diff --git a/src/fmu/ensemble/ensemble.py b/src/fmu/ensemble/ensemble.py
index 15cfe303..c56c2814 100644
--- a/src/fmu/ensemble/ensemble.py
+++ b/src/fmu/ensemble/ensemble.py
@@ -1567,20 +1567,41 @@ def get_smry(
                     end_date=end_date,
                     include_restart=include_restart,
                 )
-        dflist = []
-        # TODO: Concurrent code
-        for index, realization in self.realizations.items():
-            dframe = realization.get_smry(
-                time_index=time_index,
-                column_keys=column_keys,
-                cache_eclsum=cache_eclsum,
-                include_restart=include_restart,
-            )
-            dframe.insert(0, "REAL", index)
-            dframe.index.name = "DATE"
-            dflist.append(dframe)
-        if dflist:
-            return pd.concat(dflist, sort=False).reset_index()
+        dframes = []
+        if use_concurrent():
+            with ProcessPoolExecutor() as executor:
+                real_indices = self.realizations.keys()
+                futures_dframes = [
+                    executor.submit(
+                        realization.get_smry,
+                        time_index=time_index,
+                        column_keys=column_keys,
+                        cache_eclsum=cache_eclsum,
+                        include_restart=include_restart,
+                    )
+                    for realization in self.realizations.values()
+                ]
+                # Reassemble a list of dataframes from the pickled results
+                # of the ProcessPool:
+                for realidx, dframe in zip(
+                    real_indices, [x.result() for x in futures_dframes]
+                ):
+                    dframes.append(dframe.assign(REAL=realidx).rename_axis("DATE"))
+        else:
+            # Sequential version:
+            for realidx, realization in self.realizations.items():
+                dframes.append(
+                    realization.get_smry(
+                        time_index=time_index,
+                        column_keys=column_keys,
+                        cache_eclsum=cache_eclsum,
+                        include_restart=include_restart,
+                    )
+                    .assign(REAL=realidx)
+                    .rename_axis("DATE")
+                )
+        if dframes:
+            return pd.concat(dframes, sort=False).reset_index()
         return pd.DataFrame()
 
     def get_eclgrid(self, props, report=0, agg="mean", active_only=False):
diff --git a/tests/test_ensemble.py b/tests/test_ensemble.py
index 06c62349..a55039f8 100644
--- a/tests/test_ensemble.py
+++ b/tests/test_ensemble.py
@@ -311,8 +311,13 @@ def test_noautodiscovery():
     )
     # Default ensemble construction will include auto-discovery, check
     # that we got that:
-    assert not reekensemble.get_smry(column_keys="FOPT").empty
+    assert not reekensemble.load_smry(column_keys="FOPT").empty
     assert "UNSMRY" in reekensemble.files["FILETYPE"].values
+    # (beware that get_smry() behaves differently depending
+    # on whether it is run concurrently or not, sequential
+    # running of get_smry will lead to UNSMRY being discovered,
+    # while in concurrent mode the realization object where it
+    # is discovered is thrown away)
 
     # Now try again, with no autodiscovery
     reekensemble = ScratchEnsemble(
@@ -776,8 +781,9 @@ def test_ertrunpathfile():
 
     # Run once more to test runpathfilter:
     ens = ScratchEnsemble(
-        "filtensfromrunpath", runpathfile=testdir + "/data/ert-runpath-file",
-        runpathfilter="realization-3"
+        "filtensfromrunpath",
+        runpathfile=testdir + "/data/ert-runpath-file",
+        runpathfilter="realization-3",
     )
     assert len(ens) == 1
     assert ens[3].index == 3
diff --git a/tests/test_ensembleset.py b/tests/test_ensembleset.py
index 6b6b4e46..2ab83bbb 100644
--- a/tests/test_ensembleset.py
+++ b/tests/test_ensembleset.py
@@ -51,6 +51,7 @@ def symlink_iter(origensdir, newitername):
                 fullpathrealizationdir + "/iter-0", realizationdir + "/" + newitername
             )
 
+
 def rms_vol2df(kwargs):
     """Callback function to be sent to ensemble objects"""
     fullpath = os.path.join(kwargs["realization"].runpath(), kwargs["filename"])
@@ -59,6 +60,7 @@ def rms_vol2df(kwargs):
         return volumetrics.rmsvolumetrics_txt2df(fullpath)
     return pd.DataFrame()
 
+
 def test_ensembleset_reek001(tmpdir):
     """Test import of a stripped 5 realization ensemble,
     manually doubled to two identical ensembles
diff --git a/tests/test_realization.py b/tests/test_realization.py
index d18ee089..ffdf0f34 100644
--- a/tests/test_realization.py
+++ b/tests/test_realization.py
@@ -1183,7 +1183,7 @@ def test_get_df_merge():
 
     # Merge something that is not mergeable
     real.data["randtable"] = pd.DataFrame(
-        columns=["BARF", "ARBF"], data=[[1, 3], [2, 4],]
+        columns=["BARF", "ARBF"], data=[[1, 3], [2, 4]]
     )
     with pytest.raises(TypeError):
         # pylint: disable=pointless-statement