diff --git a/.github/workflows/deploy-main.yml b/.github/workflows/deploy-main.yml
index f99d945fa..464528952 100644
--- a/.github/workflows/deploy-main.yml
+++ b/.github/workflows/deploy-main.yml
@@ -12,7 +12,7 @@ on:
 
 env:
   PYTHON_VERSION: '3.11'
-  POETRY_VERSION: '1.8.2'
+  POETRY_VERSION: '1.8.3'
 
 jobs:
   build:
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 76068c058..8017e5466 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -5,7 +5,7 @@ on:
 
 env:
   PYTHON_VERSION: '3.11'
-  POETRY_VERSION: '1.8.2'
+  POETRY_VERSION: '1.8.3'
 
 jobs:
   # Label of the runner job
diff --git a/Dockerfile b/Dockerfile
index c54b16154..50d209767 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -12,7 +12,7 @@ WORKDIR /app
 
 COPY pyproject.toml poetry.lock ./
 
-RUN pip install poetry==1.8.2
+RUN pip install poetry==1.8.3
 
 RUN poetry install
 
diff --git a/Dockerfile_api_import b/Dockerfile_api_import
index 5858f4bd3..50d8448a8 100644
--- a/Dockerfile_api_import
+++ b/Dockerfile_api_import
@@ -12,7 +12,7 @@ WORKDIR /app
 
 COPY pyproject.toml poetry.lock ./
 
-RUN pip install poetry==1.8.2
+RUN pip install poetry==1.8.3
 
 RUN poetry install
 
diff --git a/Dockerfile_ingest b/Dockerfile_ingest
index 0be296b77..ae1d1339b 100644
--- a/Dockerfile_ingest
+++ b/Dockerfile_ingest
@@ -12,7 +12,7 @@ WORKDIR /app
 
 COPY pyproject.toml poetry.lock ./
 
-RUN pip install poetry==1.8.2
+RUN pip install poetry==1.8.3
 
 RUN poetry install
 
diff --git a/docker-compose.yml b/docker-compose.yml
index e588adeb9..51c9ab7a0 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -5,8 +5,8 @@ services:
     build:
       context: ./
       dockerfile: Dockerfile
-    #entrypoint: ["poetry", "run", "pytest","-vv", "-o", "log_cli=true", "--cov-report", "term:skip-covered", "--cov=quotaclimat", "--cov=postgres", "test/"]
-    entrypoint: ["sleep", "12000"] # use to debug the container if needed
+    entrypoint: ["poetry", "run", "pytest","-vv", "-o", "log_cli=true", "--cov-report", "term:skip-covered", "--cov=quotaclimat", "--cov=postgres", "test/"]
+    #entrypoint: ["sleep", "12000"] # use to debug the container if needed
     environment:
       ENV: docker
       # CHANNEL: "fr3-idf"
diff --git a/poetry.lock b/poetry.lock
index 12eb199ce..4bcf91470 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "advertools"
@@ -162,13 +162,13 @@ tz = ["backports.zoneinfo"]
 
 [[package]]
 name = "annotated-types"
-version = "0.6.0"
+version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
-    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
 [[package]]
@@ -593,63 +593,63 @@ files = [
 
 [[package]]
 name = "coverage"
-version = "7.5.0"
+version = "7.5.3"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "cryptography-42.0.7.tar.gz", hash = "sha256:ecbfbc00bf55888edda9868a4cf927205de8499e7fabe6c050322298382953f2"},
 ]
 
 [package.dependencies]
@@ -733,19 +733,19 @@ files = [
 
 [[package]]
 name = "dask"
-version = "2024.4.2"
+version = "2024.5.1"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "dask-2024.5.1-py3-none-any.whl", hash = "sha256:af1cadd1fd1d1d44600ff5de43dd029e5668fdf87422131f4e3e3aa2a6a63555"},
+    {file = "dask-2024.5.1.tar.gz", hash = "sha256:e071fda67031c314569e37ca70b3e88bb30f1d91ff8ee4122b541845847cc264"},
 ]
 
 [package.dependencies]
 click = ">=8.1"
 cloudpickle = ">=1.5.0"
-dask-expr = {version = ">=1.0,<1.1", optional = true, markers = "extra == \"dataframe\""}
+dask-expr = {version = ">=1.1,<1.2", optional = true, markers = "extra == \"dataframe\""}
 fsspec = ">=2021.09.0"
 importlib-metadata = {version = ">=4.13.0", markers = "python_version < \"3.12\""}
 numpy = {version = ">=1.21", optional = true, markers = "extra == \"array\""}
@@ -758,27 +758,38 @@ toolz = ">=0.10.0"
 [package.extras]
 array = ["numpy (>=1.21)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)", "pyarrow-hotfix"]
-dataframe = ["dask-expr (>=1.0,<1.1)", "dask[array]", "pandas (>=1.3)"]
+dataframe = ["dask-expr (>=1.1,<1.2)", "dask[array]", "pandas (>=1.3)"]
 diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2024.4.2)"]
+distributed = ["distributed (==2024.5.1)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
 name = "dask-expr"
-version = "1.0.12"
+version = "1.1.1"
 description = "High Level Expressions for Dask"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
-dask = "2024.4.2"
+dask = "2024.5.1"
 pandas = ">=2"
 pyarrow = ">=7.0.0"
 
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+]
+
 [[package]]
 name = "distlib"
 version = "0.3.8"
@@ -893,13 +904,13 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.13.4"
+version = "3.14.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1011,13 +1022,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.3.1"
+version = "2024.5.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1025,7 +1036,7 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
+dev = ["pre-commit", "ruff"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -1042,6 +1053,9 @@ s3 = ["s3fs"]
 sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
 [[package]]
@@ -1179,69 +1193,61 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "grpcio"
-version = "1.62.2"
+version = "1.64.0"
 description = "HTTP/2-based RPC framework"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 [[package]]
 name = "hyperlink"
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 python-versions = ">=3.8"
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 [package.dependencies]
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 ]
 
 [[package]]
@@ -2140,18 +2133,15 @@ files = [
 
 [[package]]
 name = "nodeenv"
-version = "1.8.0"
+version = "1.9.0"
 description = "Node.js virtual environment builder"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
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 ]
 
-[package.dependencies]
-setuptools = "*"
-
 [[package]]
 name = "numpy"
 version = "1.26.4"
@@ -2343,13 +2333,13 @@ w3lib = ">=1.19.0"
 
 [[package]]
 name = "partd"
-version = "1.4.1"
+version = "1.4.2"
 description = "Appendable key-value storage"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -2357,7 +2347,7 @@ locket = "*"
 toolz = "*"
 
 [package.extras]
-complete = ["blosc", "numpy (>=1.9.0)", "pandas (>=0.19.0)", "pyzmq"]
+complete = ["blosc", "numpy (>=1.20.0)", "pandas (>=1.3)", "pyzmq"]
 
 [[package]]
 name = "pathspec"
@@ -2400,13 +2390,13 @@ testing = ["pytest", "pytest-cov", "wheel"]
 
 [[package]]
 name = "platformdirs"
-version = "4.2.1"
+version = "4.2.2"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2431,13 +2421,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poetry"
-version = "1.8.2"
+version = "1.8.3"
 description = "Python dependency management and packaging made easy."
 optional = false
-python-versions = ">=3.8,<4.0"
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 ]
 
 [package.dependencies]
@@ -2451,7 +2441,7 @@ installer = ">=0.7.0,<0.8.0"
 keyring = ">=24.0.0,<25.0.0"
 packaging = ">=23.1"
 pexpect = ">=4.7.0,<5.0.0"
-pkginfo = ">=1.9.4,<2.0.0"
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 platformdirs = ">=3.0.0,<5"
 poetry-core = "1.9.0"
 poetry-plugin-export = ">=1.6.0,<2.0.0"
@@ -2493,18 +2483,18 @@ files = [
 
 [[package]]
 name = "poetry-plugin-export"
-version = "1.7.1"
+version = "1.8.0"
 description = "Poetry plugin to export the dependencies to various formats"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
-poetry = ">=1.8.0,<2.0.0"
-poetry-core = ">=1.7.0,<2.0.0"
+poetry = ">=1.8.0,<3.0.0"
+poetry-core = ">=1.7.0,<3.0.0"
 
 [[package]]
 name = "pre-commit"
@@ -2551,22 +2541,22 @@ files = [
 
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 name = "protobuf"
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+version = "5.27.0"
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 python-versions = ">=3.8"
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 [[package]]
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 [package.extras]
@@ -3256,20 +3248,20 @@ full = ["numpy"]
 
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -3297,9 +3289,9 @@ virtualenv = {version = ">=20.0.24,<20.21.1 || >20.21.1", optional = true, marke
 
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+cpp = ["ray-cpp (==2.23.0)"]
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@@ -3311,13 +3303,13 @@ tune = ["fsspec", "pandas", "pyarrow (>=6.0.1)", "requests", "tensorboardX (>=1.
 
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 name = "referencing"
-version = "0.35.0"
+version = "0.35.1"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -3326,13 +3318,13 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "requests"
-version = "2.31.0"
+version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
-python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -3347,13 +3339,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "requests-file"
-version = "2.0.0"
+version = "2.1.0"
 description = "File transport adapter for Requests"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -3411,110 +3403,110 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.18.0"
+version = "0.18.1"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
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 name = "shellingham"
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 [package.dependencies]
@@ -3831,27 +3823,28 @@ notebook = ["ipywidgets (>=7.0.0)"]
 
 [[package]]
 name = "tenacity"
-version = "8.2.3"
+version = "8.3.0"
 description = "Retry code until it succeeds"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
-doc = ["reno", "sphinx", "tornado (>=4.5)"]
+doc = ["reno", "sphinx"]
+test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
 [[package]]
 name = "textual"
-version = "0.58.0"
+version = "0.63.6"
 description = "Modern Text User Interface framework"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3896,13 +3889,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.4"
+version = "0.12.5"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -3918,13 +3911,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3938,13 +3931,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "trove-classifiers"
-version = "2024.4.10"
+version = "2024.5.22"
 description = "Canonical source for classifiers on PyPI (pypi.org)."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -4028,13 +4021,13 @@ requests-oauthlib = ">=0.4.0"
 
 [[package]]
 name = "typing-extensions"
-version = "4.11.0"
+version = "4.12.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -4081,13 +4074,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.26.0"
+version = "20.26.2"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -4378,62 +4371,62 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.18.1"
+version = "3.19.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "zope-interface"
-version = "6.3"
+version = "6.4.post2"
 description = "Interfaces for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
diff --git a/quotaclimat/data_processing/mediatree/api_import.py b/quotaclimat/data_processing/mediatree/api_import.py
index 1c91d4270..6a4a4aaa0 100644
--- a/quotaclimat/data_processing/mediatree/api_import.py
+++ b/quotaclimat/data_processing/mediatree/api_import.py
@@ -25,6 +25,7 @@
 from sentry_sdk.crons import monitor
 import modin.pandas as pd
 from modin.pandas import json_normalize
+import ray
 from quotaclimat.utils.sentry import sentry_init
 logging.getLogger('modin.logger.default').setLevel(logging.ERROR)
 logging.getLogger('distributed.scheduler').setLevel(logging.ERROR)
@@ -77,39 +78,50 @@ def get_channels():
 
 async def get_and_save_api_data(exit_event):
     with sentry_sdk.start_transaction(op="task", name="get_and_save_api_data"):
-        conn = connect_to_db()
-        token=get_auth_token(password=password, user_name=USER)
-        type_sub = 's2t'
-
-        (start_date_to_query, end_date) = get_start_end_date_env_variable_with_default()
-        df_programs = get_programs()
-        channels = get_channels()
-        
-        day_range = get_date_range(start_date_to_query, end_date)
-        logging.info(f"Number of days to query : {len(day_range)} - day_range : {day_range}")
-        for day in day_range:
-            token = refresh_token(token, day)
+        try:
+            ray.init(
+                _system_config={
+                    "object_spilling_config": json.dumps(
+                        {"type": "filesystem", "params": {"directory_path": "/tmp/spill"}},
+                    )
+                },
+            )
+            conn = connect_to_db()
+            token=get_auth_token(password=password, user_name=USER)
+            type_sub = 's2t'
+
+            (start_date_to_query, end_date) = get_start_end_date_env_variable_with_default()
+            df_programs = get_programs()
+            channels = get_channels()
             
-            for channel in channels:
-                try:
-                    programs_for_this_day = get_programs_for_this_day(day, channel, df_programs)
-
-                    for index, program in programs_for_this_day.iterrows():
-                        start_epoch = program['start']
-                        end_epoch = program['end']
-                        channel_program = program['program_name']
-                        channel_program_type = program['program_type']
-                        logging.info(f"Querying API for {channel} - {channel_program} - {channel_program_type} - {start_epoch} - {end_epoch}")
-                        df = extract_api_sub(token, channel, type_sub, start_epoch,end_epoch, channel_program,channel_program_type) 
-                        if(df is not None):
-                            # must ._to_pandas() because modin to_sql is not working
-                            save_to_pg(df._to_pandas(), keywords_table, conn)
-                        else: 
-                            logging.info("Nothing to save to Postgresql")
-                except Exception as err:
-                    logging.error(f"continuing loop but met error : {err}")
-                    continue
-    exit_event.set()
+            day_range = get_date_range(start_date_to_query, end_date)
+            logging.info(f"Number of days to query : {len(day_range)} - day_range : {day_range}")
+            for day in day_range:
+                token = refresh_token(token, day)
+                
+                for channel in channels:
+                    try:
+                        programs_for_this_day = get_programs_for_this_day(day, channel, df_programs)
+
+                        for index, program in programs_for_this_day.iterrows():
+                            start_epoch = program['start']
+                            end_epoch = program['end']
+                            channel_program = program['program_name']
+                            channel_program_type = program['program_type']
+                            logging.info(f"Querying API for {channel} - {channel_program} - {channel_program_type} - {start_epoch} - {end_epoch}")
+                            df = extract_api_sub(token, channel, type_sub, start_epoch,end_epoch, channel_program,channel_program_type) 
+                            if(df is not None):
+                                # must ._to_pandas() because modin to_sql is not working
+                                save_to_pg(df._to_pandas(), keywords_table, conn)
+                            else: 
+                                logging.info("Nothing to save to Postgresql")
+                    except Exception as err:
+                        logging.error(f"continuing loop but met error : {err}")
+                        continue
+            exit_event.set()
+        except Exception as err:
+            logging.fatal("get_and_save_api_data (%s) %s" % (type(err).__name__, err))
+            sys.exit(1)
 
 # "Randomly wait up to 2^x * 1 seconds between each retry until the range reaches 60 seconds, then randomly up to 60 seconds afterwards"
 # @see https://github.com/jd/tenacity/tree/main