diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 39d870257f..da572b9082 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,6 +12,6 @@ repos:
       - id: flake8
 
   - repo: https://github.com/timothycrosley/isort
-    rev: "5.9.3"
+    rev: "5.13.2"
     hooks:
       - id: isort
diff --git a/poetry.lock b/poetry.lock
index 90bd8ec5ba..182f4908ff 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -60,13 +60,13 @@ test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock
 
 [[package]]
 name = "async-timeout"
-version = "4.0.3"
+version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
-    {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
+    {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
+    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
 ]
 
 [[package]]
@@ -134,13 +134,13 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "blinker"
-version = "1.8.2"
+version = "1.9.0"
 description = "Fast, simple object-to-object and broadcast signaling"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "blinker-1.8.2-py3-none-any.whl", hash = "sha256:1779309f71bf239144b9399d06ae925637cf6634cf6bd131104184531bf67c01"},
-    {file = "blinker-1.8.2.tar.gz", hash = "sha256:8f77b09d3bf7c795e969e9486f39c2c5e9c39d4ee07424be2bc594ece9642d83"},
+    {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
+    {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
 ]
 
 [[package]]
@@ -407,76 +407,65 @@ files = [
 
 [[package]]
 name = "contourpy"
-version = "1.3.0"
+version = "1.3.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
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 test-randomorder = ["pytest-randomly"]
 
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 python-versions = "*"
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 ]
 
+[package.dependencies]
+pywin32 = {version = "*", markers = "sys_platform == \"win32\""}
+
 [[package]]
 name = "cycler"
 version = "0.12.1"
@@ -831,13 +825,13 @@ peewee = "*"
 
 [[package]]
 name = "faker"
-version = "30.8.0"
+version = "33.1.0"
 description = "Faker is a Python package that generates fake data for you."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -953,21 +947,21 @@ flake8 = ">=3.8.4"
 
 [[package]]
 name = "flask"
-version = "3.0.3"
+version = "3.1.0"
 description = "A simple framework for building complex web applications."
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 ]
 
 [package.dependencies]
-blinker = ">=1.6.2"
+blinker = ">=1.9"
 click = ">=8.1.3"
-itsdangerous = ">=2.1.2"
+itsdangerous = ">=2.2"
 Jinja2 = ">=3.1.2"
-Werkzeug = ">=3.0.0"
+Werkzeug = ">=3.1"
 
 [package.extras]
 async = ["asgiref (>=3.2)"]
@@ -975,59 +969,61 @@ dotenv = ["python-dotenv"]
 
 [[package]]
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 [[package]]
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 ]
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.67.0)"]
+protobuf = ["grpcio-tools (>=1.68.1)"]
 
 [[package]]
 name = "grpcio-status"
@@ -1421,13 +1420,13 @@ numpy = ">=1.14.5"
 
 [[package]]
 name = "huggingface-hub"
-version = "0.26.1"
+version = "0.26.5"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
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 [[package]]
 name = "itsdangerous"
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 python-dateutil = ">=2.7"
 
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 name = "mccabe"
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 [[package]]
@@ -2288,13 +2285,13 @@ files = [
 
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 [package.extras]
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 [[package]]
@@ -3632,13 +3666,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "rich"
-version = "13.9.3"
+version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
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 python-versions = ">=3.8.0"
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 [package.dependencies]
@@ -3930,33 +3964,33 @@ tornado = ["tornado (>=6)"]
 
 [[package]]
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+version = "75.6.0"
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 [[package]]
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 [[package]]
 name = "tomli"
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 [[package]]
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+version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
@@ -4293,13 +4358,13 @@ types-setuptools = "*"
 
 [[package]]
 name = "types-docutils"
-version = "0.21.0.20241005"
+version = "0.21.0.20241128"
 description = "Typing stubs for docutils"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -4330,13 +4395,13 @@ types-cffi = "*"
 
 [[package]]
 name = "types-python-dateutil"
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+version = "2.9.0.20241206"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
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 [[package]]
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 [[package]]
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+version = "1.17.0.20241205"
 description = "Typing stubs for six"
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 python-versions = ">=3.8"
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 [[package]]
@@ -4495,13 +4560,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
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+version = "20.28.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
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+    {file = "watchdog-6.0.0-py3-none-manylinux2014_i686.whl", hash = "sha256:82dc3e3143c7e38ec49d61af98d6558288c415eac98486a5c581726e0737c00e"},
+    {file = "watchdog-6.0.0-py3-none-manylinux2014_ppc64.whl", hash = "sha256:212ac9b8bf1161dc91bd09c048048a95ca3a4c4f5e5d4a7d1b1a7d5752a7f96f"},
+    {file = "watchdog-6.0.0-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:e3df4cbb9a450c6d49318f6d14f4bbc80d763fa587ba46ec86f99f9e6876bb26"},
+    {file = "watchdog-6.0.0-py3-none-manylinux2014_s390x.whl", hash = "sha256:2cce7cfc2008eb51feb6aab51251fd79b85d9894e98ba847408f662b3395ca3c"},
+    {file = "watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:20ffe5b202af80ab4266dcd3e91aae72bf2da48c0d33bdb15c66658e685e94e2"},
+    {file = "watchdog-6.0.0-py3-none-win32.whl", hash = "sha256:07df1fdd701c5d4c8e55ef6cf55b8f0120fe1aef7ef39a1c6fc6bc2e606d517a"},
+    {file = "watchdog-6.0.0-py3-none-win_amd64.whl", hash = "sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680"},
+    {file = "watchdog-6.0.0-py3-none-win_ia64.whl", hash = "sha256:a1914259fa9e1454315171103c6a30961236f508b9b623eae470268bbcc6a22f"},
+    {file = "watchdog-6.0.0.tar.gz", hash = "sha256:9ddf7c82fda3ae8e24decda1338ede66e1c99883db93711d8fb941eaa2d8c282"},
 ]
 
 [package.extras]
@@ -4571,13 +4636,13 @@ bracex = ">=2.1.1"
 
 [[package]]
 name = "werkzeug"
-version = "3.0.6"
+version = "3.1.3"
 description = "The comprehensive WSGI web application library."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "werkzeug-3.0.6-py3-none-any.whl", hash = "sha256:1bc0c2310d2fbb07b1dd1105eba2f7af72f322e1e455f2f93c993bee8c8a5f17"},
-    {file = "werkzeug-3.0.6.tar.gz", hash = "sha256:a8dd59d4de28ca70471a34cba79bed5f7ef2e036a76b3ab0835474246eb41f8d"},
+    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
 ]
 
 [package.dependencies]
@@ -4589,4 +4654,4 @@ watchdog = ["watchdog (>=2.3)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "2ea79042966beabcc2cf7384fd1c819610e59e1970edbcf1bd9453cd92ccc51f"
+content-hash = "c24e974e990052b282c69f6081fa5d00d77852a1b041390739fd11937c19cf5a"
diff --git a/pyproject.toml b/pyproject.toml
index 1123f9dfb2..80bea2aec4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -65,7 +65,7 @@ more-itertools = "~8.9.0"
 matplotlib = "~3.9.1"
 typer = "~0.7.0"
 py-healthcheck = "^1.10.1"
-cachetools = "^5.2.0"
+cachetools = "~5.5.0"
 tritonclient = {extras = ["grpc"], version = "2.38.0"}
 rq = "~1.11.1"
 python-redis-lock = "~4.0.0"
@@ -98,7 +98,7 @@ pytest = "~7.2.0"
 pytest-mock = "~3.10.0"
 pre-commit = "~2.20.0"
 toml-sort = "~0.20.1"
-isort = "~5.9.3"
+isort = "~5.13.2"
 flake8-bugbear = "~22.10.27"
 flake8-github-actions = "~0.1.1"
 pytest-cov = "~4.0.0"
diff --git a/robotoff/app/api.py b/robotoff/app/api.py
index e75be8a2ff..fc7ec691d4 100644
--- a/robotoff/app/api.py
+++ b/robotoff/app/api.py
@@ -41,7 +41,7 @@
     update_logo_annotations,
     validate_params,
 )
-from robotoff.app.middleware import DBConnectionMiddleware
+from robotoff.app.middleware import CacheClearMiddleware, DBConnectionMiddleware
 from robotoff.batch import import_batch_predictions
 from robotoff.elasticsearch import get_es_client
 from robotoff.insights.extraction import (
@@ -1849,6 +1849,8 @@ def custom_handle_uncaught_exception(
     middleware=[
         falcon.CORSMiddleware(allow_origins="*", allow_credentials="*"),
         DBConnectionMiddleware(),
+        # Clear cache after the request, to keep RAM usage low
+        CacheClearMiddleware(),
     ],
 )
 
diff --git a/robotoff/app/middleware.py b/robotoff/app/middleware.py
index 71ac30b639..8f192178d0 100644
--- a/robotoff/app/middleware.py
+++ b/robotoff/app/middleware.py
@@ -1,4 +1,5 @@
 from robotoff.models import db
+from robotoff.utils.cache import function_cache_register
 
 
 class DBConnectionMiddleware:
@@ -8,3 +9,8 @@ def process_resource(self, req, resp, resource, params):
     def process_response(self, req, resp, resource, req_succeeded):
         if not db.is_closed():
             db.close()
+
+
+class CacheClearMiddleware:
+    def process_response(self, req, resp, resource, req_succeeded):
+        function_cache_register.clear_all()
diff --git a/robotoff/brands.py b/robotoff/brands.py
index 6e03ce9ebe..4238418629 100644
--- a/robotoff/brands.py
+++ b/robotoff/brands.py
@@ -14,6 +14,7 @@
     load_json,
     text_file_iter,
 )
+from robotoff.utils.cache import function_cache_register
 
 logger = get_logger(__name__)
 
@@ -166,6 +167,9 @@ def load_resources():
     get_brand_blacklist()
 
 
+function_cache_register.register(get_brand_prefix)
+function_cache_register.register(get_brand_blacklist)
+
 if __name__ == "__main__":
     blacklisted_brands = get_brand_blacklist()
     dump_taxonomy_brands(
diff --git a/robotoff/insights/importer.py b/robotoff/insights/importer.py
index 16ab860d4b..bc0c091e47 100644
--- a/robotoff/insights/importer.py
+++ b/robotoff/insights/importer.py
@@ -45,6 +45,7 @@
     ServerType,
 )
 from robotoff.utils import get_logger, text_file_iter
+from robotoff.utils.cache import function_cache_register
 
 logger = get_logger(__name__)
 
@@ -2166,3 +2167,6 @@ def get_product_predictions(
         where_clauses.append(PredictionModel.type.in_(prediction_types))
 
     yield from PredictionModel.select().where(*where_clauses).dicts().iterator()
+
+
+function_cache_register.register(get_authorized_labels)
diff --git a/robotoff/logos.py b/robotoff/logos.py
index 500f4b32b2..c0f50718b5 100644
--- a/robotoff/logos.py
+++ b/robotoff/logos.py
@@ -1,11 +1,12 @@
 import datetime
+import functools
 import itertools
 import operator
 from typing import Optional
 
-import cachetools
 import elasticsearch
 import numpy as np
+from cachetools.func import ttl_cache
 from elasticsearch.helpers import bulk as elasticsearch_bulk
 from elasticsearch.helpers import scan as elasticsearch_scan
 from more_itertools import chunked
@@ -34,6 +35,7 @@
     ServerType,
 )
 from robotoff.utils import get_logger
+from robotoff.utils.cache import function_cache_register
 from robotoff.utils.text import get_tag
 
 logger = get_logger(__name__)
@@ -106,7 +108,7 @@ def filter_logos(
     return filtered
 
 
-@cachetools.cached(cachetools.LRUCache(maxsize=1))
+@functools.cache
 def get_logo_confidence_thresholds() -> dict[LogoLabelType, float]:
     logger.debug("Loading logo confidence thresholds from DB...")
     thresholds = {}
@@ -245,7 +247,8 @@ def knn_search(
     return []
 
 
-@cachetools.cached(cachetools.TTLCache(maxsize=1, ttl=3600))  # 1h
+# ttl: 1h
+@ttl_cache(maxsize=1, ttl=3600)
 def get_logo_annotations() -> dict[int, LogoLabelType]:
     logger.debug("Loading logo annotations from DB...")
     annotations: dict[int, LogoLabelType] = {}
@@ -634,3 +637,7 @@ def refresh_nearest_neighbors(
                 )
 
     logger.info("refresh of logo nearest neighbors finished")
+
+
+function_cache_register.register(get_logo_confidence_thresholds)
+function_cache_register.register(get_logo_annotations)
diff --git a/robotoff/prediction/category/neural/keras_category_classifier_3_0/__init__.py b/robotoff/prediction/category/neural/keras_category_classifier_3_0/__init__.py
index accec91755..c91dffcf12 100644
--- a/robotoff/prediction/category/neural/keras_category_classifier_3_0/__init__.py
+++ b/robotoff/prediction/category/neural/keras_category_classifier_3_0/__init__.py
@@ -17,12 +17,12 @@
 )
 from robotoff.types import JSONType, NeuralCategoryClassifierModel, ProductIdentifier
 from robotoff.utils import get_image_from_url, get_logger, http_session
+from robotoff.utils.cache import function_cache_register
 
 from .preprocessing import (
     IMAGE_EMBEDDING_DIM,
     MAX_IMAGE_EMBEDDING,
     NUTRIMENT_NAMES,
-    clear_ingredient_processing_cache,
     generate_inputs_dict,
 )
 
@@ -325,7 +325,8 @@ def predict(
             break
 
     if clear_cache:
-        clear_ingredient_processing_cache()
+        function_cache_register.clear("get_ingredient_taxonomy")
+        function_cache_register.clear("get_ingredient_processor")
 
     return category_predictions, debug
 
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 09cee38441..b58d134ff0 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
@@ -10,6 +10,7 @@
 from robotoff import settings
 from robotoff.taxonomy import Taxonomy
 from robotoff.types import JSONType
+from robotoff.utils.cache import function_cache_register
 from robotoff.utils.text import KeywordProcessor
 
 from .text_utils import fold, get_tag
@@ -46,19 +47,6 @@ def get_ingredient_processor():
     )
 
 
-def clear_ingredient_processing_cache():
-    """Clear all ingredient processing cache:
-
-    - Ingredient processor
-    - Model ingredient taxonomy
-
-    As these resources are memory-hungry, it should be cleared from memory if
-    not used anymore.
-    """
-    get_ingredient_taxonomy.cache_clear()
-    get_ingredient_processor.cache_clear()
-
-
 def generate_inputs_dict(
     product: JSONType,
     ocr_texts: list[str],
@@ -339,3 +327,7 @@ def extract_ingredient_from_text(
     """
     text = fold(text.lower())
     return processor.extract_keywords(text, span_info=True)
+
+
+function_cache_register.register(get_ingredient_taxonomy)
+function_cache_register.register(get_ingredient_processor)
diff --git a/robotoff/prediction/ingredient_list/__init__.py b/robotoff/prediction/ingredient_list/__init__.py
index 522124512f..ef7dc863af 100644
--- a/robotoff/prediction/ingredient_list/__init__.py
+++ b/robotoff/prediction/ingredient_list/__init__.py
@@ -13,6 +13,7 @@
 from robotoff.prediction.langid import LanguagePrediction, predict_lang_batch
 from robotoff.triton import GRPCInferenceServiceStub, get_triton_inference_stub
 from robotoff.utils import http_session
+from robotoff.utils.cache import function_cache_register
 
 from .transformers_pipeline import AggregationStrategy, TokenClassificationPipeline
 
@@ -300,3 +301,6 @@ def build_triton_request(
     request.raw_input_contents.extend([attention_mask.tobytes()])
 
     return request
+
+
+function_cache_register.register(get_tokenizer)
diff --git a/robotoff/prediction/ingredient_list/postprocess.py b/robotoff/prediction/ingredient_list/postprocess.py
index bbb0c0bb3c..61d0a5ebaf 100644
--- a/robotoff/prediction/ingredient_list/postprocess.py
+++ b/robotoff/prediction/ingredient_list/postprocess.py
@@ -4,6 +4,7 @@
 from lark import Discard, Lark, Transformer
 
 from robotoff import settings
+from robotoff.utils.cache import function_cache_register
 
 ASTERISK_SYMBOL = r"((\* ?=?|\(¹\)|\") ?)"
 FROM_ORGANIC_FARMING_FR = r"issus? de l'agriculture (biologique|bio|durable)"
@@ -140,3 +141,6 @@ def detect_trace_mention(text: str, end_idx: int) -> int:
 
     end_idx += end_idx_offset
     return end_idx
+
+
+function_cache_register.register(load_trace_grammar)
diff --git a/robotoff/prediction/nutrition_extraction.py b/robotoff/prediction/nutrition_extraction.py
index 2b157aa69f..bb8f29d435 100644
--- a/robotoff/prediction/nutrition_extraction.py
+++ b/robotoff/prediction/nutrition_extraction.py
@@ -19,6 +19,7 @@
     get_triton_inference_stub,
 )
 from robotoff.types import JSONType
+from robotoff.utils.cache import function_cache_register
 from robotoff.utils.logger import get_logger
 
 logger = get_logger(__name__)
@@ -679,3 +680,7 @@ def build_triton_request(
     add_triton_infer_input_tensor(request, "pixel_values", pixel_values, "FP32")
 
     return request
+
+
+function_cache_register.register(get_processor)
+function_cache_register.register(get_id2label)
diff --git a/robotoff/prediction/ocr/brand.py b/robotoff/prediction/ocr/brand.py
index 708ba6e83f..55214b1683 100644
--- a/robotoff/prediction/ocr/brand.py
+++ b/robotoff/prediction/ocr/brand.py
@@ -7,6 +7,7 @@
 from robotoff.brands import get_brand_blacklist, keep_brand_from_taxonomy
 from robotoff.types import Prediction, PredictionType
 from robotoff.utils import get_logger, text_file_iter
+from robotoff.utils.cache import function_cache_register
 from robotoff.utils.text import KeywordProcessor, get_tag
 
 from .utils import generate_keyword_processor
@@ -135,3 +136,8 @@ def find_brands(content: Union[OCRResult, str]) -> list[Prediction]:
         predictions += extract_brands_google_cloud_vision(content)
 
     return predictions
+
+
+function_cache_register.register(get_logo_annotation_brands)
+function_cache_register.register(get_taxonomy_brand_processor)
+function_cache_register.register(get_brand_processor)
diff --git a/robotoff/prediction/ocr/image_flag.py b/robotoff/prediction/ocr/image_flag.py
index e69fa6e75e..6e0a3e8ed1 100644
--- a/robotoff/prediction/ocr/image_flag.py
+++ b/robotoff/prediction/ocr/image_flag.py
@@ -6,6 +6,7 @@
 from robotoff import settings
 from robotoff.types import Prediction, PredictionType
 from robotoff.utils import text_file_iter
+from robotoff.utils.cache import function_cache_register
 from robotoff.utils.text import KeywordProcessor
 
 # Increase version ID when introducing breaking change: changes for which we
@@ -133,3 +134,6 @@ def flag_image(content: Union[OCRResult, str]) -> list[Prediction]:
             break
 
     return predictions
+
+
+function_cache_register.register(generate_image_flag_keyword_processor)
diff --git a/robotoff/prediction/ocr/label.py b/robotoff/prediction/ocr/label.py
index c9e8e861d3..69cfe69147 100644
--- a/robotoff/prediction/ocr/label.py
+++ b/robotoff/prediction/ocr/label.py
@@ -13,6 +13,7 @@
 from robotoff import settings
 from robotoff.types import Prediction, PredictionType
 from robotoff.utils import get_logger, text_file_iter
+from robotoff.utils.cache import function_cache_register
 from robotoff.utils.text import KeywordProcessor
 
 from .utils import generate_keyword_processor
@@ -280,3 +281,7 @@ def find_labels(content: Union[OCRResult, str]) -> list[Prediction]:
                 )
 
     return predictions
+
+
+function_cache_register.register(get_logo_annotation_labels)
+function_cache_register.register(generate_label_keyword_processor)
diff --git a/robotoff/prediction/ocr/packaging.py b/robotoff/prediction/ocr/packaging.py
index 97a11dca08..41c4be73d3 100644
--- a/robotoff/prediction/ocr/packaging.py
+++ b/robotoff/prediction/ocr/packaging.py
@@ -12,6 +12,7 @@
 from robotoff.taxonomy import TaxonomyType
 from robotoff.types import PackagingElementProperty, Prediction, PredictionType
 from robotoff.utils import get_logger, load_json
+from robotoff.utils.cache import function_cache_register
 from robotoff.utils.text import strip_consecutive_spaces
 
 logger = get_logger(__name__)
@@ -237,3 +238,7 @@ def find_packaging(content: Union[OCRResult, str]) -> list[Prediction]:
         return predictions
 
     return []
+
+
+function_cache_register.register(load_grammar)
+function_cache_register.register(load_taxonomy_map)
diff --git a/robotoff/prediction/ocr/store.py b/robotoff/prediction/ocr/store.py
index d8cbbec13d..9e51efa7d0 100644
--- a/robotoff/prediction/ocr/store.py
+++ b/robotoff/prediction/ocr/store.py
@@ -13,6 +13,7 @@
 from robotoff import settings
 from robotoff.types import Prediction, PredictionType
 from robotoff.utils import text_file_iter
+from robotoff.utils.cache import function_cache_register
 
 # Increase version ID when introducing breaking change: changes for which we
 # want old predictions to be removed in DB and replaced by newer ones
@@ -102,3 +103,8 @@ def find_stores(content: Union[OCRResult, str]) -> list[Prediction]:
                 break
 
     return results
+
+
+function_cache_register.register(get_sorted_stores)
+function_cache_register.register(get_store_ocr_regex)
+function_cache_register.register(get_notify_stores)
diff --git a/robotoff/taxonomy.py b/robotoff/taxonomy.py
index b4ac116d80..e876ca2bfc 100644
--- a/robotoff/taxonomy.py
+++ b/robotoff/taxonomy.py
@@ -1,13 +1,14 @@
 import collections
 from typing import Optional
 
-import cachetools
+from cachetools.func import ttl_cache
 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.utils import get_logger
+from robotoff.utils.cache import function_cache_register
 from robotoff.utils.text import get_tag
 
 logger = get_logger(__name__)
@@ -39,7 +40,8 @@ def generate_category_hierarchy(
     return categories_hierarchy_list
 
 
-@cachetools.cached(cache=cachetools.TTLCache(maxsize=100, ttl=12 * 60 * 60))  # 12h
+# ttl: 12h
+@ttl_cache(maxsize=100, ttl=12 * 60 * 60)
 def get_taxonomy(taxonomy_type: TaxonomyType | str, offline: bool = False) -> Taxonomy:
     """Return the taxonomy of type `taxonomy_type`.
 
@@ -73,7 +75,8 @@ def is_prefixed_value(value: str) -> bool:
     return len(value) > 3 and value[2] == ":"
 
 
-@cachetools.cached(cachetools.TTLCache(maxsize=2, ttl=43200))  # 12h TTL
+# ttl: 12h
+@ttl_cache(maxsize=2, ttl=12 * 60 * 60)
 def get_taxonomy_mapping(taxonomy_type: str) -> dict[str, str]:
     """Return for label type a mapping of prefixed taxonomy values in all
     languages (such as `fr:bio-europeen` or `es:"ecologico-ue`) to their
@@ -121,3 +124,7 @@ def load_resources():
 
     for taxonomy_type in (TaxonomyType.brand, TaxonomyType.label):
         get_taxonomy_mapping(taxonomy_type.name)
+
+
+function_cache_register.register(get_taxonomy)
+function_cache_register.register(get_taxonomy_mapping)
diff --git a/robotoff/utils/cache.py b/robotoff/utils/cache.py
index 4589ee9630..f54f1fea56 100644
--- a/robotoff/utils/cache.py
+++ b/robotoff/utils/cache.py
@@ -47,3 +47,31 @@ def cache_http_request(
         disk_cache.set(key, r.content, expire=cache_expire, tag=tag)
 
     return content_bytes
+
+
+class FunctionCacheRegister:
+    """A class that register all functions that are cached with `functools.cache`,
+    `functools.lru_cache` or `cachetools.func.*` functions."""
+
+    def __init__(self):
+        self.cache = {}
+
+    def register(self, func: Callable) -> None:
+        """Register a function to be cached."""
+        if func.__name__ in self.cache:
+            raise ValueError(f"Function {func.__name__} is already registered.")
+
+        self.cache[func.__name__] = func
+
+    def clear(self, func_name: str) -> None:
+        """Clear the cache of a function."""
+        if func_name in self.cache:
+            self.cache[func_name].cache_clear()
+
+    def clear_all(self) -> None:
+        """Clear the cache of all functions."""
+        for func_name in self.cache:
+            self.cache[func_name].cache_clear()
+
+
+function_cache_register = FunctionCacheRegister()