diff --git a/Cargo.lock b/Cargo.lock
index 4c18b2312cff7..a3be0022631c9 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -10927,6 +10927,7 @@ dependencies = [
  "risingwave_rpc_client",
  "risingwave_storage",
  "serde",
+ "tokio-retry",
  "tracing",
  "workspace-hack",
 ]
@@ -10971,6 +10972,7 @@ dependencies = [
  "tempfile",
  "thiserror-ext",
  "tikv-jemalloc-ctl",
+ "tokio-retry",
  "tokio-stream 0.1.15",
  "tower 0.5.0",
  "tracing",
diff --git a/src/compute/Cargo.toml b/src/compute/Cargo.toml
index d6a14aa04cd9e..f1f940f92b4a3 100644
--- a/src/compute/Cargo.toml
+++ b/src/compute/Cargo.toml
@@ -62,6 +62,7 @@ futures-async-stream = { workspace = true }
 rand = { workspace = true }
 risingwave_hummock_sdk = { workspace = true }
 tempfile = "3"
+tokio-retry = "0.3"
 
 [lints]
 workspace = true
diff --git a/src/compute/src/telemetry.rs b/src/compute/src/telemetry.rs
index 4e1041384afbe..1eb52ed29294a 100644
--- a/src/compute/src/telemetry.rs
+++ b/src/compute/src/telemetry.rs
@@ -104,7 +104,13 @@ mod test {
         let pb_report = report.to_pb_bytes();
         let url =
             (TELEMETRY_REPORT_URL.to_owned() + "/" + TELEMETRY_COMPUTE_REPORT_TYPE).to_owned();
-        let post_res = post_telemetry_report_pb(&url, pb_report).await;
-        assert!(post_res.is_ok());
+
+        // Retry 3 times to mitigate occasional failures on CI.
+        tokio_retry::Retry::spawn(
+            tokio_retry::strategy::ExponentialBackoff::from_millis(10).take(3),
+            || post_telemetry_report_pb(&url, pb_report.clone()),
+        )
+        .await
+        .unwrap();
     }
 }
diff --git a/src/meta/src/telemetry.rs b/src/meta/src/telemetry.rs
index 2c15a8251df34..d845dcd76062f 100644
--- a/src/meta/src/telemetry.rs
+++ b/src/meta/src/telemetry.rs
@@ -282,7 +282,13 @@ mod test {
 
         let pb_bytes = report.to_pb_bytes();
         let url = (TELEMETRY_REPORT_URL.to_owned() + "/" + TELEMETRY_META_REPORT_TYPE).to_owned();
-        let result = post_telemetry_report_pb(&url, pb_bytes).await;
-        assert!(result.is_ok());
+
+        // Retry 3 times to mitigate occasional failures on CI.
+        tokio_retry::Retry::spawn(
+            tokio_retry::strategy::ExponentialBackoff::from_millis(10).take(3),
+            || post_telemetry_report_pb(&url, pb_bytes.clone()),
+        )
+        .await
+        .unwrap();
     }
 }
diff --git a/src/storage/compactor/Cargo.toml b/src/storage/compactor/Cargo.toml
index d94da125ca3ec..89ebc01f7d0a3 100644
--- a/src/storage/compactor/Cargo.toml
+++ b/src/storage/compactor/Cargo.toml
@@ -34,6 +34,9 @@ tokio = { version = "0.2", package = "madsim-tokio", features = [
 tonic = { workspace = true }
 tracing = "0.1"
 
+[dev-dependencies]
+tokio-retry = "0.3"
+
 [target.'cfg(not(madsim))'.dependencies]
 workspace-hack = { path = "../../workspace-hack" }
 
diff --git a/src/storage/compactor/src/telemetry.rs b/src/storage/compactor/src/telemetry.rs
index a4f4ab4b185dc..d343c92599ef0 100644
--- a/src/storage/compactor/src/telemetry.rs
+++ b/src/storage/compactor/src/telemetry.rs
@@ -126,7 +126,13 @@ mod test {
         let pb_report = report.to_pb_bytes();
         let url =
             (TELEMETRY_REPORT_URL.to_owned() + "/" + TELEMETRY_COMPACTOR_REPORT_TYPE).to_owned();
-        let post_res = post_telemetry_report_pb(&url, pb_report).await;
-        assert!(post_res.is_ok());
+
+        // Retry 3 times to mitigate occasional failures on CI.
+        tokio_retry::Retry::spawn(
+            tokio_retry::strategy::ExponentialBackoff::from_millis(10).take(3),
+            || post_telemetry_report_pb(&url, pb_report.clone()),
+        )
+        .await
+        .unwrap();
     }
 }