diff --git a/tests/v1/kv_connector/unit/offloading_connector/test_scheduler.py b/tests/v1/kv_connector/unit/offloading_connector/test_scheduler.py
index 0c45cba5a7d..29d206b426b 100644
--- a/tests/v1/kv_connector/unit/offloading_connector/test_scheduler.py
+++ b/tests/v1/kv_connector/unit/offloading_connector/test_scheduler.py
@@ -12,6 +12,9 @@ from tests.v1.kv_connector.unit.offloading_connector.utils import (
 )
 from tests.v1.kv_connector.unit.utils import EOS_TOKEN_ID
 from vllm.distributed.kv_events import MEDIUM_CPU, BlockRemoved, BlockStored
+from vllm.distributed.kv_transfer.kv_connector.v1.offloading.common import (
+    OffloadingConnectorMetadata,
+)
 from vllm.distributed.kv_transfer.kv_connector.v1.offloading.metrics import (
     OffloadingConnectorStats,
     _ConnectorMetricName,
@@ -109,6 +112,40 @@ def test_last_block_offloaded_at_request_finish(
     )
 
 
+@pytest.mark.parametrize("async_scheduling", [True, False])
+def test_abort_queued_request_does_not_build_store_job(
+    request_runner, async_scheduling: bool
+):
+    """Aborting a never-scheduled request must not store unallocated KV."""
+    block_size = 4
+    runner = request_runner(
+        block_size=block_size,
+        num_gpu_blocks=8,
+        async_scheduling=async_scheduling,
+    )
+
+    runner.new_request(token_ids=[0] * (block_size * 4))
+    runner.scheduler.schedule()
+
+    runner.new_request(token_ids=[1] * (block_size * 4))
+    queued_req_id = str(runner.req_id)
+    assert any(
+        request.request_id == queued_req_id for request in runner.scheduler.waiting
+    )
+
+    runner.scheduler.finish_requests(queued_req_id, RequestStatus.FINISHED_ABORTED)
+    req_status = runner.connector_scheduler._req_status[queued_req_id]
+    assert all(group_state.offload_keys for group_state in req_status.group_states)
+    assert all(not group_state.block_ids for group_state in req_status.group_states)
+
+    scheduler_output = runner.scheduler.schedule()
+
+    metadata = scheduler_output.kv_connector_metadata
+    assert isinstance(metadata, OffloadingConnectorMetadata)
+    assert all(job.req_id != queued_req_id for job in metadata.store_jobs.values())
+    assert queued_req_id not in runner.connector_scheduler._req_status
+
+
 def test_scheduler_reports_lookup_sync_delay(request_runner):
     runner = request_runner(
         block_size=4,
diff --git a/vllm/distributed/kv_transfer/kv_connector/v1/offloading/scheduler.py b/vllm/distributed/kv_transfer/kv_connector/v1/offloading/scheduler.py
index ce119e5bbe2..2e1875ae73c 100644
--- a/vllm/distributed/kv_transfer/kv_connector/v1/offloading/scheduler.py
+++ b/vllm/distributed/kv_transfer/kv_connector/v1/offloading/scheduler.py
@@ -326,9 +326,12 @@ class RequestOffloadState:
             group_state.block_ids.extend(new_blocks)
 
     def storable_chunks(
-        self, group_config: "GroupOffloadConfig", num_offloadable_tokens: int
+        self,
+        group_config: "GroupOffloadConfig",
+        group_state: RequestGroupState,
+        num_offloadable_tokens: int,
     ) -> int:
-        """Number of leading offloaded chunks eligible for store.
+        """Number of allocated leading offloaded chunks eligible for store.
 
         For eagle/MTP groups the volatile trailing chunk of the offloadable
         range is excluded while decoding: the draft-layer KV of the last
@@ -345,7 +348,10 @@ class RequestOffloadState:
         is_decoding = num_offloadable_tokens > self.req.num_prompt_tokens
         if group_config.is_eagle_group and is_decoding:
             num_chunks = max(0, num_chunks - 1)
-        return num_chunks
+        num_allocated_chunks = (
+            len(group_state.block_ids) // self.config.blocks_per_chunk
+        )
+        return min(num_chunks, num_allocated_chunks)
 
     def advance_stored_idx(self, num_offloadable_tokens: int) -> None:
         # max(): at the prefill->decode transition of a chunk-aligned prompt,
@@ -356,7 +362,7 @@ class RequestOffloadState:
         ):
             group_state.next_stored_chunk_idx = max(
                 group_state.next_stored_chunk_idx,
-                self.storable_chunks(group_config, num_offloadable_tokens),
+                self.storable_chunks(group_config, group_state, num_offloadable_tokens),
             )
 
     def update_num_hit_chunks(self, num_cached_tokens: int) -> None:
@@ -991,7 +997,7 @@ class OffloadingConnectorScheduler:
                 self.config.kv_group_configs, req_status.group_states
             ):
                 num_chunks = req_status.storable_chunks(
-                    group_config, num_offloadable_tokens
+                    group_config, group_state, num_offloadable_tokens
                 )
 
                 start_chunk_idx = group_state.next_stored_chunk_idx
@@ -1068,7 +1074,7 @@ class OffloadingConnectorScheduler:
                     group_config.sliding_window_size_in_chunks is not None
                 )
                 num_chunks = req_status.storable_chunks(
-                    group_config, num_offloadable_tokens
+                    group_config, group_state, num_offloadable_tokens
                 )
                 start_chunk_idx = group_state.next_stored_chunk_idx
                 block_ids = group_state.block_ids