diff --git a/.gitignore b/.gitignore
index 959f966d..4cea06b9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -105,3 +105,4 @@ cdk.out/
 node_modules
 cdk.context.json
 *.nc
+.DS_Store
diff --git a/README.md b/README.md
index 72717068..4f1bd7db 100644
--- a/README.md
+++ b/README.md
@@ -14,6 +14,8 @@ Example of application built with `titiler.xarray` [package](https://development
 # It's recommended to install dependencies in a virtual environment
 uv sync --dev
 export TEST_ENVIRONMENT=true  # set this when running locally to mock redis
+#optional: Disable caching
+#export TITILER_MULTIDIM_ENABLE_CACHE=false
 uv run uvicorn titiler.multidim.main:app --reload
 ```
 
diff --git a/pyproject.toml b/pyproject.toml
index 47a2b9a9..af8e3714 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -41,8 +41,8 @@ dependencies = [
     "requests",
     "rioxarray",
     "s3fs",
-    "xarray",
-    "zarr>=2,<3",
+    "xarray>2025.07.1",
+    "zarr>3.1.0",
 ]
 
 [project.optional-dependencies]
@@ -56,6 +56,7 @@ lambda = [
 
 [dependency-groups]
 dev = [
+    "dask>=2025.9.1",
     "fakeredis>=2.23.5",
     "httpx",
     "ipykernel>=6.30.1",
diff --git a/src/titiler/multidim/reader.py b/src/titiler/multidim/reader.py
index 73477235..05b2cf42 100644
--- a/src/titiler/multidim/reader.py
+++ b/src/titiler/multidim/reader.py
@@ -34,6 +34,8 @@ def __attrs_post_init__(self):
             group=self.group,
             decode_times=self.decode_times,
         )
+        print(f"DEBUG: Dataset id {id(self.ds)} opened from {self.src_path}")
+        print(f"DEBUG: {api_settings.enable_cache=}")
 
         if not ds and api_settings.enable_cache:
             # Serialize the dataset to bytes using pickle
diff --git a/tests/conftest.py b/tests/conftest.py
index 09a793f2..733ae255 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,15 +1,37 @@
-"""titiler.multidim tests configuration."""
+"""Auto-parametrized fixture that runs both cache configurations."""
 
+import sys
 import pytest
 from fastapi.testclient import TestClient
 
 
-@pytest.fixture
-def app(monkeypatch):
-    """App fixture."""
+# This fixture will automatically parametrize ALL tests that use it
+@pytest.fixture(
+    params=[
+        pytest.param({"cache": True}, id="with_cache"),
+        pytest.param({"cache": False}, id="without_cache"),
+    ]
+)
+def app(request, monkeypatch):
+    """Auto-parametrized app fixture that runs tests with both cache configurations."""
+    config = request.param
+    enable_cache = config.get("cache", False)
+
+    # Set environment variables using monkeypatch (auto-cleanup)
     monkeypatch.setenv("TITILER_MULTIDIM_DEBUG", "TRUE")
     monkeypatch.setenv("TEST_ENVIRONMENT", "1")
+    monkeypatch.setenv(
+        "TITILER_MULTIDIM_ENABLE_CACHE", "TRUE" if enable_cache else "FALSE"
+    )
+
+    # Clear module cache to ensure fresh import
+    modules_to_clear = [
+        key for key in sys.modules.keys() if key.startswith("titiler.multidim")
+    ]
+    for module in modules_to_clear:
+        del sys.modules[module]
 
+    # Import and return the app
     from titiler.multidim.main import app
 
     with TestClient(app) as client:
diff --git a/tests/fixtures/generate_test_zarr.py b/tests/fixtures/generate_test_zarr.py
index 78900bee..66448207 100644
--- a/tests/fixtures/generate_test_zarr.py
+++ b/tests/fixtures/generate_test_zarr.py
@@ -1,4 +1,4 @@
-"""Create zarr fixture."""
+"""Create zarr fixtures for v2 and v3."""
 
 import numpy as np
 import xarray as xr
@@ -8,31 +8,32 @@
 time_dim = 10
 lat_dim = 36
 lon_dim = 72
-chunk_size = (10, 10, 10)
+chunk_size = {"time": 10, "lat": 10, "lon": 10}
 
 # Create coordinates
 time = np.arange(time_dim)
-lat = np.linspace(-90 + res / 2, 90 - res / 2, lat_dim)
-lon = np.linspace(-180 + res / 2, 180 - res / 2, lon_dim)
+lat = np.linspace(-90.0 + res / 2, 90.0 - res / 2, lat_dim)
+lon = np.linspace(-180.0 + res / 2, 180.0 - res / 2, lon_dim)
 
+dtype = np.float64
 # Initialize variables with random data
 CDD0 = xr.DataArray(
-    np.random.rand(time_dim, lat_dim, lon_dim).astype(np.uint8),
+    np.random.rand(time_dim, lat_dim, lon_dim).astype(dtype),
     dims=("time", "lat", "lon"),
     name="CDD0",
 )
 DISPH = xr.DataArray(
-    np.random.rand(time_dim, lat_dim, lon_dim).astype(np.uint8),
+    np.random.rand(time_dim, lat_dim, lon_dim).astype(dtype),
     dims=("time", "lat", "lon"),
     name="DISPH",
 )
 FROST_DAYS = xr.DataArray(
-    np.random.rand(time_dim, lat_dim, lon_dim).astype(np.uint8),
+    np.random.rand(time_dim, lat_dim, lon_dim).astype(dtype),
     dims=("time", "lat", "lon"),
     name="FROST_DAYS",
 )
 GWETPROF = xr.DataArray(
-    np.random.rand(time_dim, lat_dim, lon_dim).astype(np.uint8),
+    np.random.rand(time_dim, lat_dim, lon_dim).astype(dtype),
     dims=("time", "lat", "lon"),
     name="GWETPROF",
 )
@@ -49,4 +50,17 @@
 )
 
 # Save dataset to a local Zarr store
-ds.to_zarr("tests/fixtures/test_zarr_store.zarr", mode="w")
+ds.to_zarr(
+    "tests/fixtures/zarr_store_v3.zarr",
+    mode="w",
+    zarr_format=3,
+    consolidated=False,
+)
+
+# Save dataset to a local Zarr store
+ds.to_zarr(
+    "tests/fixtures/zarr_store_v2.zarr",
+    mode="w",
+    zarr_format=2,
+    consolidated=True,
+)
diff --git a/tests/fixtures/responses/test_zarr_store_zarr_histogram.json b/tests/fixtures/responses/test_zarr_store_zarr_histogram.json
deleted file mode 100644
index 384908e6..00000000
--- a/tests/fixtures/responses/test_zarr_store_zarr_histogram.json
+++ /dev/null
@@ -1,72 +0,0 @@
-[
-  {
-    "bucket": [
-      -0.5,
-      -0.4
-    ],
-    "value": 0
-  },
-  {
-    "bucket": [
-      -0.4,
-      -0.3
-    ],
-    "value": 0
-  },
-  {
-    "bucket": [
-      -0.3,
-      -0.19999999999999996
-    ],
-    "value": 0
-  },
-  {
-    "bucket": [
-      -0.19999999999999996,
-      -0.09999999999999998
-    ],
-    "value": 0
-  },
-  {
-    "bucket": [
-      -0.09999999999999998,
-      0.0
-    ],
-    "value": 0
-  },
-  {
-    "bucket": [
-      0.0,
-      0.10000000000000009
-    ],
-    "value": 2592
-  },
-  {
-    "bucket": [
-      0.10000000000000009,
-      0.20000000000000007
-    ],
-    "value": 0
-  },
-  {
-    "bucket": [
-      0.20000000000000007,
-      0.30000000000000004
-    ],
-    "value": 0
-  },
-  {
-    "bucket": [
-      0.30000000000000004,
-      0.4
-    ],
-    "value": 0
-  },
-  {
-    "bucket": [
-      0.4,
-      0.5
-    ],
-    "value": 0
-  }
-]
\ No newline at end of file
diff --git a/tests/fixtures/responses/test_zarr_store_zarr_info.json b/tests/fixtures/responses/test_zarr_store_zarr_info.json
deleted file mode 100644
index b8be05e7..00000000
--- a/tests/fixtures/responses/test_zarr_store_zarr_info.json
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-  "bounds": [-180.0, -90.0, 180.0, 90.0],
-  "crs": "http://www.opengis.net/def/crs/EPSG/0/4326",
-  "band_metadata": [["b1", {}]],
-  "band_descriptions": [["b1", "0"]],
-  "dtype": "uint8",
-  "nodata_type": "None",
-  "name": "CDD0",
-  "count": 1,
-  "width": 72,
-  "height": 36,
-  "attrs": {},
-  "dimensions": ["y", "x"]
-}
diff --git a/tests/fixtures/responses/test_zarr_store_info.json b/tests/fixtures/responses/zarr_store_v2_zarr_info.json
similarity index 100%
rename from tests/fixtures/responses/test_zarr_store_info.json
rename to tests/fixtures/responses/zarr_store_v2_zarr_info.json
diff --git a/tests/fixtures/responses/test_zarr_store_zarr_tilejson.json b/tests/fixtures/responses/zarr_store_v2_zarr_tilejson.json
similarity index 74%
rename from tests/fixtures/responses/test_zarr_store_zarr_tilejson.json
rename to tests/fixtures/responses/zarr_store_v2_zarr_tilejson.json
index 497b8ff6..bcbee613 100644
--- a/tests/fixtures/responses/test_zarr_store_zarr_tilejson.json
+++ b/tests/fixtures/responses/zarr_store_v2_zarr_tilejson.json
@@ -3,7 +3,7 @@
   "version": "1.0.0",
   "scheme": "xyz",
   "tiles": [
-    "http://testserver/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?url=tests%2Ffixtures%2Ftest_zarr_store.zarr&variable=CDD0&decode_times=false&sel=time%3D0"
+    "http://testserver/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?url=tests%2Ffixtures%2Fzarr_store_v2.zarr&variable=CDD0&decode_times=false&sel=time%3D0"
   ],
   "minzoom": 0,
   "maxzoom": 0,
diff --git a/tests/fixtures/responses/zarr_store_v3_zarr_info.json b/tests/fixtures/responses/zarr_store_v3_zarr_info.json
new file mode 100644
index 00000000..b8e44170
--- /dev/null
+++ b/tests/fixtures/responses/zarr_store_v3_zarr_info.json
@@ -0,0 +1,12 @@
+{
+    "bounds": [-180, -90.0, 180.0, 90.0],
+    "band_metadata": [],
+    "band_descriptions": [],
+    "dtype": "float64",
+    "nodata_type": "None",
+    "height": 36,
+    "count": 1,
+    "width": 72,
+    "attrs": {},
+    "name": "CDD0"
+}
diff --git a/tests/fixtures/responses/zarr_store_v3_zarr_tilejson.json b/tests/fixtures/responses/zarr_store_v3_zarr_tilejson.json
new file mode 100644
index 00000000..ba29e301
--- /dev/null
+++ b/tests/fixtures/responses/zarr_store_v3_zarr_tilejson.json
@@ -0,0 +1,12 @@
+{
+  "tilejson": "2.2.0",
+  "version": "1.0.0",
+  "scheme": "xyz",
+  "tiles": [
+    "http://testserver/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?url=tests%2Ffixtures%2Fzarr_store_v3.zarr&variable=CDD0&decode_times=false&sel=time%3D0"
+  ],
+  "minzoom": 0,
+  "maxzoom": 0,
+  "bounds": [-180.0, -90.0, 180.0, 90.0],
+  "center": [0.0, 0.0, 0]
+}
diff --git a/tests/fixtures/test_zarr_store.zarr/.zgroup b/tests/fixtures/test_zarr_store.zarr/.zgroup
deleted file mode 100644
index 3b7daf22..00000000
--- a/tests/fixtures/test_zarr_store.zarr/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/.zmetadata b/tests/fixtures/test_zarr_store.zarr/.zmetadata
deleted file mode 100644
index 5e3a9d2c..00000000
--- a/tests/fixtures/test_zarr_store.zarr/.zmetadata
+++ /dev/null
@@ -1,208 +0,0 @@
-{
-    "metadata": {
-        ".zattrs": {},
-        ".zgroup": {
-            "zarr_format": 2
-        },
-        "CDD0/.zarray": {
-            "chunks": [
-                10,
-                10,
-                10
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "|u1",
-            "fill_value": null,
-            "filters": null,
-            "order": "C",
-            "shape": [
-                10,
-                36,
-                72
-            ],
-            "zarr_format": 2
-        },
-        "CDD0/.zattrs": {
-            "_ARRAY_DIMENSIONS": [
-                "time",
-                "lat",
-                "lon"
-            ]
-        },
-        "DISPH/.zarray": {
-            "chunks": [
-                10,
-                10,
-                10
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "|u1",
-            "fill_value": null,
-            "filters": null,
-            "order": "C",
-            "shape": [
-                10,
-                36,
-                72
-            ],
-            "zarr_format": 2
-        },
-        "DISPH/.zattrs": {
-            "_ARRAY_DIMENSIONS": [
-                "time",
-                "lat",
-                "lon"
-            ]
-        },
-        "FROST_DAYS/.zarray": {
-            "chunks": [
-                10,
-                10,
-                10
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "|u1",
-            "fill_value": null,
-            "filters": null,
-            "order": "C",
-            "shape": [
-                10,
-                36,
-                72
-            ],
-            "zarr_format": 2
-        },
-        "FROST_DAYS/.zattrs": {
-            "_ARRAY_DIMENSIONS": [
-                "time",
-                "lat",
-                "lon"
-            ]
-        },
-        "GWETPROF/.zarray": {
-            "chunks": [
-                10,
-                10,
-                10
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "|u1",
-            "fill_value": null,
-            "filters": null,
-            "order": "C",
-            "shape": [
-                10,
-                36,
-                72
-            ],
-            "zarr_format": 2
-        },
-        "GWETPROF/.zattrs": {
-            "_ARRAY_DIMENSIONS": [
-                "time",
-                "lat",
-                "lon"
-            ]
-        },
-        "lat/.zarray": {
-            "chunks": [
-                36
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "<f8",
-            "fill_value": "NaN",
-            "filters": null,
-            "order": "C",
-            "shape": [
-                36
-            ],
-            "zarr_format": 2
-        },
-        "lat/.zattrs": {
-            "_ARRAY_DIMENSIONS": [
-                "lat"
-            ]
-        },
-        "lon/.zarray": {
-            "chunks": [
-                72
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "<f8",
-            "fill_value": "NaN",
-            "filters": null,
-            "order": "C",
-            "shape": [
-                72
-            ],
-            "zarr_format": 2
-        },
-        "lon/.zattrs": {
-            "_ARRAY_DIMENSIONS": [
-                "lon"
-            ]
-        },
-        "time/.zarray": {
-            "chunks": [
-                10
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "<i8",
-            "fill_value": null,
-            "filters": null,
-            "order": "C",
-            "shape": [
-                10
-            ],
-            "zarr_format": 2
-        },
-        "time/.zattrs": {
-            "_ARRAY_DIMENSIONS": [
-                "time"
-            ]
-        }
-    },
-    "zarr_consolidated_format": 1
-}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/CDD0/.zarray b/tests/fixtures/test_zarr_store.zarr/CDD0/.zarray
deleted file mode 100644
index 1785efbc..00000000
--- a/tests/fixtures/test_zarr_store.zarr/CDD0/.zarray
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-    "chunks": [
-        10,
-        10,
-        10
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "|u1",
-    "fill_value": null,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        10,
-        36,
-        72
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/CDD0/.zattrs b/tests/fixtures/test_zarr_store.zarr/CDD0/.zattrs
deleted file mode 100644
index 76231419..00000000
--- a/tests/fixtures/test_zarr_store.zarr/CDD0/.zattrs
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-    "_ARRAY_DIMENSIONS": [
-        "time",
-        "lat",
-        "lon"
-    ]
-}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/CDD0/0.0.0 b/tests/fixtures/test_zarr_store.zarr/CDD0/0.0.0
deleted file mode 100644
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--- a/tests/fixtures/test_zarr_store.zarr/DISPH/.zarray
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-    "chunks": [
-        10,
-        10,
-        10
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "|u1",
-    "fill_value": null,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        10,
-        36,
-        72
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-    "zarr_format": 2
-}
\ No newline at end of file
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+++ /dev/null
@@ -1,7 +0,0 @@
-{
-    "_ARRAY_DIMENSIONS": [
-        "time",
-        "lat",
-        "lon"
-    ]
-}
\ No newline at end of file
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deleted file mode 100644
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--- a/tests/fixtures/test_zarr_store.zarr/FROST_DAYS/.zarray
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-    "chunks": [
-        10,
-        10,
-        10
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
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-    "dtype": "|u1",
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-    "filters": null,
-    "order": "C",
-    "shape": [
-        10,
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-        72
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/FROST_DAYS/.zattrs b/tests/fixtures/test_zarr_store.zarr/FROST_DAYS/.zattrs
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--- a/tests/fixtures/test_zarr_store.zarr/FROST_DAYS/.zattrs
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-    "_ARRAY_DIMENSIONS": [
-        "time",
-        "lat",
-        "lon"
-    ]
-}
\ No newline at end of file
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diff --git a/tests/fixtures/test_zarr_store.zarr/GWETPROF/.zarray b/tests/fixtures/test_zarr_store.zarr/GWETPROF/.zarray
deleted file mode 100644
index 1785efbc..00000000
--- a/tests/fixtures/test_zarr_store.zarr/GWETPROF/.zarray
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-    "chunks": [
-        10,
-        10,
-        10
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
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-    "dtype": "|u1",
-    "fill_value": null,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        10,
-        36,
-        72
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-    "zarr_format": 2
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\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/GWETPROF/.zattrs b/tests/fixtures/test_zarr_store.zarr/GWETPROF/.zattrs
deleted file mode 100644
index 76231419..00000000
--- a/tests/fixtures/test_zarr_store.zarr/GWETPROF/.zattrs
+++ /dev/null
@@ -1,7 +0,0 @@
-{
-    "_ARRAY_DIMENSIONS": [
-        "time",
-        "lat",
-        "lon"
-    ]
-}
\ No newline at end of file
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diff --git a/tests/fixtures/test_zarr_store.zarr/lat/.zarray b/tests/fixtures/test_zarr_store.zarr/lat/.zarray
deleted file mode 100644
index 4502ec9c..00000000
--- a/tests/fixtures/test_zarr_store.zarr/lat/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/lat/.zattrs b/tests/fixtures/test_zarr_store.zarr/lat/.zattrs
deleted file mode 100644
index cd3ac946..00000000
--- a/tests/fixtures/test_zarr_store.zarr/lat/.zattrs
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-    "_ARRAY_DIMENSIONS": [
-        "lat"
-    ]
-}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/lon/.zarray b/tests/fixtures/test_zarr_store.zarr/lon/.zarray
deleted file mode 100644
index dfc59d6c..00000000
--- a/tests/fixtures/test_zarr_store.zarr/lon/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    "compressor": {
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-        "clevel": 5,
-        "cname": "lz4",
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-    "shape": [
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\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/lon/.zattrs b/tests/fixtures/test_zarr_store.zarr/lon/.zattrs
deleted file mode 100644
index 6e3c5fe8..00000000
--- a/tests/fixtures/test_zarr_store.zarr/lon/.zattrs
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-    "_ARRAY_DIMENSIONS": [
-        "lon"
-    ]
-}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/time/.zarray b/tests/fixtures/test_zarr_store.zarr/time/.zarray
deleted file mode 100644
index f24b0552..00000000
--- a/tests/fixtures/test_zarr_store.zarr/time/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-        "id": "blosc",
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\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/time/.zattrs b/tests/fixtures/test_zarr_store.zarr/time/.zattrs
deleted file mode 100644
index 5a25782b..00000000
--- a/tests/fixtures/test_zarr_store.zarr/time/.zattrs
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-    "_ARRAY_DIMENSIONS": [
-        "time"
-    ]
-}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/.zattrs b/tests/fixtures/zarr_store_v2.zarr/.zattrs
similarity index 100%
rename from tests/fixtures/test_zarr_store.zarr/.zattrs
rename to tests/fixtures/zarr_store_v2.zarr/.zattrs
diff --git a/tests/fixtures/zarr_store_v2.zarr/.zgroup b/tests/fixtures/zarr_store_v2.zarr/.zgroup
new file mode 100644
index 00000000..cab13da6
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/.zgroup
@@ -0,0 +1,3 @@
+{
+  "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/fixtures/zarr_store_v2.zarr/.zmetadata b/tests/fixtures/zarr_store_v2.zarr/.zmetadata
new file mode 100644
index 00000000..c421c778
--- /dev/null
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@@ -0,0 +1 @@
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new file mode 100644
index 00000000..b4b61048
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/CDD0/.zarray
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+    36,
+    72
+  ],
+  "chunks": [
+    10,
+    10,
+    10
+  ],
+  "dtype": "<f8",
+  "fill_value": "NaN",
+  "order": "C",
+  "filters": null,
+  "dimension_separator": ".",
+  "compressor": {
+    "id": "blosc",
+    "cname": "lz4",
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+    "shuffle": 1,
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new file mode 100644
index 00000000..05bb7217
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/CDD0/.zattrs
@@ -0,0 +1,7 @@
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+  "_ARRAY_DIMENSIONS": [
+    "time",
+    "lat",
+    "lon"
+  ]
+}
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new file mode 100644
index 00000000..b4b61048
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/DISPH/.zarray
@@ -0,0 +1,25 @@
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+    10,
+    36,
+    72
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+  "chunks": [
+    10,
+    10,
+    10
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+  "dtype": "<f8",
+  "fill_value": "NaN",
+  "order": "C",
+  "filters": null,
+  "dimension_separator": ".",
+  "compressor": {
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new file mode 100644
index 00000000..05bb7217
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/DISPH/.zattrs
@@ -0,0 +1,7 @@
+{
+  "_ARRAY_DIMENSIONS": [
+    "time",
+    "lat",
+    "lon"
+  ]
+}
\ No newline at end of file
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index 00000000..b4b61048
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index 00000000..05bb7217
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index 00000000..b4b61048
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/GWETPROF/.zarray
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new file mode 100644
index 00000000..05bb7217
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/GWETPROF/.zattrs
@@ -0,0 +1,7 @@
+{
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new file mode 100644
index 00000000..075be27a
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/lat/.zarray
@@ -0,0 +1,21 @@
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+    36
+  ],
+  "chunks": [
+    36
+  ],
+  "dtype": "<f8",
+  "fill_value": "NaN",
+  "order": "C",
+  "filters": null,
+  "dimension_separator": ".",
+  "compressor": {
+    "id": "blosc",
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+    "clevel": 5,
+    "shuffle": 1,
+    "blocksize": 0
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+  "zarr_format": 2
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new file mode 100644
index 00000000..b61fcccb
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/lat/.zattrs
@@ -0,0 +1,5 @@
+{
+  "_ARRAY_DIMENSIONS": [
+    "lat"
+  ]
+}
\ No newline at end of file
diff --git a/tests/fixtures/test_zarr_store.zarr/lat/0 b/tests/fixtures/zarr_store_v2.zarr/lat/0
similarity index 100%
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rename to tests/fixtures/zarr_store_v2.zarr/lat/0
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new file mode 100644
index 00000000..6007539d
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/lon/.zarray
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+    72
+  ],
+  "chunks": [
+    72
+  ],
+  "dtype": "<f8",
+  "fill_value": "NaN",
+  "order": "C",
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new file mode 100644
index 00000000..51d9eed6
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/lon/.zattrs
@@ -0,0 +1,5 @@
+{
+  "_ARRAY_DIMENSIONS": [
+    "lon"
+  ]
+}
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similarity index 100%
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rename to tests/fixtures/zarr_store_v2.zarr/lon/0
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new file mode 100644
index 00000000..a5c6d0c0
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/time/.zarray
@@ -0,0 +1,21 @@
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+    10
+  ],
+  "chunks": [
+    10
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+  "dtype": "<i8",
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+  "order": "C",
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+  "compressor": {
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+    "clevel": 5,
+    "shuffle": 1,
+    "blocksize": 0
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+  "zarr_format": 2
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new file mode 100644
index 00000000..0713e5ba
--- /dev/null
+++ b/tests/fixtures/zarr_store_v2.zarr/time/.zattrs
@@ -0,0 +1,5 @@
+{
+  "_ARRAY_DIMENSIONS": [
+    "time"
+  ]
+}
\ No newline at end of file
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similarity index 100%
rename from tests/fixtures/test_zarr_store.zarr/time/0
rename to tests/fixtures/zarr_store_v2.zarr/time/0
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new file mode 100644
index 00000000..a61ec317
--- /dev/null
+++ b/tests/fixtures/zarr_store_v3.zarr/CDD0/zarr.json
@@ -0,0 +1,51 @@
+{
+  "shape": [
+    10,
+    36,
+    72
+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
+      "chunk_shape": [
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+        10,
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+      ]
+    }
+  },
+  "chunk_key_encoding": {
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+    "configuration": {
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+    }
+  },
+  "fill_value": 0.0,
+  "codecs": [
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+      "name": "bytes",
+      "configuration": {
+        "endian": "little"
+      }
+    },
+    {
+      "name": "zstd",
+      "configuration": {
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+    }
+  ],
+  "attributes": {
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+  "dimension_names": [
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+    "lon"
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+  "zarr_format": 3,
+  "node_type": "array",
+  "storage_transformers": []
+}
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index 00000000..a61ec317
--- /dev/null
+++ b/tests/fixtures/zarr_store_v3.zarr/DISPH/zarr.json
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+{
+  "shape": [
+    10,
+    36,
+    72
+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
+      "chunk_shape": [
+        10,
+        10,
+        10
+      ]
+    }
+  },
+  "chunk_key_encoding": {
+    "name": "default",
+    "configuration": {
+      "separator": "/"
+    }
+  },
+  "fill_value": 0.0,
+  "codecs": [
+    {
+      "name": "bytes",
+      "configuration": {
+        "endian": "little"
+      }
+    },
+    {
+      "name": "zstd",
+      "configuration": {
+        "level": 0,
+        "checksum": false
+      }
+    }
+  ],
+  "attributes": {
+    "_FillValue": "AAAAAAAA+H8="
+  },
+  "dimension_names": [
+    "time",
+    "lat",
+    "lon"
+  ],
+  "zarr_format": 3,
+  "node_type": "array",
+  "storage_transformers": []
+}
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diff --git a/tests/fixtures/zarr_store_v3.zarr/FROST_DAYS/zarr.json b/tests/fixtures/zarr_store_v3.zarr/FROST_DAYS/zarr.json
new file mode 100644
index 00000000..a61ec317
--- /dev/null
+++ b/tests/fixtures/zarr_store_v3.zarr/FROST_DAYS/zarr.json
@@ -0,0 +1,51 @@
+{
+  "shape": [
+    10,
+    36,
+    72
+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
+      "chunk_shape": [
+        10,
+        10,
+        10
+      ]
+    }
+  },
+  "chunk_key_encoding": {
+    "name": "default",
+    "configuration": {
+      "separator": "/"
+    }
+  },
+  "fill_value": 0.0,
+  "codecs": [
+    {
+      "name": "bytes",
+      "configuration": {
+        "endian": "little"
+      }
+    },
+    {
+      "name": "zstd",
+      "configuration": {
+        "level": 0,
+        "checksum": false
+      }
+    }
+  ],
+  "attributes": {
+    "_FillValue": "AAAAAAAA+H8="
+  },
+  "dimension_names": [
+    "time",
+    "lat",
+    "lon"
+  ],
+  "zarr_format": 3,
+  "node_type": "array",
+  "storage_transformers": []
+}
\ No newline at end of file
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index 00000000..6d741610
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new file mode 100644
index 00000000..e45d5877
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diff --git a/tests/fixtures/zarr_store_v3.zarr/GWETPROF/c/0/3/7 b/tests/fixtures/zarr_store_v3.zarr/GWETPROF/c/0/3/7
new file mode 100644
index 00000000..92b514da
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diff --git a/tests/fixtures/zarr_store_v3.zarr/GWETPROF/zarr.json b/tests/fixtures/zarr_store_v3.zarr/GWETPROF/zarr.json
new file mode 100644
index 00000000..a61ec317
--- /dev/null
+++ b/tests/fixtures/zarr_store_v3.zarr/GWETPROF/zarr.json
@@ -0,0 +1,51 @@
+{
+  "shape": [
+    10,
+    36,
+    72
+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
+      "chunk_shape": [
+        10,
+        10,
+        10
+      ]
+    }
+  },
+  "chunk_key_encoding": {
+    "name": "default",
+    "configuration": {
+      "separator": "/"
+    }
+  },
+  "fill_value": 0.0,
+  "codecs": [
+    {
+      "name": "bytes",
+      "configuration": {
+        "endian": "little"
+      }
+    },
+    {
+      "name": "zstd",
+      "configuration": {
+        "level": 0,
+        "checksum": false
+      }
+    }
+  ],
+  "attributes": {
+    "_FillValue": "AAAAAAAA+H8="
+  },
+  "dimension_names": [
+    "time",
+    "lat",
+    "lon"
+  ],
+  "zarr_format": 3,
+  "node_type": "array",
+  "storage_transformers": []
+}
\ No newline at end of file
diff --git a/tests/fixtures/zarr_store_v3.zarr/lat/c/0 b/tests/fixtures/zarr_store_v3.zarr/lat/c/0
new file mode 100644
index 00000000..b562295d
Binary files /dev/null and b/tests/fixtures/zarr_store_v3.zarr/lat/c/0 differ
diff --git a/tests/fixtures/zarr_store_v3.zarr/lat/zarr.json b/tests/fixtures/zarr_store_v3.zarr/lat/zarr.json
new file mode 100644
index 00000000..05816a2b
--- /dev/null
+++ b/tests/fixtures/zarr_store_v3.zarr/lat/zarr.json
@@ -0,0 +1,45 @@
+{
+  "shape": [
+    36
+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
+      "chunk_shape": [
+        36
+      ]
+    }
+  },
+  "chunk_key_encoding": {
+    "name": "default",
+    "configuration": {
+      "separator": "/"
+    }
+  },
+  "fill_value": 0.0,
+  "codecs": [
+    {
+      "name": "bytes",
+      "configuration": {
+        "endian": "little"
+      }
+    },
+    {
+      "name": "zstd",
+      "configuration": {
+        "level": 0,
+        "checksum": false
+      }
+    }
+  ],
+  "attributes": {
+    "_FillValue": "AAAAAAAA+H8="
+  },
+  "dimension_names": [
+    "lat"
+  ],
+  "zarr_format": 3,
+  "node_type": "array",
+  "storage_transformers": []
+}
\ No newline at end of file
diff --git a/tests/fixtures/zarr_store_v3.zarr/lon/c/0 b/tests/fixtures/zarr_store_v3.zarr/lon/c/0
new file mode 100644
index 00000000..48a5653c
Binary files /dev/null and b/tests/fixtures/zarr_store_v3.zarr/lon/c/0 differ
diff --git a/tests/fixtures/zarr_store_v3.zarr/lon/zarr.json b/tests/fixtures/zarr_store_v3.zarr/lon/zarr.json
new file mode 100644
index 00000000..5f318d69
--- /dev/null
+++ b/tests/fixtures/zarr_store_v3.zarr/lon/zarr.json
@@ -0,0 +1,45 @@
+{
+  "shape": [
+    72
+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
+      "chunk_shape": [
+        72
+      ]
+    }
+  },
+  "chunk_key_encoding": {
+    "name": "default",
+    "configuration": {
+      "separator": "/"
+    }
+  },
+  "fill_value": 0.0,
+  "codecs": [
+    {
+      "name": "bytes",
+      "configuration": {
+        "endian": "little"
+      }
+    },
+    {
+      "name": "zstd",
+      "configuration": {
+        "level": 0,
+        "checksum": false
+      }
+    }
+  ],
+  "attributes": {
+    "_FillValue": "AAAAAAAA+H8="
+  },
+  "dimension_names": [
+    "lon"
+  ],
+  "zarr_format": 3,
+  "node_type": "array",
+  "storage_transformers": []
+}
\ No newline at end of file
diff --git a/tests/fixtures/zarr_store_v3.zarr/time/c/0 b/tests/fixtures/zarr_store_v3.zarr/time/c/0
new file mode 100644
index 00000000..0c32aa6b
Binary files /dev/null and b/tests/fixtures/zarr_store_v3.zarr/time/c/0 differ
diff --git a/tests/fixtures/zarr_store_v3.zarr/time/zarr.json b/tests/fixtures/zarr_store_v3.zarr/time/zarr.json
new file mode 100644
index 00000000..f37873d8
--- /dev/null
+++ b/tests/fixtures/zarr_store_v3.zarr/time/zarr.json
@@ -0,0 +1,43 @@
+{
+  "shape": [
+    10
+  ],
+  "data_type": "int64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
+      "chunk_shape": [
+        10
+      ]
+    }
+  },
+  "chunk_key_encoding": {
+    "name": "default",
+    "configuration": {
+      "separator": "/"
+    }
+  },
+  "fill_value": 0,
+  "codecs": [
+    {
+      "name": "bytes",
+      "configuration": {
+        "endian": "little"
+      }
+    },
+    {
+      "name": "zstd",
+      "configuration": {
+        "level": 0,
+        "checksum": false
+      }
+    }
+  ],
+  "attributes": {},
+  "dimension_names": [
+    "time"
+  ],
+  "zarr_format": 3,
+  "node_type": "array",
+  "storage_transformers": []
+}
\ No newline at end of file
diff --git a/tests/fixtures/zarr_store_v3.zarr/zarr.json b/tests/fixtures/zarr_store_v3.zarr/zarr.json
new file mode 100644
index 00000000..ce5438a4
--- /dev/null
+++ b/tests/fixtures/zarr_store_v3.zarr/zarr.json
@@ -0,0 +1,6 @@
+{
+  "attributes": {},
+  "zarr_format": 3,
+  "consolidated_metadata": null,
+  "node_type": "group"
+}
\ No newline at end of file
diff --git a/tests/test_app.py b/tests/test_app.py
index 50d913ef..1762dc3e 100644
--- a/tests/test_app.py
+++ b/tests/test_app.py
@@ -1,17 +1,32 @@
 import json
 import os
+import pytest
 
 from helpers import find_string_in_stream
 
+
 DATA_DIR = "tests/fixtures"
-test_zarr_store = os.path.join(DATA_DIR, "test_zarr_store.zarr")
+test_zarr_store_v2 = os.path.join(DATA_DIR, "zarr_store_v2.zarr")
+test_zarr_store_v3 = os.path.join(DATA_DIR, "zarr_store_v3.zarr")
 test_netcdf_store = os.path.join(DATA_DIR, "testfile.nc")
 test_unconsolidated_store = os.path.join(DATA_DIR, "unconsolidated.zarr")
 test_pyramid_store = os.path.join(DATA_DIR, "pyramid.zarr")
 
-test_zarr_store_params = {
+store_params = {}
+
+store_params["zarr_store_v2"] = {
+    "params": {
+        "url": test_zarr_store_v2,
+        "variable": "CDD0",
+        "decode_times": False,
+        "sel": "time=0",
+    },
+    "variables": ["CDD0", "DISPH", "FROST_DAYS", "GWETPROF"],
+}
+
+store_params["zarr_store_v3"] = {
     "params": {
-        "url": test_zarr_store,
+        "url": test_zarr_store_v3,
         "variable": "CDD0",
         "decode_times": False,
         "sel": "time=0",
@@ -19,7 +34,7 @@
     "variables": ["CDD0", "DISPH", "FROST_DAYS", "GWETPROF"],
 }
 
-test_netcdf_store_params = {
+store_params["netcdf_store"] = {
     "params": {
         "url": test_netcdf_store,
         "variable": "data",
@@ -28,7 +43,7 @@
     },
     "variables": ["data"],
 }
-test_unconsolidated_store_params = {
+store_params["unconsolidated_store"] = {
     "params": {
         "url": test_unconsolidated_store,
         "variable": "var1",
@@ -37,7 +52,7 @@
     },
     "variables": ["var1", "var2"],
 }
-test_pyramid_store_params = {
+store_params["pyramid_store"] = {
     "params": {
         "url": test_pyramid_store,
         "variable": "value",
@@ -52,7 +67,8 @@
 def get_variables_test(app, ds_params):
     response = app.get("/variables", params=ds_params["params"])
     assert response.status_code == 200
-    assert response.json() == ds_params["variables"]
+    # TODO: Do we care about the order?
+    assert set(response.json()) == set(ds_params["variables"])
     assert response.headers["server-timing"]
     timings = response.headers["server-timing"].split(",")
     assert len(timings) == 2
@@ -60,23 +76,13 @@ def get_variables_test(app, ds_params):
     assert timings[1].lstrip().startswith("1-xarray-open_dataset;dur=")
 
 
-def test_get_variables_test(app):
-    return get_variables_test(app, test_zarr_store_params)
-
-
-def test_get_variables_netcdf(app):
-    return get_variables_test(app, test_netcdf_store_params)
-
-
-def test_get_variables_unconsolidated(app):
-    return get_variables_test(app, test_unconsolidated_store_params)
-
-
-def test_get_variables_pyramid(app):
-    return get_variables_test(app, test_pyramid_store_params)
+@pytest.mark.parametrize("store_params", store_params.values(), ids=store_params.keys())
+def test_get_variables(store_params, app):
+    return get_variables_test(app, store_params)
 
 
 def get_info_test(app, ds_params):
+    print(f"DEBUG: {ds_params=}")
     response = app.get(
         "/info",
         params=ds_params["params"],
@@ -90,20 +96,9 @@ def get_info_test(app, ds_params):
         assert response.json() == json.load(f)
 
 
-def test_get_info_test(app):
-    return get_info_test(app, test_zarr_store_params)
-
-
-def test_get_info_netcdf(app):
-    return get_info_test(app, test_netcdf_store_params)
-
-
-def test_get_info_unconsolidated(app):
-    return get_info_test(app, test_unconsolidated_store_params)
-
-
-def test_get_info_pyramid(app):
-    return get_info_test(app, test_pyramid_store_params)
+@pytest.mark.parametrize("store_params", store_params.values(), ids=store_params.keys())
+def test_get_info(store_params, app):
+    return get_info_test(app, store_params)
 
 
 def get_tilejson_test(app, ds_params):
@@ -121,20 +116,9 @@ def get_tilejson_test(app, ds_params):
         assert response.json() == json.load(f)
 
 
-def test_get_tilejson_test(app):
-    return get_tilejson_test(app, test_zarr_store_params)
-
-
-def test_get_tilejson_netcdf(app):
-    return get_tilejson_test(app, test_netcdf_store_params)
-
-
-def test_get_tilejson_unconsolidated(app):
-    return get_tilejson_test(app, test_unconsolidated_store_params)
-
-
-def test_get_tilejson_pyramid(app):
-    return get_tilejson_test(app, test_pyramid_store_params)
+@pytest.mark.parametrize("store_params", store_params.values(), ids=store_params.keys())
+def test_get_tilejson(store_params, app):
+    return get_tilejson_test(app, store_params)
 
 
 def get_tile_test(app, ds_params, zoom: int = 0):
@@ -151,22 +135,14 @@ def get_tile_test(app, ds_params, zoom: int = 0):
     assert timings[2].lstrip().startswith("2-rioxarray-reproject;dur=")
 
 
-def test_get_tile_test(app):
-    return get_tile_test(app, test_zarr_store_params)
-
-
-def test_get_tile_netcdf(app):
-    return get_tile_test(app, test_netcdf_store_params)
-
-
-def test_get_tile_unconsolidated(app):
-    return get_tile_test(app, test_unconsolidated_store_params)
-
-
-def test_get_tile_pyramid(app):
-    # test that even a group outside of the range will return a tile
-    for z in range(3):
-        get_tile_test(app, test_pyramid_store_params, zoom=z)
+@pytest.mark.parametrize("store_params", store_params.values(), ids=store_params.keys())
+def test_get_tile(store_params, app):
+    # if the store is a pyramid we test zoom levels 0-2
+    if "group" in store_params["params"]:
+        for z in range(3):
+            get_tile_test(app, store_params, zoom=z)
+    else:
+        get_tile_test(app, store_params)
 
 
 def histogram_test(app, ds_params):
@@ -182,26 +158,18 @@ def histogram_test(app, ds_params):
         assert response.json() == json.load(f)
 
 
-def test_histogram_test(app):
-    return histogram_test(app, test_zarr_store_params)
-
-
-def test_histogram_netcdf(app):
-    return histogram_test(app, test_netcdf_store_params)
-
-
-def test_histogram_unconsolidated(app):
-    return histogram_test(app, test_unconsolidated_store_params)
-
-
-def test_histogram_pyramid(app):
-    return histogram_test(app, test_pyramid_store_params)
+@pytest.mark.parametrize("store_params", store_params.values(), ids=store_params.keys())
+def test_histogram(store_params, app):
+    return histogram_test(app, store_params)
 
 
-def test_histogram_error(app):
+# TODO: Maybe this is overkill to parametrize?
+@pytest.mark.parametrize("store_params", store_params.values(), ids=store_params.keys())
+def test_histogram_error(store_params, app):
+    store_path = store_params["params"]["url"]
     response = app.get(
         "/histogram",
-        params={"url": test_zarr_store},
+        params={"url": store_path},
     )
     assert response.status_code == 422
     assert response.json() == {
@@ -223,9 +191,13 @@ def test_map_without_params(app):
     assert find_string_in_stream(response, "Step 1: Enter the URL of your Zarr store")
 
 
-def test_map_with_params(app):
+@pytest.mark.parametrize("store_params", store_params.values(), ids=store_params.keys())
+def test_map_with_params(store_params, app):
+    print(f"DEBUG: {store_params=}")
+    store_path = store_params["params"]["url"]
+    variable = store_params["variables"][0]
     response = app.get(
-        "/WebMercatorQuad/map", params={"url": test_zarr_store, "variable": "CDD0"}
+        "/WebMercatorQuad/map", params={"url": store_path, "variable": variable}
     )
     assert response.status_code == 200
     assert response.headers["Content-Type"] == "text/html; charset=utf-8"
diff --git a/uv.lock b/uv.lock
index a3c9ec4c..969105fb 100644
--- a/uv.lock
+++ b/uv.lock
@@ -138,12 +138,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c", size = 4321, upload-time = "2024-02-06T09:43:09.663Z" },
 ]
 
-[[package]]
-name = "asciitree"
-version = "0.3.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2d/6a/885bc91484e1aa8f618f6f0228d76d0e67000b0fdd6090673b777e311913/asciitree-0.3.3.tar.gz", hash = "sha256:4aa4b9b649f85e3fcb343363d97564aa1fb62e249677f2e18a96765145cc0f6e", size = 3951, upload-time = "2016-09-05T19:10:42.681Z" }
-
 [[package]]
 name = "asttokens"
 version = "3.0.0"
@@ -431,6 +425,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/73/86/43fa9f15c5b9fb6e82620428827cd3c284aa933431405d1bcf5231ae3d3e/cligj-0.7.2-py3-none-any.whl", hash = "sha256:c1ca117dbce1fe20a5809dc96f01e1c2840f6dcc939b3ddbb1111bf330ba82df", size = 7069, upload-time = "2021-05-28T21:23:26.877Z" },
 ]
 
+[[package]]
+name = "cloudpickle"
+version = "3.1.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/52/39/069100b84d7418bc358d81669d5748efb14b9cceacd2f9c75f550424132f/cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64", size = 22113, upload-time = "2025-01-14T17:02:05.085Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e", size = 20992, upload-time = "2025-01-14T17:02:02.417Z" },
+]
+
 [[package]]
 name = "color-operations"
 version = "0.1.6"
@@ -518,6 +521,65 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1c/55/52f5e66142a9d7bc93a15192eba7a78513d2abf6b3558d77b4ca32f5f424/coverage-7.6.10-cp313-cp313t-win_amd64.whl", hash = "sha256:54a5f0f43950a36312155dae55c505a76cd7f2b12d26abeebbe7a0b36dbc868d", size = 212781, upload-time = "2024-12-26T16:58:50.822Z" },
 ]
 
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+version = "2.7.1"
+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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