diff --git a/dvc/data_cloud.py b/dvc/data_cloud.py
index 0fceabb4aa..0b594f182d 100644
--- a/dvc/data_cloud.py
+++ b/dvc/data_cloud.py
@@ -48,12 +48,7 @@ def _init_remote(self, name):
         return Remote(self.repo, name=name)
 
     def push(
-        self,
-        cache,
-        jobs=None,
-        remote=None,
-        show_checksums=False,
-        run_cache=False,
+        self, cache, jobs=None, remote=None, show_checksums=False,
     ):
         """Push data items in a cloud-agnostic way.
 
@@ -67,20 +62,12 @@ def push(
         """
         remote = self.get_remote(remote, "push")
 
-        if run_cache:
-            self.repo.stage_cache.push(remote)
-
         return self.repo.cache.local.push(
             cache, jobs=jobs, remote=remote, show_checksums=show_checksums,
         )
 
     def pull(
-        self,
-        cache,
-        jobs=None,
-        remote=None,
-        show_checksums=False,
-        run_cache=False,
+        self, cache, jobs=None, remote=None, show_checksums=False,
     ):
         """Pull data items in a cloud-agnostic way.
 
@@ -94,9 +81,6 @@ def pull(
         """
         remote = self.get_remote(remote, "pull")
 
-        if run_cache:
-            self.repo.stage_cache.pull(remote)
-
         downloaded_items_num = self.repo.cache.local.pull(
             cache, jobs=jobs, remote=remote, show_checksums=show_checksums
         )
diff --git a/dvc/repo/__init__.py b/dvc/repo/__init__.py
index 88618cf49e..f90a22e0c9 100644
--- a/dvc/repo/__init__.py
+++ b/dvc/repo/__init__.py
@@ -248,6 +248,7 @@ def used_cache(
         force=False,
         jobs=None,
         recursive=False,
+        used_run_cache=None,
     ):
         """Get the stages related to the given target and collect
         the `info` of its outputs.
@@ -291,6 +292,12 @@ def used_cache(
                 )
                 cache.update(used_cache, suffix=suffix)
 
+        if used_run_cache:
+            used_cache = self.stage_cache.get_used_cache(
+                used_run_cache, remote=remote, force=force, jobs=jobs,
+            )
+            cache.update(used_cache)
+
         return cache
 
     def _collect_graph(self, stages):
diff --git a/dvc/repo/fetch.py b/dvc/repo/fetch.py
index efbd93beba..cf2a01b763 100644
--- a/dvc/repo/fetch.py
+++ b/dvc/repo/fetch.py
@@ -34,6 +34,9 @@ def _fetch(
         config.NoRemoteError: thrown when downloading only local files and no
             remote is configured
     """
+
+    used_run_cache = self.stage_cache.pull(remote) if run_cache else []
+
     used = self.used_cache(
         targets,
         all_branches=all_branches,
@@ -44,6 +47,7 @@ def _fetch(
         remote=remote,
         jobs=jobs,
         recursive=recursive,
+        used_run_cache=used_run_cache,
     )
 
     downloaded = 0
@@ -51,11 +55,7 @@ def _fetch(
 
     try:
         downloaded += self.cloud.pull(
-            used,
-            jobs,
-            remote=remote,
-            show_checksums=show_checksums,
-            run_cache=run_cache,
+            used, jobs, remote=remote, show_checksums=show_checksums,
         )
     except NoRemoteError:
         if not used.external and used["local"]:
diff --git a/dvc/repo/push.py b/dvc/repo/push.py
index b98714338b..81e07ce6ac 100644
--- a/dvc/repo/push.py
+++ b/dvc/repo/push.py
@@ -14,6 +14,8 @@ def push(
     all_commits=False,
     run_cache=False,
 ):
+    used_run_cache = self.stage_cache.push(remote) if run_cache else []
+
     used = self.used_cache(
         targets,
         all_branches=all_branches,
@@ -24,6 +26,7 @@ def push(
         remote=remote,
         jobs=jobs,
         recursive=recursive,
+        used_run_cache=used_run_cache,
     )
 
-    return self.cloud.push(used, jobs, remote=remote, run_cache=run_cache)
+    return self.cloud.push(used, jobs, remote=remote)
diff --git a/dvc/stage/cache.py b/dvc/stage/cache.py
index af6528f51f..c383d8725e 100644
--- a/dvc/stage/cache.py
+++ b/dvc/stage/cache.py
@@ -106,9 +106,11 @@ def restore(self, stage):
 
     @staticmethod
     def _transfer(func, from_remote, to_remote):
+        ret = []
+
         runs = from_remote.path_info / "runs"
         if not from_remote.exists(runs):
-            return
+            return []
 
         for src in from_remote.walk_files(runs):
             rel = src.relative_to(from_remote.path_info)
@@ -118,9 +120,36 @@ def _transfer(func, from_remote, to_remote):
             if to_remote.exists(key) and first(to_remote.walk_files(key)):
                 continue
             func(src, dst)
+            ret.append((src.parent.name, src.name))
+
+        return ret
 
     def push(self, remote):
+        remote = self.repo.cloud.get_remote(remote)
         return self._transfer(remote.upload, self.repo.cache.local, remote)
 
     def pull(self, remote):
+        remote = self.repo.cloud.get_remote(remote)
         return self._transfer(remote.download, remote, self.repo.cache.local)
+
+    def get_used_cache(self, used_run_cache, *args, **kwargs):
+        from dvc.cache import NamedCache
+        from dvc.stage import create_stage, PipelineStage
+
+        cache = NamedCache()
+
+        for key, value in used_run_cache:
+            entry = self._load_cache(key, value)
+            if not entry:
+                continue
+            stage = create_stage(
+                PipelineStage,
+                repo=self.repo,
+                path="dvc.yaml",
+                cmd=entry["cmd"],
+                deps=[dep["path"] for dep in entry["deps"]],
+                outs=[out["path"] for out in entry["outs"]],
+            )
+            StageLoader.fill_from_lock(stage, entry)
+            cache.update(stage.get_used_cache(*args, **kwargs))
+        return cache