diff --git a/src/DIRAC/WorkloadManagementSystem/Utilities/RemoteRunner.py b/src/DIRAC/WorkloadManagementSystem/Utilities/RemoteRunner.py
index 03d5425defd..7125887fd4d 100644
--- a/src/DIRAC/WorkloadManagementSystem/Utilities/RemoteRunner.py
+++ b/src/DIRAC/WorkloadManagementSystem/Utilities/RemoteRunner.py
@@ -91,12 +91,22 @@ def execute(self, command, workingDirectory=".", numberOfProcessors=1, cleanRemo
         # Request the whole directory as output
         outputs = ["/"]
 
-        # Submit the command as a job
-        if not (result := workloadCE.submitJob(self.executable, workloadCE.proxy, inputs=inputs, outputs=outputs))[
-            "OK"
-        ]:
+        # Interactions with the CE might be unstable, we need to retry the operations
+        maxRetries = 10
+        timeBetweenRetries = 120
+
+        # Submit the command as a job with retries
+        for _ in range(maxRetries):
+            result = workloadCE.submitJob(self.executable, workloadCE.proxy, inputs=inputs, outputs=outputs)
+            if result["OK"]:
+                break
+            else:
+                self.log.warn("Failed to submit job, retrying...")
+            time.sleep(timeBetweenRetries)
+        else:
             result["Errno"] = DErrno.EWMSSUBM
             return result
+
         jobID = result["Value"][0]
         stamp = result["PilotStampDict"][jobID]
         self.log.info("The command has been wrapped in a job and sent. Remote JobID: ", jobID)
@@ -106,18 +116,33 @@ def execute(self, command, workingDirectory=".", numberOfProcessors=1, cleanRemo
         jobStatus = PilotStatus.RUNNING
         while jobStatus not in PilotStatus.PILOT_FINAL_STATES:
             time.sleep(120)
-            result = workloadCE.getJobStatus([jobID])
-            if not result["OK"]:
+            for _ in range(maxRetries):
+                result = workloadCE.getJobStatus([jobID])
+                if result["OK"]:
+                    break
+                else:
+                    self.log.warn("Failed to get job status, retrying...")
+                time.sleep(timeBetweenRetries)
+            else:
                 result["Errno"] = DErrno.EWMSSTATUS
                 return result
+
             jobStatus = result["Value"][jobID]
         self.log.info("The final status of the application/script is: ", jobStatus)
 
         # Get job outputs
         self.log.info("Getting the outputs of the command...")
-        if not (result := workloadCE.getJobOutput(f"{jobID}:::{stamp}", os.path.abspath(".")))["OK"]:
+        for _ in range(maxRetries):
+            result = workloadCE.getJobOutput(f"{jobID}:::{stamp}", os.path.abspath("."))
+            if result["OK"]:
+                break
+            else:
+                self.log.warn("Failed to get job output, retrying...")
+            time.sleep(timeBetweenRetries)
+        else:
             result["Errno"] = DErrno.EWMSJMAN
             return result
+
         output, error = result["Value"]
 
         # Make sure the output is correct