diff --git a/changelog/565.fix.md b/changelog/565.fix.md
new file mode 100644
index 000000000..7bfacfaf7
--- /dev/null
+++ b/changelog/565.fix.md
@@ -0,0 +1 @@
+Resolved pandas FutureWarnings to support both pandas 2 and 3, including fixes for DataFrame concatenation with empty or all-NA entries and null-type mismatches in parquet round-trips.
diff --git a/packages/climate-ref-core/src/climate_ref_core/constraints.py b/packages/climate-ref-core/src/climate_ref_core/constraints.py
index 9c94ccdf3..6ecf03d29 100644
--- a/packages/climate-ref-core/src/climate_ref_core/constraints.py
+++ b/packages/climate-ref-core/src/climate_ref_core/constraints.py
@@ -271,7 +271,15 @@ def apply(
             # Restore the original index so downstream concatenation is consistent
             supplementary_group.index = original_index[list(select)]
 
-        return pd.concat([group, supplementary_group])
+        if supplementary_group.empty:
+            return group
+        # Drop all-NA columns before concat as the default behaviour will change in pandas 3
+        return pd.concat(
+            [
+                group.dropna(axis="columns", how="all"),
+                supplementary_group.dropna(axis="columns", how="all"),
+            ]
+        )
 
     @classmethod
     def from_defaults(
diff --git a/packages/climate-ref-core/src/climate_ref_core/esgf/cmip7.py b/packages/climate-ref-core/src/climate_ref_core/esgf/cmip7.py
index 115ecc58f..684ae10fa 100644
--- a/packages/climate-ref-core/src/climate_ref_core/esgf/cmip7.py
+++ b/packages/climate-ref-core/src/climate_ref_core/esgf/cmip7.py
@@ -75,6 +75,7 @@ def _convert_file_to_cmip7(cmip6_path: Path, cmip7_facets: dict[str, Any]) -> Pa
 
     # Convert the file and derive the time range from the dataset
     logger.info(f"Converting to CMIP7: {cmip6_path.name}")
+
     time_coder = xr.coders.CFDatetimeCoder(use_cftime=True)
     with xr.open_dataset(cmip6_path, decode_times=time_coder) as ds:
         frequency = str(cmip7_facets.get("frequency", "mon"))
diff --git a/packages/climate-ref-esmvaltool/src/climate_ref_esmvaltool/diagnostics/base.py b/packages/climate-ref-esmvaltool/src/climate_ref_esmvaltool/diagnostics/base.py
index 2d91ae120..43e78fcf5 100644
--- a/packages/climate-ref-esmvaltool/src/climate_ref_esmvaltool/diagnostics/base.py
+++ b/packages/climate-ref-esmvaltool/src/climate_ref_esmvaltool/diagnostics/base.py
@@ -39,16 +39,16 @@ def get_cmip_source_type(
     return SourceDatasetType.CMIP6
 
 
-def mask_fillvalues(array: np.ndarray) -> np.ma.MaskedArray:  # type: ignore[type-arg]
+def mask_fillvalues(array: np.ndarray) -> np.ma.MaskedArray:
     """Convert netCDF4 fill values in an array to a mask."""
     # Workaround for https://github.com/pydata/xarray/issues/2742
     defaults = {np.dtype(k): v for k, v in netCDF4.default_fillvals.items()}
-    return np.ma.masked_equal(array, defaults[array.dtype])  # type: ignore[no-untyped-call,no-any-return]
+    return np.ma.masked_equal(array, defaults[array.dtype])
 
 
-def fillvalues_to_nan(array: np.ndarray) -> np.ndarray:  # type: ignore[type-arg]
+def fillvalues_to_nan(array: np.ndarray) -> np.ndarray:
     """Convert netCDF4 fill values in an array to NaN."""
-    return mask_fillvalues(array).filled(np.nan)  # type: ignore[no-untyped-call,no-any-return]
+    return mask_fillvalues(array).filled(np.nan)
 
 
 class ESMValToolDiagnostic(CommandLineDiagnostic):
diff --git a/packages/climate-ref-example/src/climate_ref_example/example.py b/packages/climate-ref-example/src/climate_ref_example/example.py
index 53d4fe5b0..8f978292a 100644
--- a/packages/climate-ref-example/src/climate_ref_example/example.py
+++ b/packages/climate-ref-example/src/climate_ref_example/example.py
@@ -42,6 +42,11 @@ def calculate_annual_mean_timeseries(input_files: list[Path]) -> xr.Dataset:
 
     annual_mean = xr_ds.resample(time="YS").mean()
 
+    # Drop time_bnds before weighted mean to avoid dtype=object division error
+    # (resample+mean turns datetime bounds into object arrays)
+    if "time_bnds" in annual_mean:
+        annual_mean = annual_mean.drop_vars("time_bnds")
+
     return annual_mean.weighted(xr_ds.areacella.fillna(0)).mean(dim=["lat", "lon"], keep_attrs=True)
 
 
diff --git a/packages/climate-ref-ilamb/pyproject.toml b/packages/climate-ref-ilamb/pyproject.toml
index 3971ef1fe..42cb97b81 100644
--- a/packages/climate-ref-ilamb/pyproject.toml
+++ b/packages/climate-ref-ilamb/pyproject.toml
@@ -24,7 +24,7 @@ classifiers = [
 ]
 dependencies = [
   "climate-ref-core",
-  "ilamb3>=2025.9.9",
+  "ilamb3>=2025.9.9,<2025.12",  # to be relaxed in #548
   "scipy<1.16",        # https://github.com/statsmodels/statsmodels/issues/9584
   "xarray<2025.11",    # ilamb3 incompatibility with integrate_space units handling
 ]
diff --git a/packages/climate-ref-ilamb/src/climate_ref_ilamb/standard.py b/packages/climate-ref-ilamb/src/climate_ref_ilamb/standard.py
index fcdae3da6..0a1c4ec9f 100644
--- a/packages/climate-ref-ilamb/src/climate_ref_ilamb/standard.py
+++ b/packages/climate-ref-ilamb/src/climate_ref_ilamb/standard.py
@@ -589,7 +589,8 @@ def build_execution_result(self, definition: ExecutionDefinition) -> ExecutionRe
         # output files
         series = []
         for ncfile in definition.output_directory.glob("*.nc"):
-            ds = xr.open_dataset(ncfile, use_cftime=True)
+            time_coder = xr.coders.CFDatetimeCoder(use_cftime=True)
+            ds = xr.open_dataset(ncfile, decode_times=time_coder)
             for name, da in ds.items():
                 # Only create series for 1d DataArray's with these dimensions
                 if not (da.ndim == 1 and set(da.dims).intersection(["time", "month"])):
diff --git a/packages/climate-ref/src/climate_ref/alembic.ini b/packages/climate-ref/src/climate_ref/alembic.ini
index 02caf0ed5..2a7ed3f0c 100644
--- a/packages/climate-ref/src/climate_ref/alembic.ini
+++ b/packages/climate-ref/src/climate_ref/alembic.ini
@@ -51,6 +51,7 @@ prepend_sys_path = .
 # version_path_separator = space
 # version_path_separator = newline
 version_path_separator = os  # Use os.pathsep. Default configuration used for new projects.
+path_separator=os
 
 # set to 'true' to search source files recursively
 # in each "version_locations" directory
diff --git a/packages/climate-ref/src/climate_ref/conftest_plugin.py b/packages/climate-ref/src/climate_ref/conftest_plugin.py
index adefd81bd..12e985cf9 100644
--- a/packages/climate-ref/src/climate_ref/conftest_plugin.py
+++ b/packages/climate-ref/src/climate_ref/conftest_plugin.py
@@ -251,7 +251,8 @@ def config(tmp_path: Path, monkeypatch: pytest.MonkeyPatch, request: pytest.Fixt
 def invoke_cli(monkeypatch: pytest.MonkeyPatch) -> Callable[..., Result]:
     """Invoke the REF CLI and verify exit code."""
     runner = CliRunner()
-    runner.mix_stderr = False
+    # Older versions of typer mix stderr and stdout. This option has been removed in newer versions
+    runner.mix_stderr = False  # type: ignore[attr-defined]
 
     def _invoke_cli(args: list[str], expected_exit_code: int = 0, always_log: bool = False) -> Result:
         monkeypatch.setenv("NO_COLOR", "1")
diff --git a/packages/climate-ref/tests/unit/cli/test_root.py b/packages/climate-ref/tests/unit/cli/test_root.py
index ccdca2bad..e4f98d033 100644
--- a/packages/climate-ref/tests/unit/cli/test_root.py
+++ b/packages/climate-ref/tests/unit/cli/test_root.py
@@ -15,7 +15,7 @@ def escape_ansi(line):
 
 
 def test_without_subcommand(invoke_cli):
-    result = invoke_cli([])
+    result = invoke_cli([], expected_exit_code=2)
     assert "Usage:" in result.stdout
     assert "ref [OPTIONS] COMMAND [ARGS]" in result.stdout
     assert "A CLI for the Assessment Fast Track Rapid Evaluation Framework" in result.stdout
diff --git a/packages/climate-ref/tests/unit/datasets/test_cmip7.py b/packages/climate-ref/tests/unit/datasets/test_cmip7.py
index 5cff184c6..d852c9d60 100644
--- a/packages/climate-ref/tests/unit/datasets/test_cmip7.py
+++ b/packages/climate-ref/tests/unit/datasets/test_cmip7.py
@@ -267,7 +267,8 @@ def cmip7_converted_file(self, sample_data_dir, tmp_path) -> Path:
         cmip6_file = nc_files[0]
 
         # Open and convert to CMIP7
-        with xr.open_dataset(cmip6_file, use_cftime=True) as ds:
+        time_coder = xr.coders.CFDatetimeCoder(use_cftime=True)
+        with xr.open_dataset(cmip6_file, decode_times=time_coder) as ds:
             ds_cmip7 = convert_cmip6_dataset(ds)
 
             # Create filename
diff --git a/packages/climate-ref/tests/unit/datasets/test_netcdf_utils.py b/packages/climate-ref/tests/unit/datasets/test_netcdf_utils.py
index dc30e0f60..d92aca881 100644
--- a/packages/climate-ref/tests/unit/datasets/test_netcdf_utils.py
+++ b/packages/climate-ref/tests/unit/datasets/test_netcdf_utils.py
@@ -239,7 +239,8 @@ def test_single_timestep(self, tmp_path):
 
     def test_matches_xarray_output(self, sample_nc_file):
         """Verify netCDF4+cftime produces the same time strings as xarray."""
-        with xr.open_dataset(sample_nc_file, use_cftime=True) as xr_ds:
+        time_coder = xr.coders.CFDatetimeCoder(use_cftime=True)
+        with xr.open_dataset(sample_nc_file, decode_times=time_coder) as xr_ds:
             xr_start = str(xr_ds["time"].values[0])
             xr_end = str(xr_ds["time"].values[-1])
 
@@ -259,7 +260,8 @@ def test_matches_xarray_with_noleap_calendar(self, tmp_path):
             time_var.calendar = "noleap"
             time_var[:] = [0.5, 365.5, 730.5]
 
-        with xr.open_dataset(filepath, use_cftime=True) as xr_ds:
+        time_coder = xr.coders.CFDatetimeCoder(use_cftime=True)
+        with xr.open_dataset(filepath, decode_times=time_coder) as xr_ds:
             xr_start = str(xr_ds["time"].values[0])
             xr_end = str(xr_ds["time"].values[-1])
 
diff --git a/packages/climate-ref/tests/unit/test_solve_helpers.py b/packages/climate-ref/tests/unit/test_solve_helpers.py
index c7e43532d..da2711d28 100644
--- a/packages/climate-ref/tests/unit/test_solve_helpers.py
+++ b/packages/climate-ref/tests/unit/test_solve_helpers.py
@@ -22,6 +22,20 @@
 from climate_ref_core.datasets import SourceDatasetType
 
 
+def _align_datetime_nulls(source: pd.DataFrame, target: pd.DataFrame) -> pd.DataFrame:
+    """Replace ``None`` with ``NaT`` in object columns that became datetime after parquet round-trip.
+
+    Parquet deserialises time columns as datetime64, converting ``None`` to
+    ``NaT``.  Without alignment, ``assert_frame_equal`` warns about mismatched
+    null-like values (``None`` vs ``NaT``), which becomes an error in pandas 3.
+    """
+    aligned = source.copy()
+    for col in aligned.columns:
+        if col in target.columns and target[col].dtype.kind == "M" and aligned[col].dtype == object:
+            aligned[col] = aligned[col].fillna(pd.NaT)
+    return aligned
+
+
 @pytest.fixture(scope="module")
 def cmip6_generated_catalog(sample_data_dir):
     """Module-cached CMIP6 catalog to avoid redundant find_local_datasets calls."""
@@ -72,8 +86,9 @@ def test_round_trip(self, tmp_path, cmip6_generated_catalog):
 
         assert out_path.exists()
         loaded = pd.read_parquet(out_path)
-        # Parquet may coerce time columns to datetime64, so skip dtype check
-        pd.testing.assert_frame_equal(cmip6_generated_catalog, loaded, check_dtype=False)
+        # Parquet coerces time columns (None -> NaT), so align dtypes before comparison
+        expected = _align_datetime_nulls(cmip6_generated_catalog, loaded)
+        pd.testing.assert_frame_equal(expected, loaded, check_dtype=False)
 
     def test_load_solve_catalog_missing_dir(self, tmp_path):
         result = load_solve_catalog(tmp_path / "nonexistent")
@@ -94,10 +109,10 @@ def test_load_solve_catalog_with_files(self, tmp_path, cmip6_generated_catalog):
         result = load_solve_catalog(catalog_dir)
         assert result is not None
         assert SourceDatasetType.CMIP6 in result
-        # Parquet may coerce time columns to datetime64, so skip dtype check
-        pd.testing.assert_frame_equal(
-            result[SourceDatasetType.CMIP6], cmip6_generated_catalog, check_dtype=False
-        )
+        # Parquet coerces time columns (None -> NaT), so align dtypes before comparison
+        loaded = result[SourceDatasetType.CMIP6]
+        expected = _align_datetime_nulls(cmip6_generated_catalog, loaded)
+        pd.testing.assert_frame_equal(loaded, expected, check_dtype=False)
 
 
 class TestSolveToResults:
diff --git a/pyproject.toml b/pyproject.toml
index f57b03722..078f799bc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -145,7 +145,8 @@ addopts = [
     "--ignore=packages/climate-ref-pmp/src/climate_ref_pmp/drivers",
 ]
 filterwarnings = [
-    "ignore:pkg_resources is deprecated as an API:DeprecationWarning",
+    # PytestAssertRewriteWarning: Module already imported so cannot be rewritten; celery.contrib.pytest
+    "ignore:Module already imported so cannot be rewritten:pytest.PytestAssertRewriteWarning",
     # TestCase, TestDataSpecification, TestCaseRunner, TestCaseNotFoundError, TestCasePaths are domain classes
     "ignore:cannot collect test class 'TestCase':pytest.PytestCollectionWarning",
     "ignore:cannot collect test class 'TestDataSpecification':pytest.PytestCollectionWarning",
diff --git a/uv.lock b/uv.lock
index 9e094ea41..bff55b3a2 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,8 +2,12 @@ version = 1
 revision = 3
 requires-python = ">=3.11"
 resolution-markers = [
-    "python_full_version >= '3.12'",
-    "python_full_version < '3.12'",
+    "python_full_version >= '3.14' and platform_machine == 'ARM64' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and platform_machine == 'ARM64' and sys_platform == 'win32'",
+    "python_full_version < '3.12' and platform_machine == 'ARM64' and sys_platform == 'win32'",
+    "(python_full_version >= '3.14' and platform_machine != 'ARM64') or (python_full_version >= '3.14' and sys_platform != 'win32')",
+    "(python_full_version >= '3.12' and python_full_version < '3.14' and platform_machine != 'ARM64') or (python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'win32')",
+    "(python_full_version < '3.12' and platform_machine != 'ARM64') or (python_full_version < '3.12' and sys_platform != 'win32')",
 ]
 
 [manifest]
@@ -20,29 +24,29 @@ members = [
 
 [[package]]
 name = "alembic"
-version = "1.15.2"
+version = "1.18.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "mako" },
     { name = "sqlalchemy" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/e6/57/e314c31b261d1e8a5a5f1908065b4ff98270a778ce7579bd4254477209a7/alembic-1.15.2.tar.gz", hash = "sha256:1c72391bbdeffccfe317eefba686cb9a3c078005478885413b95c3b26c57a8a7", size = 1925573, upload-time = "2025-03-28T13:52:00.443Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/94/13/8b084e0f2efb0275a1d534838844926f798bd766566b1375174e2448cd31/alembic-1.18.4.tar.gz", hash = "sha256:cb6e1fd84b6174ab8dbb2329f86d631ba9559dd78df550b57804d607672cedbc", size = 2056725, upload-time = "2026-02-10T16:00:47.195Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/41/18/d89a443ed1ab9bcda16264716f809c663866d4ca8de218aa78fd50b38ead/alembic-1.15.2-py3-none-any.whl", hash = "sha256:2e76bd916d547f6900ec4bb5a90aeac1485d2c92536923d0b138c02b126edc53", size = 231911, upload-time = "2025-03-28T13:52:02.218Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/29/6533c317b74f707ea28f8d633734dbda2119bbadfc61b2f3640ba835d0f7/alembic-1.18.4-py3-none-any.whl", hash = "sha256:a5ed4adcf6d8a4cb575f3d759f071b03cd6e5c7618eb796cb52497be25bfe19a", size = 263893, upload-time = "2026-02-10T16:00:49.997Z" },
 ]
 
 [[package]]
 name = "alembic-postgresql-enum"
-version = "1.7.0"
+version = "1.9.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "alembic" },
     { name = "sqlalchemy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f9/45/d3a66a8c7604baba5b498727539539120897fd8f931a6c89aa68ff0d7cb3/alembic_postgresql_enum-1.7.0.tar.gz", hash = "sha256:1a12a2b25f3f49440f419821888530496511573875438b6e9a08cbcb8a6f006f", size = 15637, upload-time = "2025-02-20T08:22:36.285Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cb/69/1c9b6dbcb99d2eb1b59807fb6e14717d9686bfc567b2d2740cb1d1be055f/alembic_postgresql_enum-1.9.0.tar.gz", hash = "sha256:5ce76d0fca97e7e11b56ca416aa367aaaf308ff90f3ed5d38a6f160357bebecd", size = 18444, upload-time = "2026-02-04T18:25:55.477Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7d/9a/05d3f24be838af98f52e2a961f1f78f8575091198542a2add5cff7d62ef8/alembic_postgresql_enum-1.7.0-py3-none-any.whl", hash = "sha256:2a64260f3f1ed96f1bf984f55cb838e5d915693b8478b7b6ffea13cc09184ae0", size = 23516, upload-time = "2025-02-20T08:22:34.239Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/d5/3a15fadb3468082a93c1752ad45a47a739d4fc482472d03d9ad73dc11937/alembic_postgresql_enum-1.9.0-py3-none-any.whl", hash = "sha256:308666d6f1b154ec4dd10b8599e606711bc7eff050f7fce2e77e435734da5d76", size = 27674, upload-time = "2026-02-04T18:25:53.915Z" },
 ]
 
 [[package]]
@@ -57,6 +61,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/26/99/fc813cd978842c26c82534010ea849eee9ab3a13ea2b74e95cb9c99e747b/amqp-5.3.1-py3-none-any.whl", hash = "sha256:43b3319e1b4e7d1251833a93d672b4af1e40f3d632d479b98661a95f117880a2", size = 50944, upload-time = "2024-11-12T19:55:41.782Z" },
 ]
 
+[[package]]
+name = "annotated-doc"
+version = "0.0.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288, upload-time = "2025-11-10T22:07:42.062Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303, upload-time = "2025-11-10T22:07:40.673Z" },
+]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -68,16 +81,15 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
+version = "4.12.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "idna" },
-    { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916, upload-time = "2025-03-17T00:02:52.713Z" },
+    { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
 ]
 
 [[package]]
@@ -91,66 +103,76 @@ wheels = [
 
 [[package]]
 name = "argon2-cffi"
-version = "23.1.0"
+version = "25.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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