diff --git a/plugins/hydra_submitit_launcher/hydra_plugins/hydra_submitit_launcher/submitit_launcher.py b/plugins/hydra_submitit_launcher/hydra_plugins/hydra_submitit_launcher/submitit_launcher.py
index 1efc8e4ce8..61190c42d7 100644
--- a/plugins/hydra_submitit_launcher/hydra_plugins/hydra_submitit_launcher/submitit_launcher.py
+++ b/plugins/hydra_submitit_launcher/hydra_plugins/hydra_submitit_launcher/submitit_launcher.py
@@ -2,7 +2,7 @@
 import logging
 import os
 from pathlib import Path
-from typing import Any, Dict, List, Optional, Sequence
+from typing import Any, Dict, List, Optional, Sequence, Tuple
 
 from hydra.core.singleton import Singleton
 from hydra.core.utils import JobReturn, filter_overrides, run_job, setup_globals
@@ -43,12 +43,8 @@ def setup(
 
     def __call__(
         self,
-        sweep_overrides: List[str],
-        job_dir_key: str,
-        job_num: int,
-        job_id: str,
-        singleton_state: Dict[type, Singleton],
-    ) -> JobReturn:
+        job_params: List[Tuple[List[str], str, int, str, Dict[type, Singleton]]],
+    ) -> Optional[JobReturn]:
         # lazy import to ensure plugin discovery remains fast
         import submitit
 
@@ -56,6 +52,17 @@ def __call__(
         assert self.config is not None
         assert self.task_function is not None
 
+        job_env = submitit.JobEnvironment()
+        task_id = job_env.global_rank
+        if task_id >= len(job_params):
+            # May happen on the last job if the total number of tasks is not a multiple
+            # of `tasks_per_node`.
+            return None
+
+        sweep_overrides, job_dir_key, job_num, job_id, singleton_state = job_params[
+            task_id
+        ]
+
         Singleton.set_state(singleton_state)
         setup_globals()
         sweep_config = self.hydra_context.config_loader.load_sweep_config(
@@ -64,7 +71,7 @@ def __call__(
 
         with open_dict(sweep_config.hydra.job) as job:
             # Populate new job variables
-            job.id = submitit.JobEnvironment().job_id  # type: ignore
+            job.id = f"{job_env.job_id}_{job_env.global_rank}"  # type: ignore [attr-defined]
             sweep_config.hydra.job.num = job_num
 
         return run_job(
@@ -141,8 +148,24 @@ def launch(
                 )
             )
 
-        jobs = executor.map_array(self, *zip(*job_params))
-        return [j.results()[0] for j in jobs]
+        # Create groups of parameters of size `tasks_per_node`, so that each task
+        # can get assigned its own set of parameters.
+        tasks_per_node = params.get("tasks_per_node", 1)
+        job_params = [
+            job_params[start_idx : start_idx + tasks_per_node]
+            for start_idx in range(0, len(job_params), tasks_per_node)
+        ]
+
+        # We need at least two jobs, otherwise submitit will create a single job instead
+        # of a job array, which will cause issues down the line.
+        # We create a new job with empty parameters (=> will terminate immediately).
+        if len(job_params) == 1:
+            job_params.append([])
+
+        jobs = executor.map_array(self, job_params)
+        return [
+            result for job in jobs for result in job.results() if result is not None
+        ]
 
 
 class LocalLauncher(BaseSubmititLauncher):