diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 29f9934..13d76ab 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.13"]
+        python-version: ["3.9", "3.12", "3.13"]
     
     steps:
     - uses: actions/checkout@v4
diff --git a/pyproject.toml b/pyproject.toml
index 97245f9..bff195a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,10 +6,9 @@ authors = [
     {name = "Marek Szymutko", email = "mszymutk@redhat.com"},
 ]
 readme = "README.md"
-requires-python = ">=3.13"
+requires-python = ">=3.9"
 dependencies = [
-    "confluent-kafka>=2.12.2",
-    "pylint>=4.0.4",
+    "confluent-kafka==2.13.0",
 ]
 
 [build-system]
@@ -26,12 +25,13 @@ pythonpath = ["src"]
 
 [dependency-groups]
 dev = [
-    "coverage>=7.12.0",
+    "coverage>=7.10.7",
     "mypy>=1.18.2",
-    "pytest>=9.0.1",
+    "pylint>=3.3.9",
+    "pytest>=8.4.2",
     "pytest-asyncio>=0.24.0",
     "pytest-cov>=7.0.0",
     "ruff>=0.14.5",
-    "tox>=4.32.0",
+    "tox>=4.30.3",
     "types-confluent-kafka>=1.4.0",
 ]
diff --git a/src/retriable_kafka_client/consumer.py b/src/retriable_kafka_client/consumer.py
index 67a92bd..a21d67e 100644
--- a/src/retriable_kafka_client/consumer.py
+++ b/src/retriable_kafka_client/consumer.py
@@ -119,7 +119,15 @@ def __perform_commits(self) -> None:
         """
         committable = self.__tracking_manager.pop_committable()
         if committable:
-            self._consumer.commit(offsets=committable, asynchronous=False)
+            try:
+                self._consumer.commit(offsets=committable, asynchronous=False)
+            except KafkaException:
+                LOGGER.exception(
+                    "Temporarily failed to commit messages to partitions %s. "
+                    "This action will be retried.",
+                    committable,
+                )
+                self.__tracking_manager.reschedule_uncommittable(committable)
 
     def __on_revoke(self, _: Consumer, partitions: list[TopicPartition]) -> None:
         """
@@ -153,6 +161,23 @@ def __ack_message(self, message: Message, finished_future: Future) -> None:
         finally:
             self.__tracking_manager.schedule_commit(message)
 
+    def __graceful_shutdown(self) -> None:
+        """
+        Finish future execution, perform commits and
+        stop the Kafka consumer. This must be called from
+        the same thread that polls messages.
+        """
+        self.__tracking_manager.register_revoke()
+        try:
+            self.__perform_commits()
+        finally:
+            LOGGER.debug("Shutting down Kafka consumer...")
+            try:
+                self._consumer.close()
+            except (RuntimeError, KafkaException):
+                LOGGER.debug("Consumer already closed.")
+        LOGGER.info("Kafka consumer has been shut down gracefully.")
+
     ### Retry methods ###
 
     def __process_retried_messages_from_schedule(self) -> None:
@@ -245,8 +270,9 @@ def run(self) -> None:
                 self.__perform_commits()
             except BrokenProcessPool:
                 LOGGER.exception("Process pool got broken, stopping consumer.")
-                self.stop()
+                self.__graceful_shutdown()
                 sys.exit(1)
+        self.__graceful_shutdown()
 
     def connection_healthcheck(self) -> bool:
         """Programmatically check if we are able to read from Kafka."""
@@ -263,10 +289,3 @@ def stop(self) -> None:
         """
         LOGGER.debug("Stopping retriable consumer...")
         self.__stop_flag = True
-        self.__tracking_manager.register_revoke()
-        self.__perform_commits()
-        try:
-            LOGGER.debug("Shutting down Kafka consumer...")
-            self._consumer.close()
-        except (RuntimeError, KafkaException):  # pragma: no cover
-            LOGGER.debug("Consumer already closed.")
diff --git a/src/retriable_kafka_client/consumer_tracking.py b/src/retriable_kafka_client/consumer_tracking.py
index 15b45fe..9c8e140 100644
--- a/src/retriable_kafka_client/consumer_tracking.py
+++ b/src/retriable_kafka_client/consumer_tracking.py
@@ -69,7 +69,8 @@ class TrackingManager:
     of this cache is to hold information about offsets that cannot be committed
     yet and also about offsets that can be committed already.
 
-    It is enough to commit only the offset of the last committable messages,
+    It is enough to commit only the offset of the last committable messages
+    +1 (Kafka tracks the next offset, not the current one),
     the cluster cannot hold more information than the latest offset for each
     partition and consumer group.
 
@@ -117,7 +118,7 @@ def pop_committable(self) -> list[TopicPartition]:
                         TopicPartition(
                             topic=partition_info.topic,
                             partition=partition_info.partition,
-                            offset=max_to_commit + 1,
+                            offset=max_to_commit,
                         )
                     )
                     self.__to_commit[partition_info] = set()
@@ -137,7 +138,7 @@ def pop_committable(self) -> list[TopicPartition]:
                     TopicPartition(
                         topic=partition_info.topic,
                         partition=partition_info.partition,
-                        offset=max_to_commit + 1,
+                        offset=max_to_commit,
                     )
                 )
                 # Clean up committed
@@ -146,6 +147,20 @@ def pop_committable(self) -> list[TopicPartition]:
         self._cleanup()
         return to_commit
 
+    def reschedule_uncommittable(
+        self, failed_committable: list[TopicPartition]
+    ) -> None:
+        """
+        Add back data that could not be committed at the moment.
+        The committing of this data will be retried later.
+        Args:
+            failed_committable: list of data that failed to be committed
+        """
+        for failed in failed_committable:
+            self.__to_commit.setdefault(
+                _PartitionInfo(topic=failed.topic, partition=failed.partition), set()
+            ).add(failed.offset)
+
     def process_message(self, message: Message, future: Future[Any]) -> None:
         """
         Mark message as pending for processing.
@@ -159,9 +174,9 @@ def process_message(self, message: Message, future: Future[Any]) -> None:
         message_offset: int = message.offset()  # type: ignore[assignment]
         with self.__access_lock:
             # Mark the message as being processed
-            self.__to_process[_PartitionInfo.from_message(message)][message_offset] = (
-                future
-            )
+            self.__to_process[_PartitionInfo.from_message(message)][
+                message_offset + 1
+            ] = future
 
     def schedule_commit(self, message: Message) -> bool:
         """
@@ -175,9 +190,10 @@ def schedule_commit(self, message: Message) -> bool:
         self.__semaphore.release()
         partition_info = _PartitionInfo.from_message(message)
         message_offset: int = message.offset()  # type: ignore[assignment]
+        stored_offset = message_offset + 1
         with self.__access_lock:
-            self.__to_process[partition_info].pop(message_offset, None)
-            self.__to_commit.setdefault(partition_info, set()).add(message_offset)
+            self.__to_process[partition_info].pop(stored_offset, None)
+            self.__to_commit.setdefault(partition_info, set()).add(stored_offset)
         self._cleanup()
         return True
 
diff --git a/tests/integration/test_rebalance.py b/tests/integration/test_rebalance.py
index f2de517..d56f671 100644
--- a/tests/integration/test_rebalance.py
+++ b/tests/integration/test_rebalance.py
@@ -1,7 +1,6 @@
 """Integration tests for Kafka consumer rebalancing during message processing"""
 
 import asyncio
-import logging
 from typing import Any
 
 import pytest
@@ -16,13 +15,11 @@
 async def test_rebalance_mid_processing_exactly_once(
     kafka_config: dict[str, Any],
     admin_client: AdminClient,
-    caplog: pytest.LogCaptureFixture,
 ) -> None:
     """
     Test that when a rebalance occurs mid-processing (by adding a new consumer),
     all messages are processed at least once with no message loss.
     """
-    caplog.set_level(logging.WARNING)
     total_messages = 50
 
     config = ScaffoldConfig(
diff --git a/tests/unit/test_consumer.py b/tests/unit/test_consumer.py
index 1dfcc4c..4df54d8 100644
--- a/tests/unit/test_consumer.py
+++ b/tests/unit/test_consumer.py
@@ -140,28 +140,25 @@ def test_consumer__consumer_property_reuses_instance(
         assert mock_consumer_class.call_count == 1
 
 
-def test_consumer_stop(
+def test_consumer__graceful_shutdown(
     base_consumer: BaseConsumer,
 ) -> None:
     """Test that stop method sets flag, drains cache, and attempts to close consumer."""
     mock_consumer = base_consumer._consumer
     mock_consumer.close = MagicMock()
     mock_consumer.commit = MagicMock()
-    # Mock the executor.map to avoid actually calling it
-    base_consumer._executor.map = MagicMock()
+    base_consumer._executor = MagicMock()
 
     # Pre-fill the tracking manager
     partition_info = PartitionInfo("test-topic", 0)
     tracking_manager = base_consumer._BaseConsumer__tracking_manager
     tracking_manager._TrackingManager__to_commit[partition_info].update({100, 101, 102})
 
-    assert base_consumer._BaseConsumer__stop_flag is False
     # Verify cache has data
     assert len(tracking_manager._TrackingManager__to_commit[partition_info]) == 3
 
-    base_consumer.stop()
+    base_consumer._BaseConsumer__graceful_shutdown()
 
-    assert base_consumer._BaseConsumer__stop_flag is True
     # Verify cache was drained - to_commit should be empty after commits
     assert (
         len(tracking_manager._TrackingManager__to_commit.get(partition_info, set()))
@@ -264,6 +261,16 @@ def poll_side_effect(*_, **__):
             "Consumer error: I stubbed my toe when fetching messages" in caplog.messages
         )
 
+@patch("retriable_kafka_client.consumer.TrackingManager", MagicMock())
+def test_consumer__graceful_shutdown_closed(
+    base_consumer: BaseConsumer, caplog: pytest.LogCaptureFixture
+) -> None:
+    caplog.set_level("DEBUG")
+    mock_consumer = base_consumer._consumer
+    mock_consumer.close = MagicMock(side_effect=KafkaException())
+    with patch.object(BaseConsumer, "_BaseConsumer__perform_commits"):
+        base_consumer._BaseConsumer__graceful_shutdown()
+        assert "Consumer already closed." in caplog.messages
 
 def test_consumer_run_handles_broken_process_pool(
     base_consumer: BaseConsumer,
@@ -271,31 +278,27 @@ def test_consumer_run_handles_broken_process_pool(
 ) -> None:
     """Test that BrokenProcessPool exception is handled and consumer stops."""
     caplog.set_level(logging.ERROR)
-
-    mock_consumer = base_consumer._consumer
-    mock_consumer.poll.side_effect = BrokenProcessPool("Pool broken")
-    mock_consumer.subscribe = MagicMock()
-
-    with patch("sys.exit") as mock_exit:
-        base_consumer.run()
-        mock_exit.assert_called_once_with(1)
-        assert base_consumer._BaseConsumer__stop_flag is True
-        assert any("Process pool got broken" in msg for msg in caplog.messages)
+    with patch.object(
+        BaseConsumer, "_BaseConsumer__process_retried_messages_from_schedule"
+    ) as mock_reprocess:
+        mock_reprocess.side_effect = BrokenProcessPool()
+        with pytest.raises(SystemExit):
+            base_consumer.run()
 
 
 @pytest.mark.parametrize(
     "to_process_offsets,to_commit_offsets,should_commit,expected_offset",
     [
-        pytest.param(set(), {100, 101}, True, 102, id="no_processing_can_commit"),
+        pytest.param(set(), {100, 101}, True, 101, id="no_processing_can_commit"),
         pytest.param(
             {50}, {100, 101}, False, None, id="older_processing_blocks_newer_commits"
         ),
         pytest.param(
             {100}, {100, 101}, False, None, id="processing_same_offset_blocks_commit"
         ),
-        pytest.param({70}, {50, 60}, True, 61, id="partial_commit_below_processing"),
+        pytest.param({70}, {50, 60}, True, 60, id="partial_commit_below_processing"),
         pytest.param(
-            {100}, {50, 60}, True, 61, id="commit_older_while_processing_newer"
+            {100}, {50, 60}, True, 60, id="commit_older_while_processing_newer"
         ),
         pytest.param(set(), set(), False, None, id="empty_queues_nothing_to_commit"),
     ],
@@ -334,10 +337,21 @@ def test_perform_commits_logic(
         mock_consumer.commit.assert_not_called()
 
 
+def test_perform_commits_failed(base_consumer: BaseConsumer) -> None:
+    mock_consumer = base_consumer._consumer
+    mock_consumer.commit = MagicMock(side_effect=KafkaException())
+
+    partition_info = PartitionInfo("test-topic", 0)
+    tracking_manager = base_consumer._BaseConsumer__tracking_manager
+    tracking_manager._TrackingManager__to_commit[partition_info] = {1}
+    base_consumer._BaseConsumer__perform_commits()
+    assert tracking_manager._TrackingManager__to_commit[partition_info] == {1}
+
+
 @pytest.mark.parametrize(
     "to_commit_offsets,expected_offset",
     [
-        pytest.param({100, 101, 102}, 103, id="cache_filled_commits_offsets"),
+        pytest.param({100, 101, 102}, 102, id="cache_filled_commits_offsets"),
         pytest.param(set(), None, id="cache_empty_no_commit"),
     ],
 )
@@ -551,3 +565,9 @@ def test_consumer_validation_invalid_configs(
         AssertionError, match="Cannot consume twice from the same topic"
     ):
         BaseConsumer(config=config, executor=executor, max_concurrency=2)
+
+
+def test_consumer_stop(base_consumer: BaseConsumer) -> None:
+    assert base_consumer._BaseConsumer__stop_flag is False
+    base_consumer.stop()
+    assert base_consumer._BaseConsumer__stop_flag is True
diff --git a/tests/unit/test_consumer_tracking.py b/tests/unit/test_consumer_tracking.py
index b3b5d2f..5adc69c 100644
--- a/tests/unit/test_consumer_tracking.py
+++ b/tests/unit/test_consumer_tracking.py
@@ -50,7 +50,7 @@ def test_partition_info_round_trip() -> None:
         ),
         pytest.param(
             [{"partition": 0, "to_commit": {100, 101, 102}, "to_process": set()}],
-            [(0, 103)],
+            [(0, 102)],
             {0: set()},
             id="no_pending_to_process_commit_all_and_cleanup",
         ),
@@ -62,7 +62,7 @@ def test_partition_info_round_trip() -> None:
         ),
         pytest.param(
             [{"partition": 0, "to_commit": {50, 60, 100, 101}, "to_process": {70}}],
-            [(0, 61)],
+            [(0, 60)],
             {0: {100, 101}},
             id="some_offsets_lt_min_pending_partial_commit",
         ),
@@ -73,7 +73,7 @@ def test_partition_info_round_trip() -> None:
                 {"partition": 2, "to_commit": {30, 31, 40, 41}, "to_process": {35}},
                 {"partition": 3, "to_commit": {50, 51}, "to_process": {45}},
             ],
-            [(0, 13), (2, 32)],
+            [(0, 12), (2, 31)],
             {0: set(), 1: set(), 2: {40, 41}, 3: {50, 51}},
             id="multiple_partitions_different_states",
         ),
@@ -85,7 +85,7 @@ def test_partition_info_round_trip() -> None:
                     "to_process": {25, 35, 45},
                 }
             ],
-            [(0, 21)],
+            [(0, 20)],
             {0: {30, 40}},
             id="multiple_pending_to_process_use_minimum",
         ),
@@ -158,8 +158,8 @@ def test_offset_cache_schedule_commit_success(
 
     # Verify it's in to_process
     partition_info = PartitionInfo("test-topic", 0)
-    assert 42 in cache._TrackingManager__to_process[partition_info]
-    assert 42 not in cache._TrackingManager__to_commit.get(partition_info, set())
+    assert 43 in cache._TrackingManager__to_process[partition_info]
+    assert 43 not in cache._TrackingManager__to_commit.get(partition_info, set())
 
     # Now schedule it for commit
     result = cache.schedule_commit(mock_message)
@@ -168,8 +168,8 @@ def test_offset_cache_schedule_commit_success(
     assert result is True
 
     # Verify it moved from to_process to to_commit
-    assert 42 not in cache._TrackingManager__to_process[partition_info]
-    assert 42 in cache._TrackingManager__to_commit[partition_info]
+    assert 43 not in cache._TrackingManager__to_process[partition_info]
+    assert 43 in cache._TrackingManager__to_commit[partition_info]
 
     # No warning should be logged
     assert len(caplog.records) == 0
@@ -200,7 +200,7 @@ def test_offset_cache_schedule_commit_without_prior_processing(
 
     # Verify offset was added to to_commit (new behavior)
     partition_info = PartitionInfo("test-topic", 0)
-    assert 42 in cache._TrackingManager__to_commit.get(partition_info, set())
+    assert 43 in cache._TrackingManager__to_commit.get(partition_info, set())
 
     # No warning is logged in the new implementation
     assert len(caplog.records) == 0
@@ -420,7 +420,7 @@ def test_offset_cache_schedule_commit_offset_not_in_partition(
     assert len(caplog.records) == 0
 
     # The offset IS added to to_commit (new behavior)
-    assert 42 in cache._TrackingManager__to_commit.get(partition_info, set())
+    assert 43 in cache._TrackingManager__to_commit.get(partition_info, set())
 
     # Verify original offsets remain in to_process (42 wasn't there to remove)
     assert set(cache._TrackingManager__to_process[partition_info].keys()) == {
diff --git a/uv.lock b/uv.lock
index 19bc2cc..20be67a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,23 +1,78 @@
 version = 1
 revision = 3
-requires-python = ">=3.13"
+requires-python = ">=3.9"
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version == '3.10.*'",
+    "python_full_version < '3.10'",
+]
+
+[[package]]
+name = "astroid"
+version = "3.3.11"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.10'",
+]
+dependencies = [
+    { name = "typing-extensions", marker = "python_full_version < '3.10'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/18/74/dfb75f9ccd592bbedb175d4a32fc643cf569d7c218508bfbd6ea7ef9c091/astroid-3.3.11.tar.gz", hash = "sha256:1e5a5011af2920c7c67a53f65d536d65bfa7116feeaf2354d8b94f29573bb0ce", size = 400439, upload-time = "2025-07-13T18:04:23.177Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/af/0f/3b8fdc946b4d9cc8cc1e8af42c4e409468c84441b933d037e101b3d72d86/astroid-3.3.11-py3-none-any.whl", hash = "sha256:54c760ae8322ece1abd213057c4b5bba7c49818853fc901ef09719a60dbf9dec", size = 275612, upload-time = "2025-07-13T18:04:21.07Z" },
+]
 
 [[package]]
 name = "astroid"
-version = "4.0.2"
+version = "4.0.4"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version == '3.10.*'",
+]
+dependencies = [
+    { name = "typing-extensions", marker = "python_full_version == '3.10.*'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/07/63/0adf26577da5eff6eb7a177876c1cfa213856be9926a000f65c4add9692b/astroid-4.0.4.tar.gz", hash = "sha256:986fed8bcf79fb82c78b18a53352a0b287a73817d6dbcfba3162da36667c49a0", size = 406358, upload-time = "2026-02-07T23:35:07.509Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b0/cf/1c5f42b110e57bc5502eb80dbc3b03d256926062519224835ef08134f1f9/astroid-4.0.4-py3-none-any.whl", hash = "sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753", size = 276445, upload-time = "2026-02-07T23:35:05.344Z" },
+]
+
+[[package]]
+name = "backports-asyncio-runner"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/8e/ff/70dca7d7cb1cbc0edb2c6cc0c38b65cba36cccc491eca64cabd5fe7f8670/backports_asyncio_runner-1.2.0.tar.gz", hash = "sha256:a5aa7b2b7d8f8bfcaa2b57313f70792df84e32a2a746f585213373f900b42162", size = 69893, upload-time = "2025-07-02T02:27:15.685Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a0/59/76ab57e3fe74484f48a53f8e337171b4a2349e506eabe136d7e01d059086/backports_asyncio_runner-1.2.0-py3-none-any.whl", hash = "sha256:0da0a936a8aeb554eccb426dc55af3ba63bcdc69fa1a600b5bb305413a4477b5", size = 12313, upload-time = "2025-07-02T02:27:14.263Z" },
+]
+
+[[package]]
+name = "cachetools"
+version = "6.2.6"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b7/22/97df040e15d964e592d3a180598ace67e91b7c559d8298bdb3c949dc6e42/astroid-4.0.2.tar.gz", hash = "sha256:ac8fb7ca1c08eb9afec91ccc23edbd8ac73bb22cbdd7da1d488d9fb8d6579070", size = 405714, upload-time = "2025-11-09T21:21:18.373Z" }
+resolution-markers = [
+    "python_full_version < '3.10'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/39/91/d9ae9a66b01102a18cd16db0cf4cd54187ffe10f0865cc80071a4104fbb3/cachetools-6.2.6.tar.gz", hash = "sha256:16c33e1f276b9a9c0b49ab5782d901e3ad3de0dd6da9bf9bcd29ac5672f2f9e6", size = 32363, upload-time = "2026-01-27T20:32:59.956Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/90/45/f458fa2c388e79dd9d8b9b0c99f1d31b568f27388f2fdba7bb66bbc0c6ed/cachetools-6.2.6-py3-none-any.whl", hash = "sha256:8c9717235b3c651603fff0076db52d6acbfd1b338b8ed50256092f7ce9c85bda", size = 11668, upload-time = "2026-01-27T20:32:58.527Z" },
 ]
 
 [[package]]
 name = "cachetools"
-version = "6.2.2"
+version = "7.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/fb/44/ca1675be2a83aeee1886ab745b28cda92093066590233cc501890eb8417a/cachetools-6.2.2.tar.gz", hash = "sha256:8e6d266b25e539df852251cfd6f990b4bc3a141db73b939058d809ebd2590fc6", size = 31571, upload-time = "2025-11-13T17:42:51.465Z" }
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