diff --git a/.coveragerc b/.coveragerc
deleted file mode 100644
index 5ad8ffbb..00000000
--- a/.coveragerc
+++ /dev/null
@@ -1,5 +0,0 @@
-[run]
-branch = True
-
-source =
-    mapchete_eo
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 58f7f9ff..335dc9ac 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -15,11 +15,15 @@ updates:
       - dependency-name: "croniter"
       - dependency-name: "lxml"
       - dependency-name: "mapchete[complete]"
-      - dependency-name: "opencv-python"
+      - dependency-name: "opencv-python-headless"
       - dependency-name: "Pillow"
       - dependency-name: "pydantic"
+      - dependency-name: "pygeofilter"
       - dependency-name: "pystac[urllib3]"
       - dependency-name: "pystac-client"
+      - dependency-name: "pytest"
+      - dependency-name: "pytest-coverage"
+      - dependency-name: "pytest-lazy-fixtures"
       - dependency-name: "retry"
       - dependency-name: "rtree"
       - dependency-name: "scipy"
diff --git a/.gitignore b/.gitignore
index 25140ce4..1dae2d6b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,14 +1,16 @@
-.eggs
-*.egg-info
-*.pyc
+build/
 .cache
-htmlcov
 .coverage
 .coverage.*
-build/
 dist/
-.pytest*
+*.egg-info
+.eggs
+examples/sentinel-2*/
 *.gfs
-.vscode/
+htmlcov
+.mypy_cache
+*.pyc
 __pycache__
-examples/sentinel-2*/
\ No newline at end of file
+.pytest*
+.ruff_cache
+.vscode/
diff --git a/mapchete_eo/search/base.py b/mapchete_eo/search/base.py
index 9b630d8f..782ef996 100644
--- a/mapchete_eo/search/base.py
+++ b/mapchete_eo/search/base.py
@@ -2,9 +2,10 @@
 import json
 import logging
 from abc import ABC, abstractmethod
-from typing import Any, Callable, Dict, Generator, List, Optional, Type, Union
+from typing import Any, Callable, Dict, Generator, List, Optional, Set, Type, Union
 
-from cql2 import Expr
+from pygeofilter.parsers.ecql import parse as parse_ecql
+from pygeofilter.backends.native.evaluate import NativeEvaluator
 from pydantic import BaseModel
 from mapchete.path import MPath, MPathLike
 from mapchete.types import Bounds
@@ -17,6 +18,8 @@
 from shapely.geometry.base import BaseGeometry
 
 from mapchete_eo.io.assets import get_assets, get_metadata_assets
+from mapchete_eo.product import blacklist_products
+from mapchete_eo.settings import mapchete_eo_settings
 from mapchete_eo.types import TimeRange
 
 logger = logging.getLogger(__name__)
@@ -53,6 +56,11 @@ class CollectionSearcher(ABC):
     config_cls: Type[BaseModel]
     collection: str
     stac_item_modifiers: Optional[List[Callable[[Item], Item]]] = None
+    blacklist: Set[str] = (
+        blacklist_products(mapchete_eo_settings.blacklist)
+        if mapchete_eo_settings.blacklist
+        else set()
+    )
 
     def __init__(
         self,
@@ -70,17 +78,21 @@ def client(self) -> CollectionClient: ...
     @cached_property
     def eo_bands(self) -> List[str]: ...
 
-    @abstractmethod
+    @property
+    def config(self) -> BaseModel:
+        return self.config_cls()
+
     @cached_property
-    def id(self) -> str: ...
+    def id(self) -> str:
+        return self.client.id
 
-    @abstractmethod
     @cached_property
-    def description(self) -> str: ...
+    def description(self) -> str:
+        return self.client.description
 
-    @abstractmethod
     @cached_property
-    def stac_extensions(self) -> List[str]: ...
+    def stac_extensions(self) -> List[str]:
+        return self.client.stac_extensions
 
     @abstractmethod
     def search(
@@ -240,9 +252,12 @@ def filter_items(
     and passed down to the individual search approaches via said config and this Function.
     """
     if query:
-        expr = Expr(query)
+        ast = parse_ecql(query)
+        evaluator = NativeEvaluator(use_getattr=False)
+        filter_func = evaluator.evaluate(ast)
         for item in items:
-            if expr.matches(item.properties):
+            # pystac items store metadata in 'properties'
+            if filter_func(item.properties):
                 yield item
     else:
         yield from items
diff --git a/mapchete_eo/search/config.py b/mapchete_eo/search/config.py
index 6f4ad0b0..775f7478 100644
--- a/mapchete_eo/search/config.py
+++ b/mapchete_eo/search/config.py
@@ -50,18 +50,21 @@ def deprecate_max_cloud_cover(cls, values: Dict[str, Any]) -> Dict[str, Any]:
             path=MPath(
                 "https://sentinel-s2-l2a-stac.s3.amazonaws.com/sentinel-s2-l2a.json"
             ),
+            endpoint="s3://sentinel-s2-l2a-stac",
         ),
         S2_L1C=dict(
             id="sentinel-s2-l1c",
             path=MPath(
                 "https://sentinel-s2-l1c-stac.s3.amazonaws.com/sentinel-s2-l1c.json"
             ),
+            endpoint="s3://sentinel-s2-l1c-stac",
         ),
         S1_GRD=dict(
             id="sentinel-s1-l1c",
             path=MPath(
                 "https://sentinel-s1-l1c-stac.s3.amazonaws.com/sentinel-s1-l1c.json"
             ),
+            endpoint="s3://sentinel-s1-l1c-stac",
         ),
     )
     search_index: Optional[MPathLike] = None
diff --git a/mapchete_eo/search/stac_search.py b/mapchete_eo/search/stac_search.py
index 21dbba94..8fd144a4 100644
--- a/mapchete_eo/search/stac_search.py
+++ b/mapchete_eo/search/stac_search.py
@@ -3,7 +3,7 @@
 import logging
 from datetime import datetime
 from functools import cached_property
-from typing import Any, Dict, Generator, Iterator, List, Optional, Set, Union
+from typing import Any, Dict, Generator, Iterator, List, Optional, Union
 
 from mapchete import Timer
 from mapchete.tile import BufferedTilePyramid
@@ -13,10 +13,8 @@
 from shapely.geometry import shape, box
 from shapely.geometry.base import BaseGeometry
 
-from mapchete_eo.product import blacklist_products
 from mapchete_eo.search.base import CollectionSearcher, StaticCollectionWriterMixin
 from mapchete_eo.search.config import StacSearchConfig, patch_invalid_assets
-from mapchete_eo.settings import mapchete_eo_settings
 from mapchete_eo.types import TimeRange
 
 logger = logging.getLogger(__name__)
@@ -24,11 +22,6 @@
 
 class STACSearchCollection(StaticCollectionWriterMixin, CollectionSearcher):
     collection: str
-    blacklist: Set[str] = (
-        blacklist_products(mapchete_eo_settings.blacklist)
-        if mapchete_eo_settings.blacklist
-        else set()
-    )
     config_cls = StacSearchConfig
 
     @cached_property
@@ -45,18 +38,6 @@ def eo_bands(self) -> List[str]:
             logger.debug("cannot find eo:bands definition from collections")
             return []
 
-    @cached_property
-    def id(self) -> str:
-        return self.client.id
-
-    @cached_property
-    def description(self) -> str:
-        return self.client.description
-
-    @cached_property
-    def stac_extensions(self) -> List[str]:
-        return self.client.stac_extensions
-
     def search(
         self,
         time: Optional[Union[TimeRange, List[TimeRange]]] = None,
diff --git a/mapchete_eo/search/stac_static.py b/mapchete_eo/search/stac_static.py
index b43a8c85..9e020ea8 100644
--- a/mapchete_eo/search/stac_static.py
+++ b/mapchete_eo/search/stac_static.py
@@ -65,18 +65,6 @@ def eo_bands(self) -> List[str]:
             logger.debug("cannot find eo:bands definition")
             return []
 
-    @cached_property
-    def id(self) -> str:
-        return self.client.id
-
-    @cached_property
-    def description(self) -> str:
-        return self.client.description
-
-    @cached_property
-    def stac_extensions(self) -> List[str]:
-        return self.client.stac_extensions
-
     def search(
         self,
         time: Optional[Union[TimeRange, List[TimeRange]]] = None,
diff --git a/mapchete_eo/search/utm_search.py b/mapchete_eo/search/utm_search.py
index 99df3a54..46e16533 100644
--- a/mapchete_eo/search/utm_search.py
+++ b/mapchete_eo/search/utm_search.py
@@ -1,19 +1,19 @@
 import datetime
 from functools import cached_property
 import logging
-from typing import Any, Dict, Generator, List, Optional, Set, Union
+from typing import Any, Dict, Generator, List, Optional, Union
 
 from mapchete.io.vector import fiona_open
 from mapchete.path import MPath, MPathLike
 from mapchete.types import Bounds, BoundsLike
 from pystac.collection import Collection
 from pystac.item import Item
+from pystac_client import CollectionClient
 from shapely.errors import GEOSException
 from shapely.geometry import shape
 from shapely.geometry.base import BaseGeometry
 
 from mapchete_eo.exceptions import ItemGeometryError
-from mapchete_eo.product import blacklist_products
 from mapchete_eo.search.base import (
     CollectionSearcher,
     StaticCollectionWriterMixin,
@@ -21,7 +21,6 @@
 )
 from mapchete_eo.search.config import UTMSearchConfig
 from mapchete_eo.search.s2_mgrs import S2Tile, s2_tiles_from_bounds
-from mapchete_eo.settings import mapchete_eo_settings
 from mapchete_eo.time import day_range, to_datetime
 from mapchete_eo.types import TimeRange
 
@@ -29,19 +28,24 @@
 
 
 class UTMSearchCatalog(StaticCollectionWriterMixin, CollectionSearcher):
-    endpoint: str
-    id: str
-    day_subdir_schema: str
-    stac_json_endswith: str
-    description: str
-    stac_extensions: List[str]
-    blacklist: Set[str] = (
-        blacklist_products(mapchete_eo_settings.blacklist)
-        if mapchete_eo_settings.blacklist
-        else set()
-    )
     config_cls = UTMSearchConfig
 
+    @cached_property
+    def endpoint(self) -> Optional[str]:
+        for collection_properties in self.config.sinergise_aws_collections.values():
+            if collection_properties["id"] == self.collection.split("/")[-1].replace(
+                ".json", ""
+            ):
+                return collection_properties.get("endpoint")
+        return None
+
+    day_subdir_schema: str = "{year}/{month:02d}/{day:02d}"
+    stac_json_endswith: str = "T{tile_id}.json"
+
+    @cached_property
+    def client(self) -> CollectionClient:
+        return next(self.get_collections())
+
     @cached_property
     def eo_bands(self) -> List[str]:  # pragma: no cover
         for (
@@ -85,8 +89,9 @@ def _raw_search(
         time: Optional[Union[TimeRange, List[TimeRange]]] = None,
         bounds: Optional[Bounds] = None,
         area: Optional[BaseGeometry] = None,
-        config: UTMSearchConfig = UTMSearchConfig(),
+        config: Optional[UTMSearchConfig] = None,
     ) -> Generator[Item, None, None]:
+        config = config or UTMSearchConfig()
         if time is None:
             raise ValueError("time must be given")
         if area is not None and area.is_empty:
diff --git a/pyproject.toml b/pyproject.toml
index 550c1d25..931d0ab9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,7 +24,7 @@ classifiers = [
 ]
 dependencies = [
     "click",
-    "cql2",
+    "pygeofilter",
     "croniter",
     "lxml",
     "mapchete[complete]>=2025.10.0",
@@ -36,7 +36,6 @@ dependencies = [
     "retry",
     "rtree",
     "scipy",
-    "retry",
     "tqdm",
     "xarray",
 ]
@@ -47,9 +46,9 @@ docs = [
   "sphinx-rtd-theme"
 ]
 test = [
-    "pytest<8",
+    "pytest",
     "pytest-coverage",
-    "pytest-lazy-fixture"
+    "pytest-lazy-fixtures"
 ]
 
 [project.entry-points."mapchete.cli.commands"]
@@ -76,4 +75,16 @@ include = [
 ]
 
 [tool.mypy]
-ignore_missing_imports = true
\ No newline at end of file
+ignore_missing_imports = true
+
+[tool.coverage.run]
+branch = true
+source = ["mapchete_eo"]
+
+[tool.pytest.ini_options]
+addopts = "--durations 20 --verbose --nf --cov=mapchete_eo --cov-report=term-missing:skip-covered"
+testpaths = ["tests"]
+markers = [
+    "remote: marks tests which require acces to remote resources (deselect with '-m \"not remote\"')",
+    "use_cdse_test_env: enables CDSE S3 environment access",
+]
\ No newline at end of file
diff --git a/pytest.ini b/pytest.ini
deleted file mode 100644
index e6d931f9..00000000
--- a/pytest.ini
+++ /dev/null
@@ -1,5 +0,0 @@
-[pytest]
-markers =
-    remote: marks tests which require acces to remote resources (deselect with '-m "not remote"')
-    use_cdse_test_env: enables CDSE S3 environment access
-addopts = --durations 20 --verbose --nf --cov=mapchete-eo --cov-report=term-missing:skip-covered
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index e15f6788..00000000
--- a/setup.cfg
+++ /dev/null
@@ -1,6 +0,0 @@
-[aliases]
-test=pytest
-
-[tool:pytest]
-addopts=--verbose
-testpaths=tests
diff --git a/tests/platforms/sentinel2/test_base.py b/tests/platforms/sentinel2/test_base.py
index d0a24af9..4ea7e2c2 100644
--- a/tests/platforms/sentinel2/test_base.py
+++ b/tests/platforms/sentinel2/test_base.py
@@ -4,7 +4,7 @@
 from mapchete.formats import available_input_formats
 from mapchete.geometry import to_shape
 from mapchete.path import MPath
-from pytest_lazyfixture import lazy_fixture
+from pytest_lazy_fixtures import lf as lazy_fixture
 from shapely.geometry import Point
 
 from mapchete_eo.array.convert import to_masked_array
diff --git a/tests/platforms/sentinel2/test_metadata_parser.py b/tests/platforms/sentinel2/test_metadata_parser.py
index 116bbe06..b3f77a9e 100644
--- a/tests/platforms/sentinel2/test_metadata_parser.py
+++ b/tests/platforms/sentinel2/test_metadata_parser.py
@@ -17,7 +17,7 @@
 except ImportError:
     from mapchete.types import Bounds, Grid
 from pystac import Item
-from pytest_lazyfixture import lazy_fixture
+from pytest_lazy_fixtures import lf as lazy_fixture
 from rasterio.crs import CRS
 from shapely.geometry import shape
 
diff --git a/tests/platforms/sentinel2/test_product.py b/tests/platforms/sentinel2/test_product.py
index 5f426d91..be23921d 100644
--- a/tests/platforms/sentinel2/test_product.py
+++ b/tests/platforms/sentinel2/test_product.py
@@ -12,7 +12,7 @@
     from mapchete import Bounds
 except ImportError:
     from mapchete.types import Bounds
-from pytest_lazyfixture import lazy_fixture
+from pytest_lazy_fixtures import lf as lazy_fixture
 from rasterio.crs import CRS
 
 from mapchete_eo.exceptions import (
diff --git a/tests/platforms/sentinel2/test_search.py b/tests/platforms/sentinel2/test_search.py
new file mode 100644
index 00000000..da450fb2
--- /dev/null
+++ b/tests/platforms/sentinel2/test_search.py
@@ -0,0 +1,57 @@
+import pytest
+from mapchete_eo.source import Source
+from mapchete_eo.search import STACStaticCollection, UTMSearchCatalog
+from mapchete_eo.types import TimeRange
+
+
+@pytest.mark.parametrize(
+    "query, expected_len",
+    [
+        ("eo:cloud_cover < 100", 10),
+        ("eo:cloud_cover < 10", 6),
+        ("eo:cloud_cover < 1", 2),
+        ("eo:cloud_cover = 0", 0),
+    ],
+)
+def test_source_search(s2_stac_collection, query, expected_len):
+    source = Source(collection=str(s2_stac_collection), query=query)
+    items = list(source.search(time=TimeRange(start="2023-08-01", end="2023-08-31")))
+    assert len(items) == expected_len
+
+
+@pytest.mark.parametrize(
+    "query, expected_len",
+    [
+        ("eo:cloud_cover < 100", 10),
+        ("eo:cloud_cover < 10", 6),
+        ("eo:cloud_cover < 1", 2),
+        ("eo:cloud_cover = 0", 0),
+    ],
+)
+def test_static_search(s2_stac_collection, query, expected_len):
+    catalog = STACStaticCollection(str(s2_stac_collection))
+    items = list(catalog.search(query=query))
+    assert len(items) == expected_len
+
+
+@pytest.mark.parametrize(
+    "query, expected_len",
+    [
+        ("eo:cloud_cover < 100", 6),
+        ("eo:cloud_cover < 50", 5),
+        ("eo:cloud_cover < 20", 2),
+        ("eo:cloud_cover = 0", 0),
+    ],
+)
+def test_utm_search(query, expected_len):
+    catalog = UTMSearchCatalog(
+        collection="https://sentinel-s2-l2a-stac.s3.amazonaws.com/sentinel-s2-l2a.json"
+    )
+    items = list(
+        catalog.search(
+            time=TimeRange(start="2022-06-06", end="2022-06-06"),
+            bounds=[16, 46, 17, 47],
+            query=query,
+        )
+    )
+    assert len(items) == expected_len
diff --git a/tests/test_array.py b/tests/test_array.py
index 314d709d..5530a01d 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1,10 +1,11 @@
 import numpy as np
 import pytest
 import xarray as xr
-from pytest_lazyfixture import lazy_fixture
+from pytest_lazy_fixtures import lf as lazy_fixture
 
 from mapchete_eo.array.buffer import buffer_array
 from mapchete_eo.array.convert import to_dataarray, to_dataset, to_masked_array
+from mapchete_eo.array.color import hex_to_rgb, color_array, outlier_pixels
 
 
 def test_buffer_array(test_2d_array):
@@ -124,3 +125,25 @@ def test_dataset_to_masked_array(masked_array):
     converted = to_masked_array(to_dataset(masked_array))
     assert converted.shape == masked_array.shape
     assert converted.dtype == masked_array.dtype
+
+
+def test_hex_to_rgb():
+    assert hex_to_rgb("#FFFFFF") == (255, 255, 255)
+    assert hex_to_rgb("FFFFFF") == (255, 255, 255)
+    assert hex_to_rgb("#00FF00FF") == (0, 255, 0, 255)
+
+
+def test_color_array():
+    shape = (10, 10)
+    arr = color_array(shape, "#FF0000")
+    assert arr.shape == (3, 10, 10)
+    assert np.all(arr[0] == 255)
+    assert np.all(arr[1] == 0)
+    assert np.all(arr[2] == 0)
+    assert not np.any(arr.mask)
+
+
+def test_outlier_pixels():
+    arr = np.array([[100, 100], [100, 210], [100, 100]])
+    outliers = outlier_pixels(arr, axis=0, range_threshold=100)
+    assert np.array_equal(outliers, [False, True])
diff --git a/tests/test_cli.py b/tests/test_cli.py
index 5445d38e..8ee87108 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -1,7 +1,7 @@
 import pytest
 from click.testing import CliRunner
 from mapchete.io import rasterio_open
-from pytest_lazyfixture import lazy_fixture
+from pytest_lazy_fixtures import lf as lazy_fixture
 
 from mapchete_eo.cli import eo
 
diff --git a/tests/test_io.py b/tests/test_io.py
index ced03fbb..00af9c2a 100644
--- a/tests/test_io.py
+++ b/tests/test_io.py
@@ -3,7 +3,7 @@
 import pytest
 from mapchete.path import MPath
 from mapchete.types import Bounds
-from pytest_lazyfixture import lazy_fixture
+from pytest_lazy_fixtures import lf as lazy_fixture
 from shapely.geometry import shape
 
 from mapchete_eo.io import get_item_property, item_fix_footprint, products_to_slices
diff --git a/tests/test_s2_mgrs.py b/tests/test_s2_mgrs.py
index 3c1aaead..0887e747 100644
--- a/tests/test_s2_mgrs.py
+++ b/tests/test_s2_mgrs.py
@@ -1,7 +1,7 @@
 import pytest
 from mapchete.io.vector import reproject_geometry
 from mapchete.types import Bounds
-from pytest_lazyfixture import lazy_fixture
+from pytest_lazy_fixtures import lf as lazy_fixture
 from shapely.geometry import box, shape
 
 from mapchete_eo.search.s2_mgrs import InvalidMGRSSquare, S2Tile, s2_tiles_from_bounds
diff --git a/uv.lock b/uv.lock
index 111e33da..535d1764 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,11 +1,11 @@
 version = 1
 revision = 3
-requires-python = ">=3.13"
+requires-python = ">=3.12"
 
 [[package]]
 name = "affine"
 version = "2.4.0"
-source = { registry = "https://gitlab.eox.at/api/v4/projects/255/packages/pypi/simple" }
+source = { registry = "https://pypi.org/simple" }
 sdist = { url = "https://files.pythonhosted.org/packages/69/98/d2f0bb06385069e799fc7d2870d9e078cfa0fa396dc8a2b81227d0da08b9/affine-2.4.0.tar.gz", hash = "sha256:a24d818d6a836c131976d22f8c27b8d3ca32d0af64c1d8d29deb7bafa4da1eea", size = 17132, upload-time = "2023-01-19T23:44:30.696Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/0b/f7/85273299ab57117850cc0a936c64151171fac4da49bc6fba0dad984a7c5f/affine-2.4.0-py3-none-any.whl", hash = "sha256:8a3df80e2b2378aef598a83c1392efd47967afec4242021a0b06b4c7cbc61a92", size = 15662, upload-time = "2023-01-19T23:44:28.833Z" },
@@ -14,7 +14,7 @@ wheels = [
 [[package]]
 name = "aiobotocore"
 version = "2.24.0"
-source = { registry = "https://gitlab.eox.at/api/v4/projects/255/packages/pypi/simple" }
+source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
     { name = "aioitertools" },
@@ -32,7 +32,7 @@ wheels = [
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
-source = { registry = "https://gitlab.eox.at/api/v4/projects/255/packages/pypi/simple" }
+source = { registry = "https://pypi.org/simple" }
 sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
 wheels = [
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