diff --git a/packages/essreduce/src/ess/reduce/unwrap/__init__.py b/packages/essreduce/src/ess/reduce/unwrap/__init__.py
index 88df2fbb7..f95cc206e 100644
--- a/packages/essreduce/src/ess/reduce/unwrap/__init__.py
+++ b/packages/essreduce/src/ess/reduce/unwrap/__init__.py
@@ -28,6 +28,7 @@
 from .types import (
     DetectorLtotal,
     ErrorLimitedLookupTable,
+    FrameUnwrapBackend,
     LookupTable,
     LookupTableFilename,
     LookupTableRelativeErrorThreshold,
@@ -48,6 +49,7 @@
     "DiskChoppers",
     "DistanceResolution",
     "ErrorLimitedLookupTable",
+    "FrameUnwrapBackend",
     "GenericUnwrapWorkflow",
     "LookupTable",
     "LookupTableFilename",
diff --git a/packages/essreduce/src/ess/reduce/unwrap/to_wavelength.py b/packages/essreduce/src/ess/reduce/unwrap/to_wavelength.py
index a9fe9d362..57726a58c 100644
--- a/packages/essreduce/src/ess/reduce/unwrap/to_wavelength.py
+++ b/packages/essreduce/src/ess/reduce/unwrap/to_wavelength.py
@@ -7,6 +7,7 @@
 event_time_offset coordinates to data with a time-of-flight coordinate.
 """
 
+import warnings
 from collections.abc import Callable
 from dataclasses import asdict
 
@@ -16,11 +17,6 @@
 import scippnexus as snx
 from scippneutron._utils import elem_unit
 
-try:
-    from .interpolator_numba import Interpolator as InterpolatorImpl
-except ImportError:
-    from .interpolator_scipy import Interpolator as InterpolatorImpl
-
 from ..nexus.types import (
     Component,
     EmptyDetector,
@@ -37,6 +33,7 @@
 from .types import (
     DetectorLtotal,
     ErrorLimitedLookupTable,
+    FrameUnwrapBackend,
     KeepEventTimeOffset,
     LookupTable,
     LookupTableRelativeErrorThreshold,
@@ -47,6 +44,39 @@
 )
 
 
+def _get_interpolator_class(backend: FrameUnwrapBackend) -> type:
+    if backend == FrameUnwrapBackend.scipy:
+        from .interpolator_scipy import Interpolator
+
+        return Interpolator
+
+    try:
+        from numba import get_num_threads, threading_layer
+
+        # Initialize the threading layer now so we can inspect the selected backend
+        # and fall back before interpolation.
+        get_num_threads()
+        if threading_layer() in {'omp', 'tbb'}:
+            from .interpolator_numba import Interpolator
+
+            return Interpolator
+    except (ImportError, ValueError):
+        pass
+
+    warnings.warn(
+        "The 'numba' frame-unwrapping backend was requested, but Numba is "
+        "unavailable or did not select a thread-safe threading layer. Falling "
+        "back to the 'scipy' backend. This fallback is deprecated and will be "
+        "an error in a future release. Select the SciPy backend explicitly with "
+        "backend='scipy'.",
+        FutureWarning,
+        stacklevel=3,
+    )
+    from .interpolator_scipy import Interpolator
+
+    return Interpolator
+
+
 class WavelengthInterpolator:
     def __init__(
         self,
@@ -54,6 +84,7 @@ def __init__(
         distance_unit: str,
         time_unit: str,
         wavelength_unit: str = 'angstrom',
+        backend: FrameUnwrapBackend = FrameUnwrapBackend.numba,
     ):
         """
         Interpolator object that converts event_time_offset and distances to
@@ -96,7 +127,7 @@ def __init__(
 
         distances = lookup.coords["distance"].to(unit=distance_unit, copy=False)
 
-        self._interpolator = InterpolatorImpl(
+        self._interpolator = _get_interpolator_class(backend)(
             time_edges=time_coord,
             distance_edges=distances.values,
             values=(
@@ -137,7 +168,10 @@ def __call__(
 
 
 def _compute_wavelength_histogram(
-    da: sc.DataArray, lookup: LookupTable, ltotal: sc.Variable
+    da: sc.DataArray,
+    lookup: LookupTable,
+    ltotal: sc.Variable,
+    backend: FrameUnwrapBackend,
 ) -> sc.DataArray:
     # In NeXus, 'time_of_flight' is the canonical name in NXmonitor, but in some files,
     # it may be called 'tof' or 'frame_time'.
@@ -164,7 +198,10 @@ def _compute_wavelength_histogram(
 
     # Create linear interpolator
     interp = WavelengthInterpolator(
-        lookup.array, distance_unit=ltotal.unit, time_unit=eto_unit
+        lookup.array,
+        distance_unit=ltotal.unit,
+        time_unit=eto_unit,
+        backend=backend,
     )
 
     # Compute wavelengths of the bin edges using the interpolator
@@ -250,6 +287,7 @@ def _prepare_wavelength_interpolation_inputs(
     lookup: LookupTable,
     ltotal: sc.Variable,
     pulse_stride_offset: int | None,
+    backend: FrameUnwrapBackend,
 ) -> dict:
     """
     Prepare the inputs required for the wavelength interpolation.
@@ -269,13 +307,18 @@ def _prepare_wavelength_interpolation_inputs(
         When pulse-skipping, the offset of the first pulse in the stride. This is
         typically zero but can be a small integer < pulse_stride.
         If None, a guess is made.
+    backend:
+        Backend used to interpolate the wavelength lookup table.
     """
     etos = da.bins.coords["event_time_offset"].to(dtype=float, copy=False)
     eto_unit = elem_unit(etos)
 
     # Create linear interpolator
     interp = WavelengthInterpolator(
-        lookup.array, distance_unit=ltotal.unit, time_unit=eto_unit
+        lookup.array,
+        distance_unit=ltotal.unit,
+        time_unit=eto_unit,
+        backend=backend,
     )
 
     # Operate on events (broadcast distances to all events)
@@ -343,6 +386,7 @@ def _compute_wavelength_events(
     lookup: LookupTable,
     ltotal: sc.Variable,
     pulse_stride_offset: int | None,
+    backend: FrameUnwrapBackend,
     keep_event_time_offset: bool,
 ) -> sc.DataArray:
     inputs = _prepare_wavelength_interpolation_inputs(
@@ -350,6 +394,7 @@ def _compute_wavelength_events(
         lookup=lookup,
         ltotal=ltotal,
         pulse_stride_offset=pulse_stride_offset,
+        backend=backend,
     )
 
     # Compute wavelength for all neutrons using the interpolator
@@ -476,10 +521,13 @@ def _compute_wavelength_data(
     lookup: ErrorLimitedLookupTable[RunType, Component],
     ltotal: sc.Variable,
     pulse_stride_offset: int,
+    backend: FrameUnwrapBackend,
     keep_event_time_offset: bool,
 ) -> sc.DataArray:
     if da.bins is None:
-        data = _compute_wavelength_histogram(da=da, lookup=lookup, ltotal=ltotal)
+        data = _compute_wavelength_histogram(
+            da=da, lookup=lookup, ltotal=ltotal, backend=backend
+        )
         out = rebin_strictly_increasing(data, dim='wavelength')
     else:
         out = _compute_wavelength_events(
@@ -487,6 +535,7 @@ def _compute_wavelength_data(
             lookup=lookup,
             ltotal=ltotal,
             pulse_stride_offset=pulse_stride_offset,
+            backend=backend,
             keep_event_time_offset=keep_event_time_offset,
         )
     return out.assign_coords(Ltotal=ltotal)
@@ -498,6 +547,7 @@ def detector_wavelength_data(
     ltotal: DetectorLtotal[RunType],
     pulse_stride_offset: PulseStrideOffset,
     keep_event_time_offset: KeepEventTimeOffset,
+    backend: FrameUnwrapBackend = FrameUnwrapBackend.numba,
 ) -> WavelengthDetector[RunType]:
     """
     Convert the time-of-arrival (event_time_offset) data to wavelength data using a
@@ -520,6 +570,8 @@ def detector_wavelength_data(
     keep_event_time_offset:
         Whether to keep the event_time_offset coordinate after converting to
         wavelength.
+    backend:
+        Backend used to interpolate the wavelength lookup table.
     """
     return WavelengthDetector[RunType](
         _compute_wavelength_data(
@@ -527,6 +579,7 @@ def detector_wavelength_data(
             lookup=lookup,
             ltotal=ltotal,
             pulse_stride_offset=pulse_stride_offset,
+            backend=backend,
             keep_event_time_offset=keep_event_time_offset,
         )
     )
@@ -538,6 +591,7 @@ def monitor_wavelength_data(
     ltotal: MonitorLtotal[RunType, MonitorType],
     pulse_stride_offset: PulseStrideOffset,
     keep_event_time_offset: KeepEventTimeOffset,
+    backend: FrameUnwrapBackend = FrameUnwrapBackend.numba,
 ) -> WavelengthMonitor[RunType, MonitorType]:
     """
     Convert the time-of-arrival (event_time_offset) data to wavelength data using a
@@ -560,6 +614,8 @@ def monitor_wavelength_data(
     keep_event_time_offset:
         Whether to keep the event_time_offset coordinate after converting to
         wavelength.
+    backend:
+        Backend used to interpolate the wavelength lookup table.
     """
     return WavelengthMonitor[RunType, MonitorType](
         _compute_wavelength_data(
@@ -567,6 +623,7 @@ def monitor_wavelength_data(
             lookup=lookup,
             ltotal=ltotal,
             pulse_stride_offset=pulse_stride_offset,
+            backend=backend,
             keep_event_time_offset=keep_event_time_offset,
         )
     )
diff --git a/packages/essreduce/src/ess/reduce/unwrap/types.py b/packages/essreduce/src/ess/reduce/unwrap/types.py
index fc3ce25f6..4e55d7988 100644
--- a/packages/essreduce/src/ess/reduce/unwrap/types.py
+++ b/packages/essreduce/src/ess/reduce/unwrap/types.py
@@ -18,6 +18,13 @@ class WavelengthLutMode(StrEnum):
     file = 'file'
 
 
+class FrameUnwrapBackend(StrEnum):
+    """Backend used to interpolate the frame-unwrapping lookup table."""
+
+    numba = 'numba'
+    scipy = 'scipy'
+
+
 class LookupTableFilename(sl.Scope[RunType, Component, str], str):
     """Filename of the wavelength lookup table."""
 
diff --git a/packages/essreduce/src/ess/reduce/unwrap/workflow.py b/packages/essreduce/src/ess/reduce/unwrap/workflow.py
index ac2c6ff5a..fa2f58bd4 100644
--- a/packages/essreduce/src/ess/reduce/unwrap/workflow.py
+++ b/packages/essreduce/src/ess/reduce/unwrap/workflow.py
@@ -6,7 +6,7 @@
 
 from ..nexus import GenericNeXusWorkflow
 from ..nexus.types import AnyRun
-from . import WavelengthLutMode, lut, to_wavelength
+from . import FrameUnwrapBackend, WavelengthLutMode, lut, to_wavelength
 
 
 def GenericUnwrapWorkflow(
@@ -47,7 +47,6 @@ def GenericUnwrapWorkflow(
         Mode for creating the wavelength lookup table. Possible values are
         'analytical', 'simulation', and 'file'. See
         https://scipp.github.io/ess/reduce/user-guide/unwrap/lut-building-methods.html
-
     Returns
     -------
     :
@@ -62,6 +61,7 @@ def GenericUnwrapWorkflow(
         wf.insert(provider)
     for key, value in lut.default_parameters(wavelength_from=wavelength_from).items():
         wf[key] = value
+    wf[FrameUnwrapBackend] = FrameUnwrapBackend.numba
 
     return wf
 
diff --git a/packages/essreduce/tests/unwrap/interpolator_test.py b/packages/essreduce/tests/unwrap/interpolator_test.py
index b7f14426e..0ee2771ba 100644
--- a/packages/essreduce/tests/unwrap/interpolator_test.py
+++ b/packages/essreduce/tests/unwrap/interpolator_test.py
@@ -1,8 +1,13 @@
 # SPDX-License-Identifier: BSD-3-Clause
 # Copyright (c) 2025 Scipp contributors (https://github.com/scipp)
 
+from unittest.mock import patch
+
+import numba
 import numpy as np
+import pytest
 
+from ess.reduce.unwrap import FrameUnwrapBackend, to_wavelength
 from ess.reduce.unwrap.interpolator_numba import (
     Interpolator as InterpolatorNumba,
 )
@@ -100,3 +105,55 @@ def test_numba_and_scipy_interpolators_yield_same_results_with_values_on_edges()
     numba_result = numba_interp(times, distances)
     scipy_result = scipy_interp(times, distances)
     assert np.allclose(numba_result, scipy_result, equal_nan=True)
+
+
+def test_scipy_backend_selects_scipy(monkeypatch):
+    def fail_if_called():
+        raise AssertionError('Numba should not be checked for the SciPy backend.')
+
+    monkeypatch.setattr(numba, 'get_num_threads', fail_if_called)
+
+    impl = to_wavelength._get_interpolator_class(FrameUnwrapBackend.scipy)
+
+    assert impl is InterpolatorScipy
+
+
+def test_numba_backend_selects_numba():
+    impl = to_wavelength._get_interpolator_class(FrameUnwrapBackend.numba)
+
+    assert impl is InterpolatorNumba
+
+
+def test_numba_backend_falls_back_to_scipy_without_threadsafe_backend(monkeypatch):
+    def unavailable_backend():
+        raise ValueError('No threading layer could be loaded.')
+
+    monkeypatch.setattr(numba, 'get_num_threads', unavailable_backend)
+
+    with pytest.warns(
+        FutureWarning,
+        match="fallback is deprecated and will be an error in a future release",
+    ):
+        impl = to_wavelength._get_interpolator_class(FrameUnwrapBackend.numba)
+
+    assert impl is InterpolatorScipy
+
+
+def test_numba_backend_falls_back_to_scipy_without_numba():
+    with (
+        patch.dict('sys.modules', {'numba': None}),
+        pytest.warns(FutureWarning, match="Numba is unavailable"),
+    ):
+        impl = to_wavelength._get_interpolator_class(FrameUnwrapBackend.numba)
+
+    assert impl is InterpolatorScipy
+
+
+def test_numba_backend_falls_back_to_scipy_for_workqueue(monkeypatch):
+    monkeypatch.setattr(numba, 'get_num_threads', lambda: 1)
+    monkeypatch.setattr(numba, 'threading_layer', lambda: 'workqueue')
+
+    with pytest.warns(FutureWarning, match="thread-safe threading layer"):
+        impl = to_wavelength._get_interpolator_class(FrameUnwrapBackend.numba)
+
+    assert impl is InterpolatorScipy
diff --git a/packages/essreduce/tests/unwrap/workflow_test.py b/packages/essreduce/tests/unwrap/workflow_test.py
index 5c3ee3082..db8ad604c 100644
--- a/packages/essreduce/tests/unwrap/workflow_test.py
+++ b/packages/essreduce/tests/unwrap/workflow_test.py
@@ -22,6 +22,7 @@
     SampleRun,
 )
 from ess.reduce.unwrap import (
+    FrameUnwrapBackend,
     GenericUnwrapWorkflow,
     fakes,
     simulate_chopper_cascade_using_tof,
@@ -33,8 +34,17 @@
 Monitor0 = NewType("Monitor0", int)
 
 
+def test_GenericUnwrapWorkflow_defaults_to_numba_backend():
+    wf = GenericUnwrapWorkflow(run_types=[SampleRun], monitor_types=[])
+
+    assert wf.compute(FrameUnwrapBackend) == FrameUnwrapBackend.numba
+
+
 def _make_workflow(
-    wavelength_from, *, keep_event_time_offset=False
+    wavelength_from,
+    *,
+    backend: FrameUnwrapBackend = FrameUnwrapBackend.numba,
+    keep_event_time_offset=False,
 ) -> sciline.Pipeline:
     sizes = {'detector_number': 10}
     detector_geometry = sc.DataArray(
@@ -88,6 +98,7 @@ def _make_workflow(
         monitor_types=[Monitor0],
         wavelength_from=wavelength_from,
     )
+    wf[FrameUnwrapBackend] = backend
     wf[NeXusDetectorName] = "detector"
     wf[NeXusName[Monitor0]] = "monitor"
     wf[unwrap.LookupTableRelativeErrorThreshold] = {
@@ -122,10 +133,11 @@ def simulation_results_psc_choppers():
 
 @pytest.mark.parametrize("wavelength_from", ["simulation", "analytical"])
 @pytest.mark.parametrize("detector_or_monitor", ["detector", "monitor"])
+@pytest.mark.parametrize("backend", ["numba", "scipy"])
 def test_GenericUnwrapWorkflow_computes_wavelength(
-    wavelength_from, detector_or_monitor, simulation_results_psc_choppers
+    wavelength_from, detector_or_monitor, backend, simulation_results_psc_choppers
 ):
-    wf = _make_workflow(wavelength_from=wavelength_from)
+    wf = _make_workflow(wavelength_from=wavelength_from, backend=backend)
 
     if wavelength_from == "simulation":
         wf[unwrap.SimulationResults[SampleRun]] = simulation_results_psc_choppers
diff --git a/pixi.lock b/pixi.lock
index 657c07c42..96b9eebdb 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -53,6 +53,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-ha1258a1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_102.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/lerc-4.1.0-hdb68285_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-9_h4a7cf45_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.11.0-9_h0358290_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libcups-2.3.3-h7a8fb5f_6.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.25-h17f619e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libdrm-2.4.127-hb03c661_0.conda
@@ -66,6 +68,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-he0feb66_19.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_19.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgd-2.3.3-h5fbf134_12.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-15.2.0-h69a702a_20.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-15.2.0-h68bc16d_20.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgl-1.7.0-ha4b6fd6_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgl-devel-1.7.0-ha4b6fd6_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libglib-2.88.1-h0d30a3d_2.conda
@@ -75,8 +79,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-he0feb66_19.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.18-h3b78370_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libjpeg-turbo-3.1.4.1-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-9_h47877c9_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hb9d3cd8_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.34-pthreads_h94d23a6_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libpciaccess-0.19-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.58-h421ea60_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/librsvg-2.62.3-h4c96295_0.conda
@@ -92,7 +98,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-16-2.15.3-hca6bf5a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.15.3-h49c6c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/llvmlite-0.48.0-py312ha7fb451_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/numba-0.66.0-py312h8285ef7_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.6-py312h33ff503_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.3-h35e630c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pango-1.56.4-hda50119_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.47-haa7fec5_0.conda
@@ -130,6 +139,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-hc364b38_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-graphviz-0.21-pyhbacfb6d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
       - pypi: ./packages/essdiffraction
       - pypi: ./packages/essimaging
@@ -151,7 +161,6 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/12/b3/88c0ef22878c86035f058df0ac6c171319ffd0aa52a406455ed3a3847566/ipympl-0.10.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/1a/84/8c38176f97ee333c5b0d3f003548718ee87abdac67d4a2d5c00183c872bf/mcstastox-0.0.12-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/1a/e4/e804505f87627cd8cdae9c010c47c4485fd8c1ce31a7dd0ab7fcc4707377/tifffile-2026.3.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/1c/78/504fdd027da3b84ff1aecd9f6957e65f35134534ccc6da8628eb71e76d3f/send2trash-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl
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   name: uri-template
   version: 1.3.0
@@ -18933,11 +20260,6 @@ packages:
   - pygments ; extra == 'tests'
   - littleutils ; extra == 'tests'
   - cython ; extra == 'tests'
-- pypi: https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl
-  name: numpy
-  version: 2.4.6
-  sha256: 357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698
-  requires_python: '>=3.11'
 - pypi: https://files.pythonhosted.org/packages/f4/1e/2c9096fc19d5fd084b0184ca2b651e659aa0a37e6fdbecf6ece47f147fe1/rpds_py-2026.5.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
   name: rpds-py
   version: 2026.5.1
@@ -18954,15 +20276,6 @@ packages:
   requires_dist:
   - colorama>=0.4.6 ; extra == 'windows-terminal'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f6/c5/db2ac3685833d626c0dcae6bd2330cd68433e1fd248d15f70998160d3ad7/numba-0.65.1.tar.gz
-  name: numba
-  version: 0.65.1
-  sha256: 19357146c32fe9ed25059ab915e8465fb13951cf6b0aace3826b76886373ab23
-  requires_dist:
-  - llvmlite>=0.47.0.dev0,<0.48
-  - numpy>=1.22
-  - numpy>=1.22,<2.5
-  requires_python: '>=3.10'
 - pypi: https://files.pythonhosted.org/packages/f6/d8/502954a4ec0efcf264f99b65b41c3c54e65a647d9f0d6f62cd02227d242c/ipykernel-6.31.0-py3-none-any.whl
   name: ipykernel
   version: 6.31.0
@@ -19028,11 +20341,6 @@ packages:
   - pytest-jupyter ; extra == 'test'
   - pytest-tornasync ; extra == 'test'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/fa/48/4b7fe0e34c169fa2f12532916133e0b219d2823b540733651b34fdac509a/llvmlite-0.47.0-cp312-cp312-macosx_11_0_arm64.whl
-  name: llvmlite
-  version: 0.47.0
-  sha256: 306a265f408c259067257a732c8e159284334018b4083a9e35f67d19792b164f
-  requires_python: '>=3.10'
 - pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
   name: toolz
   version: 1.1.0
diff --git a/pixi.toml b/pixi.toml
index 821ec23bd..6e28f7d9d 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -28,6 +28,9 @@ args = ["package"]
 # ==================== Package features ====================
 
 # essreduce (core package, no workspace deps)
+[feature.essreduce.dependencies]
+numba = ">=0.63"  # Prefer conda-forge Numba as it installs thread safe backends for all platforms
+
 [feature.essreduce.pypi-dependencies]
 essreduce = { path = "packages/essreduce", editable = true, extras = ["test"] }