diff --git a/.github/workflows/build-pipeline.yml b/.github/workflows/build-pipeline.yml
index db822ec3..9582a68b 100644
--- a/.github/workflows/build-pipeline.yml
+++ b/.github/workflows/build-pipeline.yml
@@ -84,7 +84,7 @@ jobs:
           poetry run flake8 podaac
       - name: Test and coverage
         run: |
-          poetry run pytest --junitxml=build/reports/pytest.xml --cov=podaac/ --cov-report=xml:build/reports/coverage.xml -m "not aws and not integration" tests/
+          poetry run pytest -n auto --junitxml=build/reports/pytest.xml --cov=podaac/ --cov-report=xml:build/reports/coverage.xml -m "not aws and not integration" tests/
       - name: SonarCloud Scan
         id: sonarcloud
         uses: sonarsource/sonarcloud-github-action@master
@@ -295,3 +295,15 @@ jobs:
           git config user.email "${GITHUB_ACTOR}@users.noreply.github.com"
           git tag -a "${{ env.software_version }}" -m "Version ${{ env.software_version }}"
           git push origin "${{ env.software_version }}"
+
+      - name: Deploy Harmony
+        env:
+            ENV: ${{ env.venue }}
+            CMR_USER: ${{ secrets.CMR_USER }}
+            CMR_PASS: ${{ secrets.CMR_PASS }}
+        if: |
+          github.ref == 'refs/heads/main'    ||
+          startsWith(github.ref, 'refs/heads/release')
+        working-directory: deployment
+        run: 
+          poetry run python harmony_deploy.py --tag ${{ env.software_version }} 
diff --git a/deployment/harmony_deploy.py b/deployment/harmony_deploy.py
new file mode 100644
index 00000000..57e46f97
--- /dev/null
+++ b/deployment/harmony_deploy.py
@@ -0,0 +1,67 @@
+import os
+import requests
+import json
+import logging
+import argparse
+from requests.auth import HTTPBasicAuth
+
+# Environment variables
+ENV = os.getenv('ENV')
+CMR_USER = os.getenv('CMR_USER')
+CMR_PASS = os.getenv('CMR_PASS')
+
+def bearer_token() -> str:
+    tokens = []
+    headers = {'Accept': 'application/json'}
+    url = f"https://{'uat.' if ENV == 'uat' else ''}urs.earthdata.nasa.gov/api/users"
+
+    # First just try to get a token that already exists
+    try:
+        resp = requests.get(url + "/tokens", headers=headers, auth=HTTPBasicAuth(CMR_USER, CMR_PASS))
+        response_content = json.loads(resp.content)
+
+        for x in response_content:
+            tokens.append(x['access_token'])
+
+    except Exception:  # noqa E722
+        logging.warning("Error getting the token - check user name and password", exc_info=True)
+
+    # No tokens exist, try to create one
+    if not tokens:
+        try:
+            resp = requests.post(url + "/token", headers=headers, auth=HTTPBasicAuth(CMR_USER, CMR_PASS))
+            response_content = json.loads(resp.content)
+            tokens.append(response_content['access_token'])
+        except Exception:  # noqa E722
+            logging.warning("Error getting the token - check user name and password", exc_info=True)
+
+    # If still no token, then we can't do anything
+    if not tokens:
+        raise RuntimeError("Unable to get bearer token from EDL")
+
+    return next(iter(tokens))
+
+if __name__ == "__main__":
+
+    parser = argparse.ArgumentParser(description="Update the service image tag.")
+    parser.add_argument("--tag", help="The new tag version to update.", required=True)
+    args = parser.parse_args()
+
+    url = f"https://harmony.{'uat.' if ENV == 'uat' else ''}earthdata.nasa.gov/service-image-tag/podaac-l2-subsetter"
+    token = bearer_token()
+
+    headers = {
+        "Authorization": f"Bearer {token}",
+        "Content-type": "application/json"
+    }
+    data = {
+        "tag": args.tag
+    }
+
+    response = requests.put(url, headers=headers, json=data)
+
+    print(response.status_code)
+    try:
+        print(response.json())
+    except json.JSONDecodeError:
+        print("Response content is not in JSON format")
diff --git a/podaac/subsetter/dimension_cleanup.py b/podaac/subsetter/dimension_cleanup.py
index 4ba76406..6904ee50 100644
--- a/podaac/subsetter/dimension_cleanup.py
+++ b/podaac/subsetter/dimension_cleanup.py
@@ -117,8 +117,8 @@ def recreate_pixcore_dimensions(datasets: list):
     dim_dict = {}
     count = 0
     for dataset in datasets:
-        dim_list_shape = list(dataset.dims.values())
-        current_dims = list(dataset.dims.keys())
+        dim_list_shape = list(dataset.sizes.values())
+        current_dims = list(dataset.sizes.keys())
         rename_list = []
         for current_dim, dim_value in zip(current_dims, dim_list_shape):
             if current_dim not in dim_dict:
diff --git a/podaac/subsetter/group_handling.py b/podaac/subsetter/group_handling.py
index ee61c76e..5a08528b 100644
--- a/podaac/subsetter/group_handling.py
+++ b/podaac/subsetter/group_handling.py
@@ -119,12 +119,11 @@ def recombine_grouped_datasets(datasets: List[xr.Dataset], output_file: str, sta
         for group in groups:
             base_dataset.createGroup(group)
 
-        for dim_name in list(dataset.dims.keys()):
+        for dim_name in list(dataset.sizes.keys()):
             new_dim_name = dim_name.split(GROUP_DELIM)[-1]
             dim_group = _get_nested_group(base_dataset, dim_name)
             if new_dim_name not in dim_group.dimensions:
-                dim_group.createDimension(new_dim_name, dataset.dims[dim_name])
-
+                dim_group.createDimension(new_dim_name, dataset.sizes[dim_name])
         # Rename variables
         _rename_variables(dataset, base_dataset, start_date, time_vars)
 
diff --git a/podaac/subsetter/subset.py b/podaac/subsetter/subset.py
index ee7ba7a0..9b1c8497 100644
--- a/podaac/subsetter/subset.py
+++ b/podaac/subsetter/subset.py
@@ -23,6 +23,7 @@
 import json
 import operator
 import os
+import re
 from itertools import zip_longest
 from typing import List, Optional, Tuple, Union
 import dateutil
@@ -270,11 +271,11 @@ def calculate_chunks(dataset: xr.Dataset) -> dict:
     """
     if len(dataset.dims) <= 3:
         chunk = {dim: 4000 for dim in dataset.dims
-                 if dataset.dims[dim] > 4000
+                 if dataset.sizes[dim] > 4000
                  and len(dataset.dims) > 1}
     else:
         chunk = {dim: 500 for dim in dataset.dims
-                 if dataset.dims[dim] > 500}
+                 if dataset.sizes[dim] > 500}
 
     return chunk
 
@@ -528,7 +529,7 @@ def compute_time_variable_name(dataset: xr.Dataset, lat_var: xr.Variable, total_
         return time_vars[0]
 
     # Filter variables with 'time' in the name to avoid extra work
-    time_vars = list(filter(lambda var_name: 'time' in var_name, dataset.dims.keys()))
+    time_vars = list(filter(lambda var_name: 'time' in var_name, dataset.sizes.keys()))
 
     for var_name in time_vars:
         if var_name not in total_time_vars and "time" in var_name and dataset[var_name].squeeze().dims == lat_var.squeeze().dims:
@@ -542,6 +543,15 @@ def compute_time_variable_name(dataset: xr.Dataset, lat_var: xr.Variable, total_
         if var_name not in total_time_vars and ('time' == var_name_time.lower() or 'timeMidScan' == var_name_time) and dataset[var_name].squeeze().dims[0] in lat_var.squeeze().dims:
             return var_name
 
+    time_units_pattern = re.compile(r"(days|d|hours|hr|h|minutes|min|m|seconds|sec|s) since \d{4}-\d{2}-\d{2}( \d{2}:\d{2}:\d{2})?")
+    # Check variables for common time variable indicators
+    for var_name, var in dataset.variables.items():
+        # pylint: disable=too-many-boolean-expressions
+        if ((('standard_name' in var.attrs and var.attrs['standard_name'] == 'time') or
+           ('axis' in var.attrs and var.attrs['axis'] == 'T') or
+           ('units' in var.attrs and time_units_pattern.match(var.attrs['units'])))) and var_name not in total_time_vars:
+            return var_name
+
     # then check if any variables have 'time' in the string if the above loop doesn't return anything
     for var_name in list(dataset.data_vars.keys()):
         var_name_time = var_name.strip(GROUP_DELIM).split(GROUP_DELIM)[-1]
diff --git a/poetry.lock b/poetry.lock
index 7de16d5b..a1b87271 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 1.8.1 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -13,13 +13,13 @@ files = [
 
 [[package]]
 name = "astroid"
-version = "3.2.0"
+version = "3.2.2"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "astroid-3.2.0-py3-none-any.whl", hash = "sha256:16ee8ca5c75ac828783028cc1f967777f0e507c6886a295ad143e0f405b975a2"},
-    {file = "astroid-3.2.0.tar.gz", hash = "sha256:f7f829f8506ade59f1b3c6c93d8fac5b1ebc721685fa9af23e9794daf1d450a3"},
+    {file = "astroid-3.2.2-py3-none-any.whl", hash = "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"},
+    {file = "astroid-3.2.2.tar.gz", hash = "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94"},
 ]
 
 [package.dependencies]
@@ -82,17 +82,17 @@ xyzservices = ">=2021.09.1"
 
 [[package]]
 name = "boto3"
-version = "1.34.104"
+version = "1.34.131"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.104-py3-none-any.whl", hash = "sha256:bec91a3bca63320e5f68a25b5eaa7bab65e35bb9253a544875c2e03679f1d5fb"},
-    {file = "boto3-1.34.104.tar.gz", hash = "sha256:5b37c8f4ea6f408147994a6e230c49ca755da57f5964ccea8b8fd4ff5f11759e"},
+    {file = "boto3-1.34.131-py3-none-any.whl", hash = "sha256:05e388cb937e82be70bfd7eb0c84cf8011ff35cf582a593873ac21675268683b"},
+    {file = "boto3-1.34.131.tar.gz", hash = "sha256:dab8f72a6c4e62b4fd70da09e08a6b2a65ea2115b27dd63737142005776ef216"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.104,<1.35.0"
+botocore = ">=1.34.131,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -101,13 +101,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.104"
+version = "1.34.131"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.104-py3-none-any.whl", hash = "sha256:b68ed482e9b4c313129c9948af5a91d0e84840558e6d232a1a27ab0b9733e5b9"},
-    {file = "botocore-1.34.104.tar.gz", hash = "sha256:fe36dd3cea4160fbbe27dc1cf89cb7018234350555a26933b2977947052a346a"},
+    {file = "botocore-1.34.131-py3-none-any.whl", hash = "sha256:13b011d7b206ce00727dcee26548fa3b550db9046d5a0e90ac25a6e6c8fde6ef"},
+    {file = "botocore-1.34.131.tar.gz", hash = "sha256:502ddafe1d627fcf1e4c007c86454e5dd011dba7c58bd8e8a5368a79f3e387dc"},
 ]
 
 [package.dependencies]
@@ -116,28 +116,28 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.20.9)"]
+crt = ["awscrt (==0.20.11)"]
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.6.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
-    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
+    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
 ]
 
 [[package]]
 name = "cf-xarray"
-version = "0.9.0"
+version = "0.9.1"
 description = "A convenience wrapper for using CF attributes on xarray objects"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "cf_xarray-0.9.0-py3-none-any.whl", hash = "sha256:338ae3e55138b6374f64a70844a1f0dac63811781c456b4c30878874b8b4c2c0"},
-    {file = "cf_xarray-0.9.0.tar.gz", hash = "sha256:01213bdc5ed4d41eeb5da179d99076f49a905b1995daef2a0c7ec402b148675c"},
+    {file = "cf_xarray-0.9.1-py3-none-any.whl", hash = "sha256:a2f328b4e7c391b3473b8973d57640d6a9e866fe6f435af89b16562056b35da8"},
+    {file = "cf_xarray-0.9.1.tar.gz", hash = "sha256:9aa965762d3da7015322cd7b78a24ed538e3671229adeebec5590ab429b5202c"},
 ]
 
 [package.dependencies]
@@ -212,32 +212,40 @@ pycparser = "*"
 
 [[package]]
 name = "cftime"
-version = "1.6.3"
+version = "1.6.4"
 description = "Time-handling functionality from netcdf4-python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -480,63 +488,63 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
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 [package.dependencies]
@@ -547,43 +555,43 @@ toml = ["tomli"]
 
 [[package]]
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 optional = false
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+    {file = "cryptography-42.0.8-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:013629ae70b40af70c9a7a5db40abe5d9054e6f4380e50ce769947b73bf3caad"},
+    {file = "cryptography-42.0.8.tar.gz", hash = "sha256:8d09d05439ce7baa8e9e95b07ec5b6c886f548deb7e0f69ef25f64b3bce842f2"},
 ]
 
 [package.dependencies]
@@ -601,13 +609,13 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "dask"
-version = "2024.5.0"
+version = "2024.6.2"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "dask-2024.5.0-py3-none-any.whl", hash = "sha256:a9f8535c832cc5dc25c7ca4768eb47e6e3e49e152c50c28749ae103535787422"},
-    {file = "dask-2024.5.0.tar.gz", hash = "sha256:324f94cdcd93831d24579021b063a2821099c4d51ec094dbc17e0d3ad1d3d351"},
+    {file = "dask-2024.6.2-py3-none-any.whl", hash = "sha256:81b80ee015b2e057b93bb2d1bf13a866136e762e2b24bf54b6b621e8b86b7708"},
+    {file = "dask-2024.6.2.tar.gz", hash = "sha256:d429d6b19e85fd1306ac37c188aaf99d03bbe69a6fe59d2b42882b2ac188686f"},
 ]
 
 [package.dependencies]
@@ -615,7 +623,7 @@ bokeh = {version = ">=2.4.2", optional = true, markers = "extra == \"diagnostics
 click = ">=8.1"
 cloudpickle = ">=1.5.0"
 dask-expr = {version = ">=1.1,<1.2", optional = true, markers = "extra == \"dataframe\""}
-distributed = {version = "2024.5.0", optional = true, markers = "extra == \"distributed\""}
+distributed = {version = "2024.6.2", optional = true, markers = "extra == \"distributed\""}
 fsspec = ">=2021.09.0"
 importlib-metadata = {version = ">=4.13.0", markers = "python_version < \"3.12\""}
 jinja2 = {version = ">=2.10.3", optional = true, markers = "extra == \"diagnostics\""}
@@ -634,25 +642,28 @@ array = ["numpy (>=1.21)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)", "pyarrow-hotfix"]
 dataframe = ["dask-expr (>=1.1,<1.2)", "dask[array]", "pandas (>=1.3)"]
 diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2024.5.0)"]
+distributed = ["distributed (==2024.6.2)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
 name = "dask-expr"
-version = "1.1.0"
+version = "1.1.5"
 description = "High Level Expressions for Dask"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "dask_expr-1.1.0-py3-none-any.whl", hash = "sha256:15c30460fd8493417f00b9c00e070d7037d20848b51d69b3347d0ebc6859e81f"},
-    {file = "dask_expr-1.1.0.tar.gz", hash = "sha256:cd0e0ad4d65229a4fd22a231fa9c7e632cef09c5b6ab7259bdaaaadd20179cdb"},
+    {file = "dask_expr-1.1.5-py3-none-any.whl", hash = "sha256:9f842aeb20e702856a3e553d9e952d63b65529c41f4d54fc434a46bcb18daf44"},
+    {file = "dask_expr-1.1.5.tar.gz", hash = "sha256:8fd2c08706f450c48d9f9177ed9ce732dae3d7eda6242d96112ff05ce7699149"},
 ]
 
 [package.dependencies]
-dask = "2024.5.0"
+dask = "2024.6.2"
 pandas = ">=2"
 pyarrow = ">=7.0.0"
 
+[package.extras]
+analyze = ["crick", "distributed"]
+
 [[package]]
 name = "deprecation"
 version = "2.1.0"
@@ -684,19 +695,19 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "distributed"
-version = "2024.5.0"
+version = "2024.6.2"
 description = "Distributed scheduler for Dask"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "distributed-2024.5.0-py3-none-any.whl", hash = "sha256:59fbe80474c590c9e48e962aefba334763410531c8e86d6890601e4a29b8041f"},
-    {file = "distributed-2024.5.0.tar.gz", hash = "sha256:0f83d627551d3748a5478cd03e12e905dbd620a1adcfab0a0d6a488fd6561b48"},
+    {file = "distributed-2024.6.2-py3-none-any.whl", hash = "sha256:0c1f8ccb1da71273ad8c53c598147dc37e60bef17142fd466cb72618a521880f"},
+    {file = "distributed-2024.6.2.tar.gz", hash = "sha256:bb43b766ada860b163956607c80f99871d823c645e326c2b5e35f020351adc55"},
 ]
 
 [package.dependencies]
 click = ">=8.0"
 cloudpickle = ">=1.5.0"
-dask = "2024.5.0"
+dask = "2024.6.2"
 jinja2 = ">=2.10.3"
 locket = ">=1.0.0"
 msgpack = ">=1.0.0"
@@ -735,6 +746,20 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
+[[package]]
+name = "execnet"
+version = "2.1.1"
+description = "execnet: rapid multi-Python deployment"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "execnet-2.1.1-py3-none-any.whl", hash = "sha256:26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc"},
+    {file = "execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3"},
+]
+
+[package.extras]
+testing = ["hatch", "pre-commit", "pytest", "tox"]
+
 [[package]]
 name = "fiona"
 version = "1.9.6"
@@ -784,29 +809,29 @@ test = ["fiona[s3]", "pytest (>=7)", "pytest-cov", "pytz"]
 
 [[package]]
 name = "flake8"
-version = "7.0.0"
+version = "7.1.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
 files = [
-    {file = "flake8-7.0.0-py2.py3-none-any.whl", hash = "sha256:a6dfbb75e03252917f2473ea9653f7cd799c3064e54d4c8140044c5c065f53c3"},
-    {file = "flake8-7.0.0.tar.gz", hash = "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132"},
+    {file = "flake8-7.1.0-py2.py3-none-any.whl", hash = "sha256:2e416edcc62471a64cea09353f4e7bdba32aeb079b6e360554c659a122b1bc6a"},
+    {file = "flake8-7.1.0.tar.gz", hash = "sha256:48a07b626b55236e0fb4784ee69a465fbf59d79eec1f5b4785c3d3bc57d17aa5"},
 ]
 
 [package.dependencies]
 mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.11.0,<2.12.0"
+pycodestyle = ">=2.12.0,<2.13.0"
 pyflakes = ">=3.2.0,<3.3.0"
 
 [[package]]
 name = "fsspec"
-version = "2024.3.1"
+version = "2024.6.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2024.3.1-py3-none-any.whl", hash = "sha256:918d18d41bf73f0e2b261824baeb1b124bcf771767e3a26425cd7dec3332f512"},
-    {file = "fsspec-2024.3.1.tar.gz", hash = "sha256:f39780e282d7d117ffb42bb96992f8a90795e4d0fb0f661a70ca39fe9c43ded9"},
+    {file = "fsspec-2024.6.0-py3-none-any.whl", hash = "sha256:58d7122eb8a1a46f7f13453187bfea4972d66bf01618d37366521b1998034cee"},
+    {file = "fsspec-2024.6.0.tar.gz", hash = "sha256:f579960a56e6d8038a9efc8f9c77279ec12e6299aa86b0769a7e9c46b94527c2"},
 ]
 
 [package.extras]
@@ -814,7 +839,8 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 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"]
@@ -831,6 +857,9 @@ 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]]
@@ -887,13 +916,13 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "harmony-service-lib"
-version = "1.0.26"
+version = "1.0.27"
 description = "A library for Python-based Harmony services to parse incoming messages, fetch data, stage data, and call back to Harmony"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "harmony_service_lib-1.0.26-py3-none-any.whl", hash = "sha256:fce65b5334f055c1d28036ca74df72c974d8229e69e108238ad599f3c3e7a8f4"},
-    {file = "harmony_service_lib-1.0.26.tar.gz", hash = "sha256:a6a7342633859dbaba59ab595121ac06cced94d9b2d5aba44abc7ddbdd8d8ab0"},
+    {file = "harmony_service_lib-1.0.27-py3-none-any.whl", hash = "sha256:edf3aaa4b6f18addbfc4b54c20746d16ffe365a55ebaab0f4df47296b5900af3"},
+    {file = "harmony_service_lib-1.0.27.tar.gz", hash = "sha256:7992bbed205e02ad15dcc35526e7a827e6c3054a65d5eb5b59ddfec160950ca1"},
 ]
 
 [package.dependencies]
@@ -929,22 +958,22 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.1.0"
+version = "7.2.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
-    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
+    {file = "importlib_metadata-7.2.0-py3-none-any.whl", hash = "sha256:04e4aad329b8b948a5711d394fa8759cb80f009225441b4f2a02bd4d8e5f426c"},
+    {file = "importlib_metadata-7.2.0.tar.gz", hash = "sha256:3ff4519071ed42740522d494d04819b666541b9752c43012f85afb2cc220fcc6"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -1213,13 +1242,13 @@ files = [
 
 [[package]]
 name = "moto"
-version = "5.0.2"
+version = "5.0.9"
 description = ""
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "moto-5.0.2-py2.py3-none-any.whl", hash = "sha256:71bb832a18b64f10fc4cec117b9b0e2305e5831d9a17eb74f6b9819ed7613843"},
-    {file = "moto-5.0.2.tar.gz", hash = "sha256:7e27395e5c63ff9554ae14b5baa41bfe6d6b1be0e59eb02977c6ce28411246de"},
+    {file = "moto-5.0.9-py2.py3-none-any.whl", hash = "sha256:21a13e02f83d6a18cfcd99949c96abb2e889f4bd51c4c6a3ecc8b78765cb854e"},
+    {file = "moto-5.0.9.tar.gz", hash = "sha256:eb71f1cba01c70fff1f16086acb24d6d9aeb32830d646d8989f98a29aeae24ba"},
 ]
 
 [package.dependencies]
@@ -1234,24 +1263,25 @@ werkzeug = ">=0.5,<2.2.0 || >2.2.0,<2.2.1 || >2.2.1"
 xmltodict = "*"
 
 [package.extras]
-all = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.1)", "pyparsing (>=3.0.7)", "setuptools"]
+all = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.5)", "pyparsing (>=3.0.7)", "setuptools"]
 apigateway = ["PyYAML (>=5.1)", "joserfc (>=0.9.0)", "openapi-spec-validator (>=0.5.0)"]
 apigatewayv2 = ["PyYAML (>=5.1)", "openapi-spec-validator (>=0.5.0)"]
 appsync = ["graphql-core"]
 awslambda = ["docker (>=3.0.0)"]
 batch = ["docker (>=3.0.0)"]
-cloudformation = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.1)", "pyparsing (>=3.0.7)", "setuptools"]
+cloudformation = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.5)", "pyparsing (>=3.0.7)", "setuptools"]
 cognitoidp = ["joserfc (>=0.9.0)"]
-dynamodb = ["docker (>=3.0.0)", "py-partiql-parser (==0.5.1)"]
-dynamodbstreams = ["docker (>=3.0.0)", "py-partiql-parser (==0.5.1)"]
+dynamodb = ["docker (>=3.0.0)", "py-partiql-parser (==0.5.5)"]
+dynamodbstreams = ["docker (>=3.0.0)", "py-partiql-parser (==0.5.5)"]
 glue = ["pyparsing (>=3.0.7)"]
 iotdata = ["jsondiff (>=1.1.2)"]
-proxy = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=2.5.1)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.1)", "pyparsing (>=3.0.7)", "setuptools"]
-resourcegroupstaggingapi = ["PyYAML (>=5.1)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.1)", "pyparsing (>=3.0.7)"]
-s3 = ["PyYAML (>=5.1)", "py-partiql-parser (==0.5.1)"]
-s3crc32c = ["PyYAML (>=5.1)", "crc32c", "py-partiql-parser (==0.5.1)"]
-server = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "flask (!=2.2.0,!=2.2.1)", "flask-cors", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.1)", "pyparsing (>=3.0.7)", "setuptools"]
+proxy = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=2.5.1)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.5)", "pyparsing (>=3.0.7)", "setuptools"]
+resourcegroupstaggingapi = ["PyYAML (>=5.1)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.5)", "pyparsing (>=3.0.7)"]
+s3 = ["PyYAML (>=5.1)", "py-partiql-parser (==0.5.5)"]
+s3crc32c = ["PyYAML (>=5.1)", "crc32c", "py-partiql-parser (==0.5.5)"]
+server = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "flask (!=2.2.0,!=2.2.1)", "flask-cors", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.5)", "pyparsing (>=3.0.7)", "setuptools"]
 ssm = ["PyYAML (>=5.1)"]
+stepfunctions = ["antlr4-python3-runtime", "jsonpath-ng"]
 xray = ["aws-xray-sdk (>=0.93,!=0.96)", "setuptools"]
 
 [[package]]
@@ -1321,38 +1351,36 @@ files = [
 
 [[package]]
 name = "netcdf4"
-version = "1.6.5"
+version = "1.7.1"
 description = "Provides an object-oriented python interface to the netCDF version 4 library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "netCDF4-1.6.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d23b97cbde2bf413fadc4697c5c255a0436511c02f811e127e0fb12f5b882a4c"},
-    {file = "netCDF4-1.6.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e5edfed673005f47f8d2fbea9c72c382b085dd358ac3c20ca743a563ed7b90e"},
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@@ -1410,13 +1438,13 @@ files = [
 
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 description = "Core utilities for Python packages"
 optional = false
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 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
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 python-versions = ">=3.8"
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+    {file = "psutil-6.0.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:ffe7fc9b6b36beadc8c322f84e1caff51e8703b88eee1da46d1e3a6ae11b4fd0"},
+    {file = "psutil-6.0.0.tar.gz", hash = "sha256:8faae4f310b6d969fa26ca0545338b21f73c6b15db7c4a8d934a5482faa818f2"},
 ]
 
 [package.extras]
@@ -1727,13 +1756,13 @@ files = [
 
 [[package]]
 name = "pycodestyle"
-version = "2.11.1"
+version = "2.12.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pycodestyle-2.11.1-py2.py3-none-any.whl", hash = "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"},
-    {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"},
+    {file = "pycodestyle-2.12.0-py2.py3-none-any.whl", hash = "sha256:949a39f6b86c3e1515ba1787c2022131d165a8ad271b11370a8819aa070269e4"},
+    {file = "pycodestyle-2.12.0.tar.gz", hash = "sha256:442f950141b4f43df752dd303511ffded3a04c2b6fb7f65980574f0c31e6e79c"},
 ]
 
 [[package]]
@@ -1774,22 +1803,22 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "3.2.0"
+version = "3.2.3"
 description = "python code static checker"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "pylint-3.2.0-py3-none-any.whl", hash = "sha256:9f20c05398520474dac03d7abb21ab93181f91d4c110e1e0b32bc0d016c34fa4"},
-    {file = "pylint-3.2.0.tar.gz", hash = "sha256:ad8baf17c8ea5502f23ae38d7c1b7ec78bd865ce34af9a0b986282e2611a8ff2"},
+    {file = "pylint-3.2.3-py3-none-any.whl", hash = "sha256:b3d7d2708a3e04b4679e02d99e72329a8b7ee8afb8d04110682278781f889fa8"},
+    {file = "pylint-3.2.3.tar.gz", hash = "sha256:02f6c562b215582386068d52a30f520d84fdbcf2a95fc7e855b816060d048b60"},
 ]
 
 [package.dependencies]
-astroid = ">=3.2.0,<=3.3.0-dev0"
+astroid = ">=3.2.2,<=3.3.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
     {version = ">=0.2", markers = "python_version < \"3.11\""},
-    {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
     {version = ">=0.3.6", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
+    {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
 ]
 isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
 mccabe = ">=0.6,<0.8"
@@ -1885,13 +1914,13 @@ validation = ["jsonschema (==3.2.0)"]
 
 [[package]]
 name = "pytest"
-version = "8.2.0"
+version = "8.2.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-8.2.0-py3-none-any.whl", hash = "sha256:1733f0620f6cda4095bbf0d9ff8022486e91892245bb9e7d5542c018f612f233"},
-    {file = "pytest-8.2.0.tar.gz", hash = "sha256:d507d4482197eac0ba2bae2e9babf0672eb333017bcedaa5fb1a3d42c1174b3f"},
+    {file = "pytest-8.2.2-py3-none-any.whl", hash = "sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343"},
+    {file = "pytest-8.2.2.tar.gz", hash = "sha256:de4bb8104e201939ccdc688b27a89a7be2079b22e2bd2b07f806b6ba71117977"},
 ]
 
 [package.dependencies]
@@ -1943,6 +1972,41 @@ pytest = ">=4.6"
 [package.extras]
 testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 
+[[package]]
+name = "pytest-rerunfailures"
+version = "14.0"
+description = "pytest plugin to re-run tests to eliminate flaky failures"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pytest-rerunfailures-14.0.tar.gz", hash = "sha256:4a400bcbcd3c7a4ad151ab8afac123d90eca3abe27f98725dc4d9702887d2e92"},
+    {file = "pytest_rerunfailures-14.0-py3-none-any.whl", hash = "sha256:4197bdd2eaeffdbf50b5ea6e7236f47ff0e44d1def8dae08e409f536d84e7b32"},
+]
+
+[package.dependencies]
+packaging = ">=17.1"
+pytest = ">=7.2"
+
+[[package]]
+name = "pytest-xdist"
+version = "3.6.1"
+description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pytest_xdist-3.6.1-py3-none-any.whl", hash = "sha256:9ed4adfb68a016610848639bb7e02c9352d5d9f03d04809919e2dafc3be4cca7"},
+    {file = "pytest_xdist-3.6.1.tar.gz", hash = "sha256:ead156a4db231eec769737f57668ef58a2084a34b2e55c4a8fa20d861107300d"},
+]
+
+[package.dependencies]
+execnet = ">=2.1"
+pytest = ">=7.0.0"
+
+[package.extras]
+psutil = ["psutil (>=3.0)"]
+setproctitle = ["setproctitle"]
+testing = ["filelock"]
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
@@ -1991,7 +2055,6 @@ files = [
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@@ -1999,16 +2062,8 @@ files = [
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     {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
-    {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
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-    {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
-    {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"},
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     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"},
@@ -2025,7 +2080,6 @@ files = [
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     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"},
-    {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"},
     {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"},
     {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"},
     {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"},
@@ -2033,7 +2087,6 @@ files = [
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     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"},
-    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
     {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
@@ -2056,13 +2109,13 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "requests"
-version = "2.32.0"
+version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "requests-2.32.0-py3-none-any.whl", hash = "sha256:f2c3881dddb70d056c5bd7600a4fae312b2a300e39be6a118d30b90bd27262b5"},
-    {file = "requests-2.32.0.tar.gz", hash = "sha256:fa5490319474c82ef1d2c9bc459d3652e3ae4ef4c4ebdd18a21145a47ca4b6b8"},
+    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
+    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
 ]
 
 [package.dependencies]
@@ -2077,13 +2130,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "responses"
-version = "0.25.0"
+version = "0.25.3"
 description = "A utility library for mocking out the `requests` Python library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "responses-0.25.0-py3-none-any.whl", hash = "sha256:2f0b9c2b6437db4b528619a77e5d565e4ec2a9532162ac1a131a83529db7be1a"},
-    {file = "responses-0.25.0.tar.gz", hash = "sha256:01ae6a02b4f34e39bffceb0fc6786b67a25eae919c6368d05eabc8d9576c2a66"},
+    {file = "responses-0.25.3-py3-none-any.whl", hash = "sha256:521efcbc82081ab8daa588e08f7e8a64ce79b91c39f6e62199b19159bea7dbcb"},
+    {file = "responses-0.25.3.tar.gz", hash = "sha256:617b9247abd9ae28313d57a75880422d55ec63c29d33d629697590a034358dba"},
 ]
 
 [package.dependencies]
@@ -2537,13 +2590,13 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.11.0"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
-    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
@@ -2559,13 +2612,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "1.26.18"
+version = "1.26.19"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
-    {file = "urllib3-1.26.18-py2.py3-none-any.whl", hash = "sha256:34b97092d7e0a3a8cf7cd10e386f401b3737364026c45e622aa02903dffe0f07"},
-    {file = "urllib3-1.26.18.tar.gz", hash = "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"},
+    {file = "urllib3-1.26.19-py2.py3-none-any.whl", hash = "sha256:37a0344459b199fce0e80b0d3569837ec6b6937435c5244e7fd73fa6006830f3"},
+    {file = "urllib3-1.26.19.tar.gz", hash = "sha256:3e3d753a8618b86d7de333b4223005f68720bcd6a7d2bcb9fbd2229ec7c1e429"},
 ]
 
 [package.extras]
@@ -2592,13 +2645,13 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "xarray"
-version = "2024.5.0"
+version = "2024.6.0"
 description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "xarray-2024.5.0-py3-none-any.whl", hash = "sha256:7ddedfe2294a0ab00f02d0fbdcb9c6300ec589f3cf436a9c7b7b577a12cd9bcf"},
-    {file = "xarray-2024.5.0.tar.gz", hash = "sha256:e0eb1cb265f265126795f388ed9591f3c752f2aca491f6c0576711fd15b708f2"},
+    {file = "xarray-2024.6.0-py3-none-any.whl", hash = "sha256:721a7394e8ec3d592b2d8ebe21eed074ac077dc1bb1bd777ce00e41700b4866c"},
+    {file = "xarray-2024.6.0.tar.gz", hash = "sha256:0b91e0bc4dc0296947947640fe31ec6e867ce258d2f7cbc10bedf4a6d68340c7"},
 ]
 
 [package.dependencies]
@@ -2628,13 +2681,13 @@ files = [
 
 [[package]]
 name = "xyzservices"
-version = "2024.4.0"
+version = "2024.6.0"
 description = "Source of XYZ tiles providers"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "xyzservices-2024.4.0-py3-none-any.whl", hash = "sha256:b83e48c5b776c9969fffcfff57b03d02b1b1cd6607a9d9c4e7f568b01ef47f4c"},
-    {file = "xyzservices-2024.4.0.tar.gz", hash = "sha256:6a04f11487a6fb77d92a98984cd107fbd9157fd5e65f929add9c3d6e604ee88c"},
+    {file = "xyzservices-2024.6.0-py3-none-any.whl", hash = "sha256:fecb2508f0f2b71c819aecf5df2c03cef001c56a4b49302e640f3b34710d25e4"},
+    {file = "xyzservices-2024.6.0.tar.gz", hash = "sha256:58c1bdab4257d2551b9ef91cd48571f77b7c4d2bc45bf5e3c05ac97b3a4d7282"},
 ]
 
 [[package]]
@@ -2650,18 +2703,18 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.18.1"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
-    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
-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-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "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)"]
 
 [extras]
 harmony = ["harmony-service-lib", "pystac"]
@@ -2669,4 +2722,4 @@ harmony = ["harmony-service-lib", "pystac"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "dded8e00b53f4c441d551560bb878d1308d3a16393e137105ca360b8571217be"
+content-hash = "2f285d0a855c9afea5e069e0b8ce8a0816ae4b7736635c42e93c5f04ae30d121"
diff --git a/pyproject.toml b/pyproject.toml
index e69253c6..154beedf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -47,10 +47,12 @@ pytest-cov = "~5"
 pylint = "^3.0.2"
 sphinx = "^7.2.6"
 pytest-benchmark = "~4"
-moto = "5.0.2"
+moto = "^5.0.2"
 jsonschema = "^4.20.0"
 m2r2 = "^0.3.2"
 sphinx-rtd-theme = "^2.0.0"
+pytest-rerunfailures = "^14.0"
+pytest-xdist = "^3.6.1"
 
 [tool.pytest.ini_options]
 junit_family = "xunit2"
diff --git a/pytest.ini b/pytest.ini
new file mode 100644
index 00000000..85c12f3f
--- /dev/null
+++ b/pytest.ini
@@ -0,0 +1,2 @@
+[pytest]
+addopts = --reruns 3 --reruns-delay 15
diff --git a/tests/test_subset.py b/tests/test_subset.py
index d6bb6fb9..72b52420 100644
--- a/tests/test_subset.py
+++ b/tests/test_subset.py
@@ -1172,7 +1172,8 @@ def test_temporal_subset_modis_a(data_dir, subset_output_dir, request):
         bbox=bbox,
         output_file=join(subset_output_dir, output_file),
         min_time=min_time,
-        max_time=max_time
+        max_time=max_time,
+        time_var_names=['sst_dtime']
     )
 
     in_ds = xr.open_dataset(join(data_dir, file),
@@ -1527,6 +1528,7 @@ def test_get_time_squeeze(data_dir, subset_output_dir):
                     os.path.join(subset_output_dir, tropomi_file_name))
 
     nc_dataset = nc.Dataset(os.path.join(subset_output_dir, tropomi_file_name))
+    total_time_vars = ['__PRODUCT__time']
 
     args = {
         'decode_coords': False,
@@ -1540,7 +1542,8 @@ def test_get_time_squeeze(data_dir, subset_output_dir):
             **args
     ) as dataset:
         lat_var_name = subset.compute_coordinate_variable_names(dataset)[0][0]
-        time_var_name = subset.compute_time_variable_name(dataset, dataset[lat_var_name], [])
+        time_var_name = subset.compute_time_variable_name(dataset, dataset[lat_var_name], total_time_vars)
+        print(time_var_name)
         lat_dims = dataset[lat_var_name].squeeze().dims
         time_dims = dataset[time_var_name].squeeze().dims
         assert lat_dims == time_dims
@@ -1759,12 +1762,12 @@ def test_get_time_epoch_var(data_dir, subset_output_dir):
             **args
     ) as dataset:
         lat_var_names, _ = subset.compute_coordinate_variable_names(dataset)
-        time_var_names = []
+        time_var_names = ['__PRODUCT__time']
         for lat_var_name in lat_var_names:
             time_var_names.append(subset.compute_time_variable_name(
                     dataset, dataset[lat_var_name], time_var_names
                 ))
-        epoch_time_var = subset.get_time_epoch_var(dataset, time_var_names[0])
+        epoch_time_var = subset.get_time_epoch_var(dataset, time_var_names[1])
 
         assert epoch_time_var.split('__')[-1] == 'time'