,
diff --git a/src/connector/src/source/cdc/source/reader.rs b/src/connector/src/source/cdc/source/reader.rs
index 0c2fb2b3b2684..7410834ce1daa 100644
--- a/src/connector/src/source/cdc/source/reader.rs
+++ b/src/connector/src/source/cdc/source/reader.rs
@@ -13,7 +13,6 @@
 // limitations under the License.
 
 use std::str::FromStr;
-use std::sync::LazyLock;
 
 use anyhow::{anyhow, Result};
 use async_trait::async_trait;
@@ -121,7 +120,8 @@ impl<T: CdcSourceTypeTrait> CommonSplitReader for CdcSplitReader<T> {
 
         let (tx, mut rx) = mpsc::channel(DEFAULT_CHANNEL_SIZE);
 
-        LazyLock::force(&JVM).as_ref()?;
+        // Force init, because we don't want to see initialization failure in the following thread.
+        JVM.get_or_init()?;
 
         let get_event_stream_request = GetEventStreamRequest {
             source_id: self.source_id,
@@ -135,7 +135,7 @@ impl<T: CdcSourceTypeTrait> CommonSplitReader for CdcSplitReader<T> {
         let source_type = get_event_stream_request.source_type.to_string();
 
         std::thread::spawn(move || {
-            let mut env = JVM.as_ref().unwrap().attach_current_thread().unwrap();
+            let mut env = JVM.get_or_init().unwrap().attach_current_thread().unwrap();
 
             let get_event_stream_request_bytes = env
                 .byte_array_from_slice(&Message::encode_to_vec(&get_event_stream_request))
diff --git a/src/jni_core/src/jvm_runtime.rs b/src/jni_core/src/jvm_runtime.rs
index 5d93a122ab4a1..e60c17c6ec930 100644
--- a/src/jni_core/src/jvm_runtime.rs
+++ b/src/jni_core/src/jvm_runtime.rs
@@ -16,86 +16,110 @@ use core::option::Option::Some;
 use std::ffi::c_void;
 use std::fs;
 use std::path::Path;
-use std::sync::LazyLock;
+use std::sync::OnceLock;
 
+use jni::objects::JValueOwned;
 use jni::strings::JNIString;
 use jni::{InitArgsBuilder, JNIVersion, JavaVM, NativeMethod};
 use risingwave_common::error::{ErrorCode, RwError};
 use risingwave_common::util::resource_util::memory::system_memory_available_bytes;
 
-pub static JVM: LazyLock<Result<JavaVM, RwError>> = LazyLock::new(|| {
-    let libs_path = if let Ok(libs_path) = std::env::var("CONNECTOR_LIBS_PATH") {
-        libs_path
-    } else {
-        return Err(ErrorCode::InternalError(
-            "environment variable CONNECTOR_LIBS_PATH is not specified".to_string(),
-        )
-        .into());
-    };
+/// Use 10% of compute total memory by default. Compute node uses 0.7 * system memory by default.
+const DEFAULT_MEMORY_PROPORTION: f64 = 0.07;
 
-    let dir = Path::new(&libs_path);
+pub static JVM: JavaVmWrapper = JavaVmWrapper::new();
 
-    if !dir.is_dir() {
-        return Err(ErrorCode::InternalError(format!(
-            "CONNECTOR_LIBS_PATH \"{}\" is not a directory",
-            libs_path
-        ))
-        .into());
+pub struct JavaVmWrapper(OnceLock<Result<JavaVM, RwError>>);
+
+impl JavaVmWrapper {
+    const fn new() -> Self {
+        Self(OnceLock::new())
     }
 
-    let mut class_vec = vec![];
+    pub fn get(&self) -> Option<&Result<JavaVM, RwError>> {
+        self.0.get()
+    }
 
-    if let Ok(entries) = fs::read_dir(dir) {
-        for entry in entries.flatten() {
-            let entry_path = entry.path();
-            if entry_path.file_name().is_some() {
-                let path = std::fs::canonicalize(entry_path)?;
-                class_vec.push(path.to_str().unwrap().to_string());
-            }
-        }
-    } else {
-        return Err(ErrorCode::InternalError(format!(
-            "failed to read CONNECTOR_LIBS_PATH \"{}\"",
-            libs_path
-        ))
-        .into());
+    pub fn get_or_init(&self) -> Result<&JavaVM, &RwError> {
+        self.0.get_or_init(Self::inner_new).as_ref()
     }
 
-    let jvm_heap_size = if let Ok(heap_size) = std::env::var("JVM_HEAP_SIZE") {
-        heap_size
-    } else {
-        // Use 10% of total memory by default
-        // TODO: should use compute-node's total_memory_bytes
-        format!("{}", system_memory_available_bytes() / 10)
-    };
-
-    // Build the VM properties
-    let args_builder = InitArgsBuilder::new()
-        // Pass the JNI API version (default is 8)
-        .version(JNIVersion::V8)
-        .option("-ea")
-        .option("-Dis_embedded_connector=true")
-        .option(format!("-Djava.class.path={}", class_vec.join(":")))
-        .option(format!("-Xmx{}", jvm_heap_size));
-
-    tracing::info!("JVM args: {:?}", args_builder);
-    let jvm_args = args_builder.build().unwrap();
-
-    // Create a new VM
-    let jvm = match JavaVM::new(jvm_args) {
-        Err(err) => {
-            tracing::error!("fail to new JVM {:?}", err);
-            return Err(ErrorCode::InternalError("fail to new JVM".to_string()).into());
+    fn inner_new() -> Result<JavaVM, RwError> {
+        let libs_path = if let Ok(libs_path) = std::env::var("CONNECTOR_LIBS_PATH") {
+            libs_path
+        } else {
+            return Err(ErrorCode::InternalError(
+                "environment variable CONNECTOR_LIBS_PATH is not specified".to_string(),
+            )
+            .into());
+        };
+
+        let dir = Path::new(&libs_path);
+
+        if !dir.is_dir() {
+            return Err(ErrorCode::InternalError(format!(
+                "CONNECTOR_LIBS_PATH \"{}\" is not a directory",
+                libs_path
+            ))
+            .into());
+        }
+
+        let mut class_vec = vec![];
+
+        if let Ok(entries) = fs::read_dir(dir) {
+            for entry in entries.flatten() {
+                let entry_path = entry.path();
+                if entry_path.file_name().is_some() {
+                    let path = std::fs::canonicalize(entry_path)?;
+                    class_vec.push(path.to_str().unwrap().to_string());
+                }
+            }
+        } else {
+            return Err(ErrorCode::InternalError(format!(
+                "failed to read CONNECTOR_LIBS_PATH \"{}\"",
+                libs_path
+            ))
+            .into());
         }
-        Ok(jvm) => jvm,
-    };
 
-    tracing::info!("initialize JVM successfully");
+        let jvm_heap_size = if let Ok(heap_size) = std::env::var("JVM_HEAP_SIZE") {
+            heap_size
+        } else {
+            format!(
+                "{}",
+                (system_memory_available_bytes() as f64 * DEFAULT_MEMORY_PROPORTION) as usize
+            )
+        };
+
+        // Build the VM properties
+        let args_builder = InitArgsBuilder::new()
+            // Pass the JNI API version (default is 8)
+            .version(JNIVersion::V8)
+            .option("-ea")
+            .option("-Dis_embedded_connector=true")
+            .option(format!("-Djava.class.path={}", class_vec.join(":")))
+            .option("-Xms16m")
+            .option(format!("-Xmx{}", jvm_heap_size));
+
+        tracing::info!("JVM args: {:?}", args_builder);
+        let jvm_args = args_builder.build().unwrap();
+
+        // Create a new VM
+        let jvm = match JavaVM::new(jvm_args) {
+            Err(err) => {
+                tracing::error!("fail to new JVM {:?}", err);
+                return Err(ErrorCode::InternalError("fail to new JVM".to_string()).into());
+            }
+            Ok(jvm) => jvm,
+        };
+
+        tracing::info!("initialize JVM successfully");
 
-    register_native_method_for_jvm(&jvm).unwrap();
+        register_native_method_for_jvm(&jvm).unwrap();
 
-    Ok(jvm)
-});
+        Ok(jvm)
+    }
+}
 
 pub fn register_native_method_for_jvm(jvm: &JavaVM) -> Result<(), jni::errors::Error> {
     let mut env = jvm
@@ -134,3 +158,44 @@ pub fn register_native_method_for_jvm(jvm: &JavaVM) -> Result<(), jni::errors::E
     tracing::info!("register native methods for jvm successfully");
     Ok(())
 }
+
+/// Load JVM memory statistics from the runtime. If JVM is not initialized or fail to initialize, return zero.
+pub fn load_jvm_memory_stats() -> (usize, usize) {
+    if let Some(jvm) = JVM.get() {
+        match jvm {
+            Ok(jvm) => {
+                let mut env = jvm.attach_current_thread().unwrap();
+                let runtime_instance = env
+                    .call_static_method(
+                        "java/lang/Runtime",
+                        "getRuntime",
+                        "()Ljava/lang/Runtime;",
+                        &[],
+                    )
+                    .unwrap();
+
+                let runtime_instance = match runtime_instance {
+                    JValueOwned::Object(o) => o,
+                    _ => unreachable!(),
+                };
+
+                let total_memory = env
+                    .call_method(runtime_instance.as_ref(), "totalMemory", "()J", &[])
+                    .unwrap()
+                    .j()
+                    .unwrap();
+
+                let free_memory = env
+                    .call_method(runtime_instance, "freeMemory", "()J", &[])
+                    .unwrap()
+                    .j()
+                    .unwrap();
+
+                (total_memory as usize, (total_memory - free_memory) as usize)
+            }
+            Err(_) => (0, 0),
+        }
+    } else {
+        (0, 0)
+    }
+}
diff --git a/src/stream/src/executor/monitor/streaming_stats.rs b/src/stream/src/executor/monitor/streaming_stats.rs
index 459e9cbaa439c..a31727e76639f 100644
--- a/src/stream/src/executor/monitor/streaming_stats.rs
+++ b/src/stream/src/executor/monitor/streaming_stats.rs
@@ -156,6 +156,8 @@ pub struct StreamingMetrics {
     pub lru_evicted_watermark_time_ms: GenericGaugeVec<AtomicI64>,
     pub jemalloc_allocated_bytes: IntGauge,
     pub jemalloc_active_bytes: IntGauge,
+    pub jvm_allocated_bytes: IntGauge,
+    pub jvm_active_bytes: IntGauge,
 
     /// User compute error reporting
     pub user_compute_error_count: GenericCounterVec<AtomicU64>,
@@ -865,6 +867,20 @@ impl StreamingMetrics {
         )
         .unwrap();
 
+        let jvm_allocated_bytes = register_int_gauge_with_registry!(
+            "jvm_allocated_bytes",
+            "The allocated jvm memory",
+            registry
+        )
+        .unwrap();
+
+        let jvm_active_bytes = register_int_gauge_with_registry!(
+            "jvm_active_bytes",
+            "The active jvm memory",
+            registry
+        )
+        .unwrap();
+
         let user_compute_error_count = register_int_counter_vec_with_registry!(
             "user_compute_error_count",
             "Compute errors in the system, queryable by tags",
@@ -994,6 +1010,8 @@ impl StreamingMetrics {
             lru_evicted_watermark_time_ms,
             jemalloc_allocated_bytes,
             jemalloc_active_bytes,
+            jvm_allocated_bytes,
+            jvm_active_bytes,
             user_compute_error_count,
             user_source_reader_error_count,
             materialize_cache_hit_count,