diff --git a/metadata-ingestion/src/datahub/ingestion/source/gc/dataprocess_cleanup.py b/metadata-ingestion/src/datahub/ingestion/source/gc/dataprocess_cleanup.py
index 3e51b7da9e8be..8aacf13cdb00f 100644
--- a/metadata-ingestion/src/datahub/ingestion/source/gc/dataprocess_cleanup.py
+++ b/metadata-ingestion/src/datahub/ingestion/source/gc/dataprocess_cleanup.py
@@ -207,6 +207,9 @@ def fetch_dpis(self, job_urn: str, batch_size: int) -> List[dict]:
         assert self.ctx.graph
         dpis = []
         start = 0
+        # This graphql endpoint doesn't support scrolling and therefore after 10k DPIs it causes performance issues on ES
+        # Therefore, we are limiting the max DPIs to 9000
+        max_item = 9000
         while True:
             try:
                 job_query_result = self.ctx.graph.execute_graphql(
@@ -226,10 +229,12 @@ def fetch_dpis(self, job_urn: str, batch_size: int) -> List[dict]:
                 runs = runs_data.get("runs")
                 dpis.extend(runs)
                 start += batch_size
-                if len(runs) < batch_size:
+                if len(runs) < batch_size or start >= max_item:
                     break
             except Exception as e:
-                logger.error(f"Exception while fetching DPIs for job {job_urn}: {e}")
+                self.report.failure(
+                    f"Exception while fetching DPIs for job {job_urn}:", exc=e
+                )
                 break
         return dpis
 
@@ -254,8 +259,9 @@ def keep_last_n_dpi(
                     deleted_count_last_n += 1
                     futures[future]["deleted"] = True
                 except Exception as e:
-                    logger.error(f"Exception while deleting DPI: {e}")
-
+                    self.report.report_failure(
+                        f"Exception while deleting DPI: {e}", exc=e
+                    )
             if deleted_count_last_n % self.config.batch_size == 0:
                 logger.info(f"Deleted {deleted_count_last_n} DPIs from {job.urn}")
                 if self.config.delay:
@@ -289,7 +295,7 @@ def delete_dpi_from_datajobs(self, job: DataJobEntity) -> None:
         dpis = self.fetch_dpis(job.urn, self.config.batch_size)
         dpis.sort(
             key=lambda x: x["created"]["time"]
-            if "created" in x and "time" in x["created"]
+            if x.get("created") and x["created"].get("time")
             else 0,
             reverse=True,
         )
@@ -325,8 +331,8 @@ def remove_old_dpis(
                 continue
 
             if (
-                "created" not in dpi
-                or "time" not in dpi["created"]
+                not dpi.get("created")
+                or not dpi["created"].get("time")
                 or dpi["created"]["time"] < retention_time * 1000
             ):
                 future = executor.submit(
@@ -340,7 +346,7 @@ def remove_old_dpis(
                 deleted_count_retention += 1
                 futures[future]["deleted"] = True
             except Exception as e:
-                logger.error(f"Exception while deleting DPI: {e}")
+                self.report.report_failure(f"Exception while deleting DPI: {e}", exc=e)
 
             if deleted_count_retention % self.config.batch_size == 0:
                 logger.info(
@@ -351,9 +357,12 @@ def remove_old_dpis(
                     logger.info(f"Sleeping for {self.config.delay} seconds")
                     time.sleep(self.config.delay)
 
-        logger.info(
-            f"Deleted {deleted_count_retention} DPIs from {job.urn} due to retention"
-        )
+        if deleted_count_retention > 0:
+            logger.info(
+                f"Deleted {deleted_count_retention} DPIs from {job.urn} due to retention"
+            )
+        else:
+            logger.debug(f"No DPIs to delete from {job.urn} due to retention")
 
     def get_data_flows(self) -> Iterable[DataFlowEntity]:
         assert self.ctx.graph
diff --git a/metadata-ingestion/tests/unit/test_gc.py b/metadata-ingestion/tests/unit/test_gc.py
index 5429c85dd608d..8f00d5e064db8 100644
--- a/metadata-ingestion/tests/unit/test_gc.py
+++ b/metadata-ingestion/tests/unit/test_gc.py
@@ -84,6 +84,54 @@ def test_delete_dpi_from_datajobs_without_dpi_created_time(self, mock_fetch_dpis
         self.cleanup.delete_dpi_from_datajobs(job)
         self.assertEqual(10, self.report.num_aspects_removed)
 
+    @patch(
+        "datahub.ingestion.source.gc.dataprocess_cleanup.DataProcessCleanup.fetch_dpis"
+    )
+    def test_delete_dpi_from_datajobs_without_dpi_null_created_time(
+        self, mock_fetch_dpis
+    ):
+        job = DataJobEntity(
+            urn="urn:li:dataJob:1",
+            flow_urn="urn:li:dataFlow:1",
+            lastIngested=int(datetime.now(timezone.utc).timestamp()),
+            jobId="job1",
+            dataPlatformInstance="urn:li:dataPlatformInstance:1",
+            total_runs=10,
+        )
+        mock_fetch_dpis.return_value = [
+            {"urn": f"urn:li:dataprocessInstance:{i}"} for i in range(10)
+        ] + [
+            {
+                "urn": "urn:li:dataprocessInstance:11",
+                "created": {"time": None},
+            }
+        ]
+        self.cleanup.delete_dpi_from_datajobs(job)
+        self.assertEqual(11, self.report.num_aspects_removed)
+
+    @patch(
+        "datahub.ingestion.source.gc.dataprocess_cleanup.DataProcessCleanup.fetch_dpis"
+    )
+    def test_delete_dpi_from_datajobs_without_dpi_without_time(self, mock_fetch_dpis):
+        job = DataJobEntity(
+            urn="urn:li:dataJob:1",
+            flow_urn="urn:li:dataFlow:1",
+            lastIngested=int(datetime.now(timezone.utc).timestamp()),
+            jobId="job1",
+            dataPlatformInstance="urn:li:dataPlatformInstance:1",
+            total_runs=10,
+        )
+        mock_fetch_dpis.return_value = [
+            {"urn": f"urn:li:dataprocessInstance:{i}"} for i in range(10)
+        ] + [
+            {
+                "urn": "urn:li:dataprocessInstance:11",
+                "created": None,
+            }
+        ]
+        self.cleanup.delete_dpi_from_datajobs(job)
+        self.assertEqual(11, self.report.num_aspects_removed)
+
     def test_fetch_dpis(self):
         assert self.cleanup.ctx.graph
         self.cleanup.ctx.graph = MagicMock()