diff --git a/poetry.lock b/poetry.lock
index 7f024770cf..b92097a4a3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -135,44 +135,44 @@ files = [
 
 [[package]]
 name = "blis"
-version = "0.7.9"
+version = "0.7.10"
 description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
 category = "main"
 optional = false
 python-versions = "*"
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 [[package]]
 name = "bracex"
@@ -313,99 +313,99 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
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+version = "3.2.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
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 optional = false
 python-versions = ">=3.7.0"
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 ]
 
 [[package]]
 name = "click"
-version = "8.1.3"
+version = "8.1.6"
 description = "Composable command line interface toolkit"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -425,14 +425,14 @@ files = [
 
 [[package]]
 name = "confection"
-version = "0.0.4"
+version = "0.1.0"
 description = "The sweetest config system for Python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -498,31 +498,35 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
-version = "41.0.1"
+version = "41.0.2"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -605,14 +609,14 @@ dev = ["black", "coveralls", "mypy", "pylint", "pytest (>=5)", "pytest-cov"]
 
 [[package]]
 name = "distlib"
-version = "0.3.6"
+version = "0.3.7"
 description = "Distribution utilities"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -675,14 +679,14 @@ requests = ["requests (>=2.4.0,<3.0.0)"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.1"
+version = "1.1.2"
 description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "exceptiongroup-1.1.2-py3-none-any.whl", hash = "sha256:e346e69d186172ca7cf029c8c1d16235aa0e04035e5750b4b95039e65204328f"},
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 ]
 
 [package.extras]
@@ -690,21 +694,21 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "factory-boy"
-version = "3.2.1"
+version = "3.3.0"
 description = "A versatile test fixtures replacement based on thoughtbot's factory_bot for Ruby."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 Faker = ">=0.7.0"
 
 [package.extras]
-dev = ["Django", "Pillow", "SQLAlchemy", "coverage", "flake8", "isort", "mongoengine", "tox", "wheel (>=0.32.0)", "zest.releaser[recommended]"]
+dev = ["Django", "Pillow", "SQLAlchemy", "coverage", "flake8", "isort", "mongoengine", "sqlalchemy-utils", "tox", "wheel (>=0.32.0)", "zest.releaser[recommended]"]
 doc = ["Sphinx", "sphinx-rtd-theme", "sphinxcontrib-spelling"]
 
 [[package]]
@@ -725,14 +729,14 @@ peewee = "*"
 
 [[package]]
 name = "faker"
-version = "18.11.1"
+version = "19.2.0"
 description = "Faker is a Python package that generates fake data for you."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -889,46 +893,46 @@ dotenv = ["python-dotenv"]
 
 [[package]]
 name = "fonttools"
-version = "4.40.0"
+version = "4.41.0"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1001,61 +1005,61 @@ dev = ["flake8", "markdown", "twine", "wheel"]
 
 [[package]]
 name = "grpcio"
-version = "1.54.2"
+version = "1.56.2"
 description = "HTTP/2-based RPC framework"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [[package]]
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@@ -1177,14 +1182,14 @@ files = [
 
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+version = "6.8.0"
 description = "Read metadata from Python packages"
 category = "dev"
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+python-versions = ">=3.8"
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@@ -1193,7 +1198,7 @@ zipp = ">=0.5"
 [package.extras]
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+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
 [[package]]
 name = "influxdb-client"
@@ -1395,18 +1400,19 @@ data = ["language-data (>=1.1,<2.0)"]
 
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-python-versions = "*"
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 [package.extras]
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 nearley = ["js2py"]
 regex = ["regex"]
 
@@ -1869,6 +1875,23 @@ numpy = [
     {version = ">=1.17.3", markers = "python_version >= \"3.8\""},
 ]
 
+[[package]]
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+version = "0.1.5"
+description = "Official Python SDK of Open Food Facts"
+category = "main"
+optional = false
+python-versions = ">=3.8.1,<4.0"
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+tqdm = ">=4.0.0,<5.0.0"
+
 [[package]]
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 version = "3.8.14"
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 ]
 
 [[package]]
@@ -2854,14 +2877,14 @@ typing-extensions = ">=4.1.1,<5.0.0"
 
 [[package]]
 name = "redis"
-version = "4.5.5"
+version = "4.6.0"
 description = "Python client for Redis database and key-value store"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3304,40 +3327,40 @@ setuptools = "*"
 
 [[package]]
 name = "srsly"
-version = "2.4.6"
+version = "2.4.7"
 description = "Modern high-performance serialization utilities for Python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
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+    {file = "srsly-2.4.7.tar.gz", hash = "sha256:93c2cc4588778261ccb23dd0543b24ded81015dd8ab4ec137cd7d04965035d08"},
 ]
 
 [package.dependencies]
@@ -3618,15 +3641,15 @@ vision = ["Pillow"]
 
 [[package]]
 name = "tritonclient"
-version = "2.34.0"
+version = "2.35.0"
 description = "Python client library and utilities for communicating with Triton Inference Server"
 category = "main"
 optional = false
 python-versions = "*"
 files = [
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-    {file = "tritonclient-2.34.0-py3-none-manylinux1_x86_64.whl", hash = "sha256:ce5845f94f8a014f6de1ca13e07049c31b4bdffca594bbe0654a6db58eb2ce4b"},
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+    {file = "tritonclient-2.35.0-py3-none-any.whl", hash = "sha256:1dc3ed5a7b1727689a3b4580cd770c2f43ba3337d3c7a140ab5996376bbed737"},
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 ]
 
 [package.dependencies]
@@ -3664,14 +3687,14 @@ test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.
 
 [[package]]
 name = "types-cachetools"
-version = "5.3.0.5"
+version = "5.3.0.6"
 description = "Typing stubs for cachetools"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "types-cachetools-5.3.0.5.tar.gz", hash = "sha256:67fa46d51a650896770aee0ba80f0e61dc4a7d1373198eec1bc0622263eaa256"},
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 ]
 
 [[package]]
@@ -3712,14 +3735,14 @@ files = [
 
 [[package]]
 name = "types-pyopenssl"
-version = "23.2.0.0"
+version = "23.2.0.2"
 description = "Typing stubs for pyOpenSSL"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -3727,14 +3750,14 @@ cryptography = ">=35.0.0"
 
 [[package]]
 name = "types-redis"
-version = "4.5.5.2"
+version = "4.6.0.3"
 description = "Typing stubs for redis"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -3773,50 +3796,50 @@ types-docutils = "*"
 
 [[package]]
 name = "types-six"
-version = "1.16.21.8"
+version = "1.16.21.9"
 description = "Typing stubs for six"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
 name = "types-toml"
-version = "0.10.8.6"
+version = "0.10.8.7"
 description = "Typing stubs for toml"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
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-    {file = "types_toml-0.10.8.6-py3-none-any.whl", hash = "sha256:de7b2bb1831d6f7a4b554671ffe5875e729753496961b3e9b202745e4955dafa"},
+    {file = "types-toml-0.10.8.7.tar.gz", hash = "sha256:58b0781c681e671ff0b5c0319309910689f4ab40e8a2431e205d70c94bb6efb1"},
+    {file = "types_toml-0.10.8.7-py3-none-any.whl", hash = "sha256:61951da6ad410794c97bec035d59376ce1cbf4453dc9b6f90477e81e4442d631"},
 ]
 
 [[package]]
 name = "types-urllib3"
-version = "1.26.25.13"
+version = "1.26.25.14"
 description = "Typing stubs for urllib3"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "types-urllib3-1.26.25.13.tar.gz", hash = "sha256:3300538c9dc11dad32eae4827ac313f5d986b8b21494801f1bf97a1ac6c03ae5"},
-    {file = "types_urllib3-1.26.25.13-py3-none-any.whl", hash = "sha256:5dbd1d2bef14efee43f5318b5d36d805a489f6600252bb53626d4bfafd95e27c"},
+    {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
+    {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.6.3"
+version = "4.7.1"
 description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "typing_extensions-4.6.3-py3-none-any.whl", hash = "sha256:88a4153d8505aabbb4e13aacb7c486c2b4a33ca3b3f807914a9b4c844c471c26"},
-    {file = "typing_extensions-4.6.3.tar.gz", hash = "sha256:d91d5919357fe7f681a9f2b5b4cb2a5f1ef0a1e9f59c4d8ff0d3491e05c0ffd5"},
+    {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
+    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
 ]
 
 [[package]]
@@ -3868,14 +3891,14 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.23.1"
+version = "20.24.1"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.23.1-py3-none-any.whl", hash = "sha256:34da10f14fea9be20e0fd7f04aba9732f84e593dac291b757ce42e3368a39419"},
-    {file = "virtualenv-20.23.1.tar.gz", hash = "sha256:8ff19a38c1021c742148edc4f81cb43d7f8c6816d2ede2ab72af5b84c749ade1"},
+    {file = "virtualenv-20.24.1-py3-none-any.whl", hash = "sha256:01aacf8decd346cf9a865ae85c0cdc7f64c8caa07ff0d8b1dfc1733d10677442"},
+    {file = "virtualenv-20.24.1.tar.gz", hash = "sha256:2ef6a237c31629da6442b0bcaa3999748108c7166318d1f55cc9f8d7294e97bd"},
 ]
 
 [package.dependencies]
@@ -3974,21 +3997,21 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.16.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
+    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "22883b40b61ce20241b1a259e90c785c879db01765478b0fd3245485aaeb87f3"
+content-hash = "3ab93e7e6f13e76bcb430ff567698ab7035b83bb7706c54ca572d18f5d3f58a0"
diff --git a/pyproject.toml b/pyproject.toml
index d7970fcd28..c337115760 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -78,6 +78,7 @@ lark = "~1.1.4"
 h5py = "~3.8.0"
 opencv-contrib-python = "~4.7.0.72"
 toml = "~0.10.2"
+openfoodfacts = "~0.1.5"
 
 [tool.poetry.dependencies.sentry-sdk]
 version = "~1.14.0"
diff --git a/robotoff/insights/importer.py b/robotoff/insights/importer.py
index ef43e6f684..81f8aa2002 100644
--- a/robotoff/insights/importer.py
+++ b/robotoff/insights/importer.py
@@ -863,7 +863,7 @@ def add_optional_fields(cls, insight: ProductInsight, product: Optional[Product]
         campaigns = []
         if (
             insight.value_tag in taxonomy
-            and "agribalyse_food_code" in taxonomy[insight.value_tag].additional_data
+            and "agribalyse_food_code" in taxonomy[insight.value_tag].properties
         ):
             # This category is linked to an agribalyse category, add it as a
             # campaign tag
diff --git a/robotoff/prediction/category/neural/keras_category_classifier_3_0/preprocessing.py b/robotoff/prediction/category/neural/keras_category_classifier_3_0/preprocessing.py
index 03e1a34968..d7f278d618 100644
--- a/robotoff/prediction/category/neural/keras_category_classifier_3_0/preprocessing.py
+++ b/robotoff/prediction/category/neural/keras_category_classifier_3_0/preprocessing.py
@@ -8,7 +8,7 @@
 import numpy as np
 
 from robotoff import settings
-from robotoff.taxonomy import Taxonomy, fetch_taxonomy
+from robotoff.taxonomy import Taxonomy
 from robotoff.types import JSONType
 from robotoff.utils.text import KeywordProcessor
 
@@ -35,11 +35,7 @@
 
 @functools.cache
 def get_ingredient_taxonomy():
-    return fetch_taxonomy(
-        "",
-        V3_MODEL_DATA_DIR / "ingredients.full.json.gz",
-        offline=True,
-    )
+    return Taxonomy.from_path(V3_MODEL_DATA_DIR / "ingredients.full.json.gz")
 
 
 @functools.cache
diff --git a/robotoff/taxonomy.py b/robotoff/taxonomy.py
index a4cf962de0..9fac4ec4a3 100644
--- a/robotoff/taxonomy.py
+++ b/robotoff/taxonomy.py
@@ -1,255 +1,18 @@
 import collections
-import pathlib
-from enum import Enum
-from typing import Any, Iterable, Optional, Union
+from typing import Optional
 
 import cachetools
-import requests
+from openfoodfacts.taxonomy import Taxonomy
+from openfoodfacts.taxonomy import get_taxonomy as _get_taxonomy
+from openfoodfacts.types import TaxonomyType
 
 from robotoff import settings
-from robotoff.types import JSONType
-from robotoff.utils import get_logger, http_session, load_json
+from robotoff.utils import get_logger
 from robotoff.utils.text import get_tag
 
-try:
-    import networkx
-except ImportError:
-    networkx = None
-
 logger = get_logger(__name__)
 
 
-class TaxonomyType(Enum):
-    category = 1
-    ingredient = 2
-    label = 3
-    brand = 4
-    packaging_shape = 5
-    packaging_material = 6
-    packaging_recycling = 7
-
-
-class TaxonomyNode:
-    __slots__ = ("id", "names", "parents", "children", "synonyms", "additional_data")
-
-    def __init__(
-        self,
-        identifier: str,
-        names: dict[str, str],
-        synonyms: Optional[dict[str, list[str]]],
-        additional_data: Optional[dict[str, Any]] = None,
-    ):
-        self.id: str = identifier
-        self.names: dict[str, str] = names
-        self.parents: list["TaxonomyNode"] = []
-        self.children: list["TaxonomyNode"] = []
-        self.additional_data = additional_data or {}
-
-        if synonyms:
-            self.synonyms = synonyms
-        else:
-            self.synonyms = {}
-
-    def is_child_of(self, item: "TaxonomyNode") -> bool:
-        """Return True if `item` is a child of `self` in the taxonomy."""
-        if not self.parents:
-            return False
-
-        if item in self.parents:
-            return True
-
-        for parent in self.parents:
-            is_parent = parent.is_child_of(item)
-
-            if is_parent:
-                return True
-
-        return False
-
-    def is_parent_of(self, item: "TaxonomyNode") -> bool:
-        return item.is_child_of(self)
-
-    def is_parent_of_any(self, candidates: Iterable["TaxonomyNode"]) -> bool:
-        for candidate in candidates:
-            if candidate.is_child_of(self):
-                return True
-
-        return False
-
-    def get_parents_hierarchy(self) -> list["TaxonomyNode"]:
-        """Return the list of all parent nodes (direct and indirect)."""
-        all_parents = []
-        seen: set[str] = set()
-
-        if not self.parents:
-            return []
-
-        for self_parent in self.parents:
-            if self_parent.id not in seen:
-                all_parents.append(self_parent)
-                seen.add(self_parent.id)
-
-            for parent_parent in self_parent.get_parents_hierarchy():
-                if parent_parent.id not in seen:
-                    all_parents.append(parent_parent)
-                    seen.add(parent_parent.id)
-
-        return all_parents
-
-    def get_localized_name(self, lang: str) -> str:
-        if lang in self.names:
-            return self.names[lang]
-
-        if "xx" in self.names:
-            # Return international name if it exists
-            return self.names["xx"]
-
-        return self.id
-
-    def get_synonyms(self, lang: str) -> list[str]:
-        return self.synonyms.get(lang, [])
-
-    def add_parents(self, parents: Iterable["TaxonomyNode"]):
-        for parent in parents:
-            if parent not in self.parents:
-                self.parents.append(parent)
-                parent.children.append(self)
-
-    def to_dict(self) -> JSONType:
-        return {"name": self.names, "parents": [p.id for p in self.parents]}
-
-    def __repr__(self):
-        return "<TaxonomyNode %s>" % self.id
-
-
-class Taxonomy:
-    def __init__(self) -> None:
-        self.nodes: dict[str, TaxonomyNode] = {}
-
-    def add(self, key: str, node: TaxonomyNode) -> None:
-        self.nodes[key] = node
-
-    def __contains__(self, item: str):
-        return item in self.nodes
-
-    def __getitem__(self, item: str):
-        return self.nodes.get(item)
-
-    def __len__(self):
-        return len(self.nodes)
-
-    def iter_nodes(self) -> Iterable[TaxonomyNode]:
-        """Iterate over the nodes of the taxonomy."""
-        return iter(self.nodes.values())
-
-    def keys(self):
-        return self.nodes.keys()
-
-    def find_deepest_nodes(self, nodes: list[TaxonomyNode]) -> list[TaxonomyNode]:
-        """Given a list of nodes, returns the list of nodes where all the
-        parents within the list have been removed.
-
-        For example, for a taxonomy, 'fish' -> 'salmon' -> 'smoked-salmon':
-
-        ['fish', 'salmon'] -> ['salmon'] ['fish', 'smoked-salmon'] ->
-        [smoked-salmon']
-        """
-        excluded: set[str] = set()
-
-        for node in nodes:
-            for second_node in (
-                n for n in nodes if n.id not in excluded and n.id != node.id
-            ):
-                if node.is_child_of(second_node):
-                    excluded.add(second_node.id)
-
-        return [node for node in nodes if node.id not in excluded]
-
-    def is_parent_of_any(
-        self, item: str, candidates: Iterable[str], raises: bool = True
-    ) -> bool:
-        """Return True if `item` is parent of any candidate, False otherwise.
-
-        If the item is not in the taxonomy and raises is False, return False.
-
-        :param item: The item to compare
-        :param candidates: A list of candidates
-        :param raises: if True, raises a ValueError if item is not in the
-        taxonomy, defaults to True.
-        """
-        node: TaxonomyNode = self[item]
-
-        if node is None:
-            if raises:
-                raise ValueError(f"unknown id in taxonomy: {node}")
-            else:
-                return False
-
-        to_check_nodes: set[TaxonomyNode] = set()
-
-        for candidate in candidates:
-            candidate_node = self[candidate]
-
-            if candidate_node is not None:
-                to_check_nodes.add(candidate_node)
-
-        return node.is_parent_of_any(to_check_nodes)
-
-    def get_localized_name(self, key: str, lang: str) -> str:
-        if key not in self.nodes:
-            return key
-
-        return self.nodes[key].get_localized_name(lang)
-
-    def to_dict(self) -> JSONType:
-        export = {}
-
-        for key, node in self.nodes.items():
-            export[key] = node.to_dict()
-
-        return export
-
-    @classmethod
-    def from_dict(cls, data: JSONType) -> "Taxonomy":
-        taxonomy = Taxonomy()
-
-        for key, key_data in data.items():
-            if key not in taxonomy:
-                node = TaxonomyNode(
-                    identifier=key,
-                    names=key_data.get("name", {}),
-                    synonyms=key_data.get("synonyms", None),
-                    additional_data={
-                        k: v
-                        for k, v in key_data.items()
-                        if k not in {"parents", "name", "synonyms", "children"}
-                    },
-                )
-                taxonomy.add(key, node)
-
-        for key, key_data in data.items():
-            node = taxonomy[key]
-            parents = [taxonomy[ref] for ref in key_data.get("parents", [])]
-            node.add_parents(parents)
-
-        return taxonomy
-
-    @classmethod
-    def from_json(cls, file_path: Union[str, pathlib.Path]):
-        return cls.from_dict(load_json(file_path, compressed=True))  # type: ignore
-
-    def to_graph(self):
-        """Generate a networkx.DiGraph from the taxonomy."""
-        graph = networkx.DiGraph()
-        graph.add_nodes_from((x.id for x in self.iter_nodes()))
-
-        for node in self.iter_nodes():
-            for child in node.children:
-                graph.add_edge(node.id, child.id)
-
-        return graph
-
-
 def generate_category_hierarchy(
     taxonomy: Taxonomy, category_to_index: dict[str, int], root: int
 ):
@@ -280,42 +43,28 @@ def generate_category_hierarchy(
     return categories_hierarchy_list
 
 
-def fetch_taxonomy(
-    url: str, fallback_path: Optional[str] = None, offline: bool = False
-) -> Taxonomy:
-    if offline and fallback_path:
-        return Taxonomy.from_json(fallback_path)
-
-    try:
-        r = http_session.get(url, timeout=120)  # might take some time
-        if r.status_code >= 300:
-            raise requests.HTTPError(
-                "Taxonomy download at %s returned status code %s", url, r.status_code
-            )
-        data = r.json()
-    except Exception as e:
-        logger.exception(f"{type(e)} exception while fetching taxonomy at %s", url)
-        if fallback_path:
-            return Taxonomy.from_json(fallback_path)
-        else:
-            raise e
-
-    return Taxonomy.from_dict(data)
-
-
 @cachetools.cached(cache=cachetools.TTLCache(maxsize=100, ttl=12 * 60 * 60))  # 12h
 def get_taxonomy(taxonomy_type: str, offline: bool = False) -> Taxonomy:
-    """Returned the requested Taxonomy."""
-    logger.info("Loading taxonomy %s...", taxonomy_type)
+    """Return the taxonomy of type `taxonomy_type`.
+
+    The taxonomy is cached in memory and locally on disk. Every 12h, we check
+    if a new version is available and download if True.
 
-    if taxonomy_type not in settings.TAXONOMY_URLS:
-        raise ValueError(f"unknown taxonomy type: {taxonomy_type}")
+    A local static version can also be fetched (for unit tests for example)
+    with `offline=True`.
+
+    :param taxonomy_type: the taxonomy type
+    :param offline: if True, return a local static version of the taxonomy,
+      defaults to False. It's not available for all taxonomy types.
+    :return: the Taxonomy
+    """
+    if offline:
+        return Taxonomy.from_path(str(settings.TAXONOMY_PATHS[taxonomy_type]))
 
-    url = settings.TAXONOMY_URLS[taxonomy_type]
-    return fetch_taxonomy(
-        url,
-        fallback_path=str(settings.TAXONOMY_PATHS.get(taxonomy_type, "")) or None,
-        offline=offline,
+    return _get_taxonomy(
+        TaxonomyType[taxonomy_type],
+        force_download=False,
+        cache_dir=settings.DATA_DIR / "taxonomies",
     )
 
 
diff --git a/scripts/category_dataset.py b/scripts/category_dataset.py
index 9ca29d99c3..fe2013a6f8 100644
--- a/scripts/category_dataset.py
+++ b/scripts/category_dataset.py
@@ -17,11 +17,12 @@
 import os
 from typing import Iterator, Optional
 
+from openfoodfacts.taxonomy import Taxonomy, TaxonomyNode
 from sklearn.model_selection import train_test_split
 
 from robotoff import settings
 from robotoff.products import ProductDataset, ProductStream
-from robotoff.taxonomy import Taxonomy, TaxonomyNode, get_taxonomy
+from robotoff.taxonomy import get_taxonomy
 from robotoff.types import JSONType
 from robotoff.utils import dump_jsonl, get_logger
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 4269f80289..5428f872c8 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -46,4 +46,4 @@ def peewee_db(peewee_db_create):
 
 @pytest.fixture(scope="session")
 def category_taxonomy():
-    return Taxonomy.from_json(settings.TAXONOMY_PATHS["category"])
+    return Taxonomy.from_path(settings.TAXONOMY_PATHS["category"])
diff --git a/tests/integration/test_annotate_image.py b/tests/integration/test_annotate_image.py
index 5be3ccb448..1967e51636 100644
--- a/tests/integration/test_annotate_image.py
+++ b/tests/integration/test_annotate_image.py
@@ -4,6 +4,7 @@
 
 import falcon.testing
 import pytest
+from openfoodfacts.types import TaxonomyType
 
 import robotoff.insights.importer
 import robotoff.taxonomy
@@ -31,11 +32,11 @@ def _set_up_and_tear_down(peewee_db):
 
 @pytest.fixture
 def fake_taxonomy(monkeypatch):
-    def fetch_taxonomy_mock(url: str, *args, **kwargs):
+    def _get_taxonomy_mock(taxonomy_type: TaxonomyType, *args, **kwargs):
         data: Any = None
-        if "/brands." in url:
+        if taxonomy_type is TaxonomyType.brand:
             data = {"en:etorki": {"name": {"en": "Etorki"}}}
-        elif "/labels." in url:
+        elif taxonomy_type is TaxonomyType.label:
             data = {
                 "en:organic": {
                     "synonyms": {"fr": ["Bio"]},
@@ -50,8 +51,8 @@ def fetch_taxonomy_mock(url: str, *args, **kwargs):
 
     monkeypatch.setattr(
         robotoff.taxonomy,
-        "fetch_taxonomy",
-        fetch_taxonomy_mock,
+        "_get_taxonomy",
+        _get_taxonomy_mock,
     )
 
 
diff --git a/tests/unit/test_taxonomy.py b/tests/unit/test_taxonomy.py
index aa73785d90..59039c6acd 100644
--- a/tests/unit/test_taxonomy.py
+++ b/tests/unit/test_taxonomy.py
@@ -3,8 +3,8 @@
 from robotoff import settings
 from robotoff.taxonomy import Taxonomy, TaxonomyType, match_taxonomized_value
 
-label_taxonomy = Taxonomy.from_json(settings.TAXONOMY_PATHS["label"])
-category_taxonomy = Taxonomy.from_json(settings.TAXONOMY_PATHS["category"])
+label_taxonomy = Taxonomy.from_path(settings.TAXONOMY_PATHS["label"])
+category_taxonomy = Taxonomy.from_path(settings.TAXONOMY_PATHS["category"])
 
 
 class TestTaxonomy: