diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index d3aed78..cd9f740 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -26,17 +26,33 @@ jobs:
       fail-fast: false
       matrix:
         python-version:
+          - '3.13'
           - '3.12'
           - '3.11'
           - '3.10'
           - '3.9'
         airflow-version:
+          - '3.1'
           - '3.0'
           - '2.10'
-          - '2.9'
         dbt-version:
-          - '1.10.9'
-          - '1.9.9'
+          - '1.10.13'
+          - '1.9.10'
+        exclude:
+          # Airflow added 3.13 support in >=3.1
+          - airflow-version: '3.0'
+            python-version: '3.13'
+
+          - airflow-version: '2.10'
+            python-version: '3.13'
+
+          # Airflow dropped support for Python 3.9 in >=3.1
+          - airflow-version: '3.1'
+            python-version: '3.9'
+
+          # Dbt added 3.13 support in >=1.10
+          - dbt-version: '1.9.10'
+            python-version: '3.13'
 
     runs-on: ubuntu-latest
     steps:
@@ -83,7 +99,7 @@ jobs:
 
       - name: Install Airflow & dbt
         run: |
-          uv add "apache-airflow~=${{ matrix.airflow-version }}.0" \
+          uv add "apache-airflow~=${{ matrix.airflow-version }}.0; python_version>='${{ matrix.python-version }}'" \
                  "dbt-core~=${{ matrix.dbt-version }}"
           uv sync --all-extras --dev
           uv run airflow db migrate
diff --git a/.github/workflows/pypi_deploy.yaml b/.github/workflows/pypi_deploy.yaml
index b97a442..0f745f6 100644
--- a/.github/workflows/pypi_deploy.yaml
+++ b/.github/workflows/pypi_deploy.yaml
@@ -10,13 +10,13 @@ jobs:
       - uses: actions/checkout@v4.2.2
       - uses: actions/setup-python@v5.4.0
         with:
-          python-version: '3.12'
+          python-version: '3.13'
 
       - name: Install uv and set the python version
         uses: astral-sh/setup-uv@v5
         with:
           version: 0.7.2
-          python-version: 3.12
+          python-version: 3.13
 
       - name: Install airflow-dbt-python with uv
         run: uv sync --no-dev
diff --git a/airflow_dbt_python/hooks/fs/local.py b/airflow_dbt_python/hooks/fs/local.py
index 9f4ec7c..c5c334a 100644
--- a/airflow_dbt_python/hooks/fs/local.py
+++ b/airflow_dbt_python/hooks/fs/local.py
@@ -10,7 +10,12 @@
 from pathlib import Path
 from typing import Optional
 
-from airflow.hooks.filesystem import FSHook
+from airflow_dbt_python.utils.version import AIRFLOW_V_3_0_PLUS
+
+if AIRFLOW_V_3_0_PLUS:
+    from airflow.providers.standard.hooks.filesystem import FSHook
+else:
+    from airflow.hooks.filesystem import FSHook
 
 from airflow_dbt_python.hooks.fs import DbtFSHook
 from airflow_dbt_python.utils.url import URL
diff --git a/airflow_dbt_python/hooks/target.py b/airflow_dbt_python/hooks/target.py
index 0a8d581..4fe34a0 100644
--- a/airflow_dbt_python/hooks/target.py
+++ b/airflow_dbt_python/hooks/target.py
@@ -24,7 +24,13 @@
     Union,
 )
 
-from airflow.hooks.base import BaseHook
+from airflow_dbt_python.utils.version import AIRFLOW_V_3_1_PLUS
+
+if AIRFLOW_V_3_1_PLUS:
+    from airflow.sdk.bases.hook import BaseHook
+else:
+    from airflow.hooks.base import BaseHook
+
 from airflow.models.connection import Connection
 
 
diff --git a/airflow_dbt_python/operators/dbt.py b/airflow_dbt_python/operators/dbt.py
index 6d8f8e2..6edb3d0 100644
--- a/airflow_dbt_python/operators/dbt.py
+++ b/airflow_dbt_python/operators/dbt.py
@@ -10,10 +10,15 @@
 from typing import TYPE_CHECKING, Any, Dict, Optional, Union
 
 from airflow.exceptions import AirflowException
-from airflow.models.baseoperator import BaseOperator
 from airflow.models.xcom import XCOM_RETURN_KEY
 
 from airflow_dbt_python.utils.enums import LogFormat
+from airflow_dbt_python.utils.version import AIRFLOW_V_3_1_PLUS
+
+if AIRFLOW_V_3_1_PLUS:
+    from airflow.sdk import BaseOperator
+else:
+    from airflow.models import BaseOperator
 
 if TYPE_CHECKING:
     from dbt.contracts.results import RunResult
diff --git a/airflow_dbt_python/utils/version.py b/airflow_dbt_python/utils/version.py
index 0744dbc..1fd0412 100644
--- a/airflow_dbt_python/utils/version.py
+++ b/airflow_dbt_python/utils/version.py
@@ -28,3 +28,15 @@
 
 DBT_INSTALLED_1_8 = DBT_1_8 < installed < DBT_1_9
 DBT_INSTALLED_1_9 = DBT_1_9 < installed < DBT_2_0
+
+
+def _get_base_airflow_version_tuple() -> tuple[int, int, int]:
+    from airflow import __version__
+    from packaging.version import Version
+
+    airflow_version = Version(__version__)
+    return airflow_version.major, airflow_version.minor, airflow_version.micro
+
+
+AIRFLOW_V_3_0_PLUS = _get_base_airflow_version_tuple() >= (3, 0, 0)
+AIRFLOW_V_3_1_PLUS = _get_base_airflow_version_tuple() >= (3, 1, 0)
diff --git a/examples/airflow_connection_target_dag.py b/examples/airflow_connection_target_dag.py
index 96c6790..0e5dcfb 100644
--- a/examples/airflow_connection_target_dag.py
+++ b/examples/airflow_connection_target_dag.py
@@ -4,10 +4,16 @@
 import json
 
 import pendulum
-from airflow import DAG, settings
+from airflow import settings
 from airflow.models.connection import Connection
 
 from airflow_dbt_python.operators.dbt import DbtRunOperator
+from airflow_dbt_python.utils.version import AIRFLOW_V_3_1_PLUS
+
+if AIRFLOW_V_3_1_PLUS:
+    from airflow.sdk import DAG
+else:
+    from airflow import DAG
 
 session = settings.Session()  # type: ignore
 existing = session.query(Connection).filter_by(conn_id="my_db_connection").first()
diff --git a/pyproject.toml b/pyproject.toml
index daad4e1..10f7b14 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ description = "A collection of Airflow operators, hooks, and utilities to execut
 authors = [{ name = "Tomás Farías Santana", email = "tomas@tomasfarias.dev" }]
 license = "MIT"
 readme = "README.md"
-requires-python = ">=3.9,<3.13"
+requires-python = ">=3.9,<3.14"
 classifiers = [
     "Development Status :: 5 - Production/Stable",
 
@@ -18,7 +18,9 @@ classifiers = [
 ]
 
 dependencies = [
-    "apache-airflow>=2.8",
+    "apache-airflow>=2.8,<3.1;python_version=='3.9'",
+    "apache-airflow>=2.8;python_version>='3.10'",
+    "apache-airflow~=3.1.0 ; python_full_version == '3.12.*'",
     "contextlib-chdir==1.0.2;python_version<'3.11'",
     "dbt-core>=1.8.0,<2.0.0",
 ]
diff --git a/tests/conftest.py b/tests/conftest.py
index 10cf9f4..2ab03cb 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -14,14 +14,10 @@
 
 import boto3
 import pytest
-from airflow import settings
-from airflow.models.connection import Connection
 from mockgcp.storage.client import MockClient as MockStorageClient
 from moto import mock_aws
 from pytest_postgresql.janitor import DatabaseJanitor
 
-from airflow_dbt_python.hooks.dbt import DbtHook
-
 if TYPE_CHECKING:
     from _pytest.fixtures import SubRequest
 
@@ -218,6 +214,9 @@ def airflow_conns(database):
     We create them by setting AIRFLOW_CONN_{CONN_ID} env variables. Only postgres
     connections are set for now as our testing database is postgres.
     """
+    from airflow import settings
+    from airflow.models.connection import Connection
+
     uris = (
         f"postgres://{database.user}:{database.password}@{database.host}:{database.port}/public?dbname={database.dbname}",
     )
@@ -276,6 +275,9 @@ def private_key() -> tuple[str, str]:
 @pytest.fixture
 def profile_conn_id(request: SubRequest) -> Generator[str, None, None]:
     """Create an Airflow connection by conn_id."""
+    from airflow import settings
+    from airflow.models.connection import Connection
+
     conn_id = request.param
     session = settings.Session()
     existing = session.query(Connection).filter_by(conn_id=conn_id).first()
@@ -430,6 +432,8 @@ def s3_bucket(mocked_s3_res, s3_hook):
 @pytest.fixture
 def gcp_conn_id():
     """Provide a GCS connection for testing."""
+    from airflow import settings
+    from airflow.models.connection import Connection
     from airflow.providers.google.cloud.hooks.gcs import GCSHook
 
     conn_id = GCSHook.default_conn_name
@@ -535,11 +539,19 @@ def packages_file(dbt_project_file):
 @pytest.fixture
 def hook():
     """Provide a DbtHook."""
+    from airflow_dbt_python.hooks.dbt import DbtHook
+
     return DbtHook()
 
 
 @pytest.fixture
-def pre_compile(hook, model_files, seed_files, dbt_project_file, profiles_file):
+def pre_compile(
+    hook,
+    model_files,
+    seed_files,
+    dbt_project_file,
+    profiles_file,
+):
     """Fixture to run a dbt compile task."""
     target_dir = dbt_project_file.parent / "target"
 
diff --git a/tests/dags/test_dbt_dags.py b/tests/dags/test_dbt_dags.py
index 01babe6..ea5fce3 100644
--- a/tests/dags/test_dbt_dags.py
+++ b/tests/dags/test_dbt_dags.py
@@ -10,9 +10,15 @@
 from dbt.contracts.results import RunStatus, TestStatus
 
 airflow = pytest.importorskip("airflow", minversion="2.2")
+from airflow_dbt_python.utils.version import AIRFLOW_V_3_0_PLUS
+
+if AIRFLOW_V_3_0_PLUS:
+    from airflow.sdk import DAG
+else:
+    from airflow import DAG
 
-from airflow import DAG, settings
 from airflow import __version__ as airflow_version
+from airflow import settings
 from airflow.models import DagBag, DagRun
 from airflow.models.serialized_dag import SerializedDagModel
 from airflow.utils.state import DagRunState, TaskInstanceState
@@ -25,6 +31,7 @@
     DbtSourceFreshnessOperator,
     DbtTestOperator,
 )
+from airflow_dbt_python.utils.version import AIRFLOW_V_3_1_PLUS
 
 DATA_INTERVAL_START = pendulum.datetime(2022, 1, 1, tz="UTC")
 DATA_INTERVAL_END = DATA_INTERVAL_START + dt.timedelta(hours=1)
@@ -39,7 +46,14 @@ def _create_dagrun(
     start_date: dt.datetime,
     run_type: DagRunType,
 ) -> DagRun:
-    if AIRFLOW_MAJOR_VERSION >= 3:
+    print(AIRFLOW_V_3_1_PLUS)
+    print(airflow_version)
+    if AIRFLOW_V_3_1_PLUS:
+        return parent_dag.test(
+            logical_date=logical_date,
+            run_after=dt.datetime(1970, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc),
+        )
+    elif AIRFLOW_MAJOR_VERSION >= 3:
         from airflow.utils.types import DagRunTriggeredByType  # type: ignore
 
         return parent_dag.create_dagrun(  # type: ignore
diff --git a/uv.lock b/uv.lock
index 1273cf9..0f35e03 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,8 +1,9 @@
 version = 1
-revision = 2
-requires-python = ">=3.9, <3.13"
+revision = 3
+requires-python = ">=3.9, <3.14"
 resolution-markers = [
-    "python_full_version >= '3.12'",
+    "python_full_version >= '3.13'",
+    "python_full_version == '3.12.*'",
     "python_full_version == '3.11.*'",
     "python_full_version == '3.10.*'",
     "python_full_version < '3.10'",
@@ -123,6 +124,23 @@ wheels = [
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     { url = "https://files.pythonhosted.org/packages/71/16/949225a6a2dd6efcbd855fbd90cf476052e648fb011aa538e3b15b89a57a/aiohttp-3.12.15-cp312-cp312-win32.whl", hash = "sha256:d849b0901b50f2185874b9a232f38e26b9b3d4810095a7572eacea939132d4e1", size = 423591, upload-time = "2025-07-29T05:51:15.452Z" },
     { url = "https://files.pythonhosted.org/packages/2b/d8/fa65d2a349fe938b76d309db1a56a75c4fb8cc7b17a398b698488a939903/aiohttp-3.12.15-cp312-cp312-win_amd64.whl", hash = "sha256:b390ef5f62bb508a9d67cb3bba9b8356e23b3996da7062f1a57ce1a79d2b3d34", size = 450266, upload-time = "2025-07-29T05:51:17.239Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/33/918091abcf102e39d15aba2476ad9e7bd35ddb190dcdd43a854000d3da0d/aiohttp-3.12.15-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:9f922ffd05034d439dde1c77a20461cf4a1b0831e6caa26151fe7aa8aaebc315", size = 696741, upload-time = "2025-07-29T05:51:19.021Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/2a/7495a81e39a998e400f3ecdd44a62107254803d1681d9189be5c2e4530cd/aiohttp-3.12.15-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2ee8a8ac39ce45f3e55663891d4b1d15598c157b4d494a4613e704c8b43112cd", size = 474407, upload-time = "2025-07-29T05:51:21.165Z" },
+    { url = "https://files.pythonhosted.org/packages/49/fc/a9576ab4be2dcbd0f73ee8675d16c707cfc12d5ee80ccf4015ba543480c9/aiohttp-3.12.15-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3eae49032c29d356b94eee45a3f39fdf4b0814b397638c2f718e96cfadf4c4e4", size = 466703, upload-time = "2025-07-29T05:51:22.948Z" },
+    { url = "https://files.pythonhosted.org/packages/09/2f/d4bcc8448cf536b2b54eed48f19682031ad182faa3a3fee54ebe5b156387/aiohttp-3.12.15-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b97752ff12cc12f46a9b20327104448042fce5c33a624f88c18f66f9368091c7", size = 1705532, upload-time = "2025-07-29T05:51:25.211Z" },
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+    { url = "https://files.pythonhosted.org/packages/dc/71/164d194993a8d114ee5656c3b7ae9c12ceee7040d076bf7b32fb98a8c5c6/aiohttp-3.12.15-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5fa5d9eb82ce98959fc1031c28198b431b4d9396894f385cb63f1e2f3f20ca6b", size = 1738865, upload-time = "2025-07-29T05:51:29.366Z" },
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@@ -147,7 +165,7 @@ name = "aiohttp-cors"
 version = "0.8.1"
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@@ -181,10 +199,11 @@ wheels = [
 
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+version = "3.1.0"
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@@ -268,7 +287,9 @@ docs = [
 
 [package.metadata]
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     { name = "idna" },
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