diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6f9ae66bb0..5b3fda00c8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,6 +12,7 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 - `force` and `bert-level` keywords to `catalyst-data text2embedding` ([#917](https://github.com/catalyst-team/catalyst/pull/917))
 
 - `OptunaCallback` to `catalyst.contrib` ([#915](https://github.com/catalyst-team/catalyst/pull/915))
+- Multi-scheduler support for multi-optimizer case ([#923](https://github.com/catalyst-team/catalyst/pull/923))
 
 ### Changed
 
diff --git a/catalyst/dl/experiment/config.py b/catalyst/dl/experiment/config.py
index bf229c559c..caf57838f7 100644
--- a/catalyst/dl/experiment/config.py
+++ b/catalyst/dl/experiment/config.py
@@ -343,31 +343,31 @@ def get_optimizer(
         return optimizer
 
     @staticmethod
-    def _get_scheduler(*, optimizer, **params):
+    def _get_scheduler(
+        *, optimizer: Union[Optimizer, Dict[str, Optimizer]], **params: Any
+    ) -> Union[Scheduler, Dict[str, Scheduler]]:
+        optimizer_key = params.pop("_optimizer", None)
+        optimizer_ = optimizer[optimizer_key] if optimizer_key else optimizer
+        scheduler = SCHEDULERS.get_from_params(**params, optimizer=optimizer_)
+
+        return scheduler
+
+    def get_scheduler(
+        self, stage: str, optimizer: Union[Optimizer, Dict[str, Optimizer]]
+    ) -> Union[Scheduler, Dict[str, Scheduler]]:
+        """Returns the scheduler for a given stage."""
+        params = self.stages_config[stage].get("scheduler_params", {})
         key_value_flag = params.pop("_key_value", False)
 
         if key_value_flag:
-            scheduler = {}
-            for scheduler_key, scheduler_params in params.items():
-                scheduler[
-                    scheduler_key
-                ] = ConfigExperiment._get_scheduler(  # noqa: WPS437
+            scheduler: Dict[str, Scheduler] = {}
+            for key, scheduler_params in params.items():
+                scheduler[key] = self._get_scheduler(
                     optimizer=optimizer, **scheduler_params
                 )
         else:
-            scheduler = SCHEDULERS.get_from_params(
-                **params, optimizer=optimizer
-            )
-        return scheduler
+            scheduler = self._get_scheduler(optimizer=optimizer, **params)
 
-    def get_scheduler(self, stage: str, optimizer: Optimizer) -> Scheduler:
-        """Returns the scheduler for a given stage."""
-        scheduler_params = self.stages_config[stage].get(
-            "scheduler_params", {}
-        )
-        scheduler = self._get_scheduler(
-            optimizer=optimizer, **scheduler_params
-        )
         return scheduler
 
     @staticmethod