From 0239bffb3491b09b534bd6bb8c92df2ca6edfff4 Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Thu, 25 Sep 2025 10:28:53 -0400
Subject: [PATCH 1/9] feat: add shared pipeline payload tooling

---
 README.md                              |   29 +
 pyproject.toml                         |    7 +-
 src/eopf_geozarr/__init__.py           |    2 +
 src/eopf_geozarr/conversion/geozarr.py |    3 +-
 src/eopf_geozarr/pipeline/__init__.py  |   14 +
 src/eopf_geozarr/pipeline/models.py    |  245 +++
 src/eopf_geozarr/pipeline/runner.py    |  232 +++
 src/eopf_geozarr/validator.py          |   79 +
 tests/test_pipeline_models.py          |   64 +
 uv.lock                                | 2659 ++++++++++++------------
 10 files changed, 2001 insertions(+), 1333 deletions(-)
 create mode 100644 src/eopf_geozarr/pipeline/__init__.py
 create mode 100644 src/eopf_geozarr/pipeline/models.py
 create mode 100644 src/eopf_geozarr/pipeline/runner.py
 create mode 100644 src/eopf_geozarr/validator.py
 create mode 100644 tests/test_pipeline_models.py

diff --git a/README.md b/README.md
index 44f3f6e..b25869d 100644
--- a/README.md
+++ b/README.md
@@ -67,6 +67,35 @@ eopf-geozarr validate output.zarr
 
 # Get help
 eopf-geozarr --help
+
+### Pipeline-Oriented CLI
+
+The package also ships a workflow-friendly entrypoint that mirrors the RabbitMQ Sensor payload. This is
+useful for dry runs or smoke tests that mimic the production event flow:
+
+```bash
+# Inspect available arguments (mirrors Sensor → WorkflowTemplate parameters)
+eopf-geozarr-pipeline run --help
+
+# Replay a payload.json (for example, from data-model-pipeline/workflows/payload.json)
+eopf-geozarr-pipeline run \
+  --src-item "https://stac.core.eopf.eodc.eu/..." \
+  --output-zarr "s3://bucket/path/out.zarr" \
+  --groups measurements/reflectance/r10m,measurements/reflectance/r20m \
+  --register-collection sentinel-2-l2a \
+  --register-url https://api.explorer.eopf.copernicus.eu/stac \
+  --overwrite replace
+
+# Validate a produced GeoZarr store
+python - <<'PY'
+from eopf_geozarr.pipeline import validate_geozarr_store
+
+report = validate_geozarr_store("s3://bucket/path/out.zarr")
+print(report.summary())
+for line in report.detailed():
+    print(" -", line)
+PY
+```
 ```
 
 ### S3 Support
diff --git a/pyproject.toml b/pyproject.toml
index 56c483e..d1c97e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,6 +39,7 @@ dependencies = [
     "s3fs>=2024.6.0",
     "boto3>=1.34.0",
     "pyproj>=3.7.0",
+    "typer>=0.12.0",
 ]
 
 [dependency-groups]
@@ -75,6 +76,7 @@ Documentation = "https://github.com/developmentseed/eopf-geozarr/tree/main/docs"
 
 [project.scripts]
 eopf-geozarr = "eopf_geozarr.cli:main"
+eopf-geozarr-pipeline = "eopf_geozarr.pipeline.runner:app"
 
 [tool.setuptools.packages.find]
 where = ["src"]
@@ -141,10 +143,7 @@ markers = [
 
 [tool.coverage.run]
 source = ["src"]
-omit = [
-    "tests/*",
-    "setup.py",
-]
+omit = ["tests/*", "setup.py"]
 
 [tool.coverage.report]
 exclude_lines = [
diff --git a/src/eopf_geozarr/__init__.py b/src/eopf_geozarr/__init__.py
index bb366e0..702cbb6 100644
--- a/src/eopf_geozarr/__init__.py
+++ b/src/eopf_geozarr/__init__.py
@@ -13,6 +13,7 @@
     setup_datatree_metadata_geozarr_spec_compliant,
     validate_existing_band_data,
 )
+from .validator import validate_geozarr_store
 
 __version__ = version("eopf-geozarr")
 
@@ -27,4 +28,5 @@
     "calculate_aligned_chunk_size",
     "is_grid_mapping_variable",
     "validate_existing_band_data",
+    "validate_geozarr_store",
 ]
diff --git a/src/eopf_geozarr/conversion/geozarr.py b/src/eopf_geozarr/conversion/geozarr.py
index 7becea3..9b2a8fe 100644
--- a/src/eopf_geozarr/conversion/geozarr.py
+++ b/src/eopf_geozarr/conversion/geozarr.py
@@ -238,7 +238,7 @@ def iterative_copy(
 
         # Add CRS information if needed
         if crs_groups and current_group_path in crs_groups:
-            print(f"Adding CRS information for group '{current_group_path}'")
+            print(f"Adding CRS information to group: {current_group_path}")
             if reference_crs is None:
                 reference_crs = _find_reference_crs(geozarr_groups)
             ds = prepare_dataset_with_crs_info(ds, reference_crs=reference_crs)
@@ -1207,6 +1207,7 @@ def _find_reference_crs(geozarr_groups: Dict[str, xr.Dataset]) -> Optional[str]:
     for key, group in geozarr_groups.items():
         if group.rio.crs:
             crs_string: str = group.rio.crs.to_string()
+            print(f"Inferred reference CRS from measurements: {crs_string}")
             return crs_string
     return None
 
diff --git a/src/eopf_geozarr/pipeline/__init__.py b/src/eopf_geozarr/pipeline/__init__.py
new file mode 100644
index 0000000..5494683
--- /dev/null
+++ b/src/eopf_geozarr/pipeline/__init__.py
@@ -0,0 +1,14 @@
+"""Pipeline orchestration helpers for GeoZarr conversion."""
+
+from ..validator import ValidationIssue, ValidationReport, validate_geozarr_store
+from .models import GeoZarrPayload
+from .runner import app, run_pipeline
+
+__all__ = [
+    "GeoZarrPayload",
+    "ValidationIssue",
+    "ValidationReport",
+    "validate_geozarr_store",
+    "app",
+    "run_pipeline",
+]
diff --git a/src/eopf_geozarr/pipeline/models.py b/src/eopf_geozarr/pipeline/models.py
new file mode 100644
index 0000000..9d0e046
--- /dev/null
+++ b/src/eopf_geozarr/pipeline/models.py
@@ -0,0 +1,245 @@
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from typing import Any, Iterable, Mapping, Tuple
+
+DEFAULT_GROUPS: Tuple[str, str, str] = (
+    "/measurements/reflectance/r10m",
+    "/measurements/reflectance/r20m",
+    "/measurements/reflectance/r60m",
+)
+
+
+def _split_csv(values: str | Iterable[str] | None) -> Tuple[str, ...]:
+    if values is None:
+        return ()
+    if isinstance(values, str):
+        raw = values
+    else:
+        raw = ",".join(values)
+    return tuple(
+        item.strip()
+        for item in raw.replace("\n", ",").replace("\t", ",").split(",")
+        if item.strip()
+    )
+
+
+def _normalize_group_path(group: str) -> str:
+    normalized = group.strip()
+    if not normalized:
+        return normalized
+    if not normalized.startswith("/"):
+        normalized = f"/{normalized}"
+    if normalized.startswith("/measurements/") and "/reflectance/" not in normalized:
+        for suffix in ("/r10m", "/r20m", "/r60m"):
+            if normalized.endswith(suffix):
+                normalized = normalized.replace(
+                    "/measurements/", "/measurements/reflectance/", 1
+                )
+                break
+    return normalized
+
+
+def _to_bool(value: str | bool | None) -> bool:
+    if isinstance(value, bool):
+        return value
+    if value is None:
+        return False
+    return value.strip().lower() in {"1", "true", "yes", "y", "on"}
+
+
+def _to_int(value: str | int | None, default: int) -> int:
+    if isinstance(value, int):
+        return value
+    if value is None or (isinstance(value, str) and not value.strip()):
+        return default
+    return int(value)
+
+
+def _ensure_tuple(values: Iterable[str]) -> Tuple[str, ...]:
+    return tuple(v for v in values if v)
+
+
+@dataclass(slots=True)
+class GeoZarrPayload:
+    src_item: str
+    output_zarr: str
+    groups: Tuple[str, ...] = field(default_factory=lambda: DEFAULT_GROUPS)
+    crs_groups: Tuple[str, ...] = field(default_factory=tuple)
+    register_url: str | None = None
+    register_collection: str | None = None
+    register_bearer_token: str | None = None
+    register_href: str | None = None
+    register_mode: str = "create-or-skip"
+    id_policy: str = "src"
+    s3_endpoint: str | None = None
+    s3_region: str = "us-east-1"
+    aws_addressing_style: str = "path"
+    max_retries: int = 3
+    overwrite: str = "replace"
+    metrics_out: str | None = None
+    spatial_chunk: int = 4096
+    min_dimension: int = 256
+    tile_width: int = 256
+    dask_cluster: bool = False
+    verbose: bool = True
+    aws_session_token: str | None = None
+    collection_thumbnail: str | None = None
+    owner: str | None = None
+    service_account: str | None = None
+
+    @classmethod
+    def from_cli(  # noqa: PLR0913 - numerous parameters map to workflow template
+        cls,
+        *,
+        src_item: str,
+        output_zarr: str,
+        groups: str | Iterable[str] | None = None,
+        crs_groups: str | Iterable[str] | None = None,
+        register_url: str | None = None,
+        register_collection: str | None = None,
+        register_bearer_token: str | None = None,
+        register_href: str | None = None,
+        register_mode: str | None = None,
+        id_policy: str | None = None,
+        s3_endpoint: str | None = None,
+        s3_region: str | None = None,
+        aws_addressing_style: str | None = None,
+        max_retries: str | int | None = None,
+        overwrite: str | None = None,
+        metrics_out: str | None = None,
+        spatial_chunk: str | int | None = None,
+        min_dimension: str | int | None = None,
+        tile_width: str | int | None = None,
+        dask_cluster: str | bool | None = None,
+        verbose: str | bool | None = None,
+        aws_session_token: str | None = None,
+        collection_thumbnail: str | None = None,
+        owner: str | None = None,
+        service_account: str | None = None,
+    ) -> "GeoZarrPayload":
+        parsed_groups = _ensure_tuple(
+            _normalize_group_path(g) for g in (_split_csv(groups) or DEFAULT_GROUPS)
+        )
+        parsed_crs_groups = _ensure_tuple(
+            _normalize_group_path(g) for g in _split_csv(crs_groups)
+        )
+
+        return cls(
+            src_item=src_item,
+            output_zarr=output_zarr,
+            groups=parsed_groups if parsed_groups else DEFAULT_GROUPS,
+            crs_groups=parsed_crs_groups,
+            register_url=register_url or None,
+            register_collection=register_collection or None,
+            register_bearer_token=register_bearer_token or None,
+            register_href=register_href or None,
+            register_mode=(register_mode or "create-or-skip"),
+            id_policy=(id_policy or "src"),
+            s3_endpoint=s3_endpoint or None,
+            s3_region=(s3_region or "us-east-1"),
+            aws_addressing_style=(aws_addressing_style or "path"),
+            max_retries=_to_int(max_retries, default=3),
+            overwrite=(overwrite or "replace"),
+            metrics_out=metrics_out or None,
+            spatial_chunk=_to_int(spatial_chunk, default=4096),
+            min_dimension=_to_int(min_dimension, default=256),
+            tile_width=_to_int(tile_width, default=256),
+            dask_cluster=_to_bool(dask_cluster),
+            verbose=_to_bool(verbose) or False,
+            aws_session_token=aws_session_token or None,
+            collection_thumbnail=collection_thumbnail or None,
+            owner=owner or None,
+            service_account=service_account or None,
+        )
+
+    @classmethod
+    def from_payload(cls, payload: Mapping[str, Any]) -> "GeoZarrPayload":
+        return cls.from_cli(
+            src_item=str(payload.get("src_item", "")),
+            output_zarr=str(payload.get("output_zarr", "")),
+            groups=payload.get("groups"),
+            crs_groups=payload.get("crs_groups"),
+            register_url=payload.get("register_url"),
+            register_collection=payload.get("register_collection")
+            or payload.get("collection"),
+            register_bearer_token=payload.get("register_bearer_token")
+            or payload.get("bearer_token"),
+            register_href=payload.get("register_href"),
+            register_mode=payload.get("register_mode"),
+            id_policy=payload.get("id_policy"),
+            s3_endpoint=payload.get("s3_endpoint"),
+            s3_region=payload.get("s3_region"),
+            aws_addressing_style=payload.get("aws_addressing_style"),
+            max_retries=payload.get("max_retries"),
+            overwrite=payload.get("overwrite"),
+            metrics_out=payload.get("metrics_out"),
+            spatial_chunk=payload.get("spatial_chunk"),
+            min_dimension=payload.get("min_dimension"),
+            tile_width=payload.get("tile_width"),
+            dask_cluster=payload.get("dask_cluster"),
+            verbose=payload.get("verbose"),
+            aws_session_token=payload.get("aws_session_token"),
+            collection_thumbnail=payload.get("collection_thumbnail"),
+            owner=payload.get("owner"),
+            service_account=payload.get("service_account"),
+        )
+
+    def ensure_required(self) -> None:
+        if not self.src_item:
+            raise ValueError("src_item is required")
+        if not self.output_zarr:
+            raise ValueError("output_zarr is required")
+
+    def as_log_dict(self) -> dict[str, str | int | bool | None]:
+        return {
+            "src_item": self.src_item,
+            "output_zarr": self.output_zarr,
+            "groups": ",".join(self.groups),
+            "crs_groups": ",".join(self.crs_groups),
+            "s3_endpoint": self.s3_endpoint,
+            "s3_region": self.s3_region,
+            "overwrite": self.overwrite,
+            "max_retries": self.max_retries,
+            "dask_cluster": self.dask_cluster,
+            "verbose": self.verbose,
+        }
+
+    def to_payload(self) -> dict[str, Any]:
+        data: dict[str, Any] = {
+            "src_item": self.src_item,
+            "output_zarr": self.output_zarr,
+            "groups": ",".join(self.groups),
+        }
+        if self.crs_groups:
+            data["crs_groups"] = ",".join(self.crs_groups)
+        optional_fields: tuple[tuple[str, str], ...] = (
+            ("register_url", "register_url"),
+            ("register_collection", "register_collection"),
+            ("register_bearer_token", "register_bearer_token"),
+            ("register_href", "register_href"),
+            ("register_mode", "register_mode"),
+            ("id_policy", "id_policy"),
+            ("s3_endpoint", "s3_endpoint"),
+            ("s3_region", "s3_region"),
+            ("aws_addressing_style", "aws_addressing_style"),
+            ("max_retries", "max_retries"),
+            ("overwrite", "overwrite"),
+            ("metrics_out", "metrics_out"),
+            ("spatial_chunk", "spatial_chunk"),
+            ("min_dimension", "min_dimension"),
+            ("tile_width", "tile_width"),
+            ("dask_cluster", "dask_cluster"),
+            ("verbose", "verbose"),
+            ("aws_session_token", "aws_session_token"),
+            ("collection_thumbnail", "collection_thumbnail"),
+            ("owner", "owner"),
+            ("service_account", "service_account"),
+        )
+        for attr, key in optional_fields:
+            value = getattr(self, attr)
+            if value not in (None, "", (), False):
+                data[key] = value
+        if "register_collection" in data:
+            data.setdefault("collection", data["register_collection"])
+        return data
diff --git a/src/eopf_geozarr/pipeline/runner.py b/src/eopf_geozarr/pipeline/runner.py
new file mode 100644
index 0000000..096bbd5
--- /dev/null
+++ b/src/eopf_geozarr/pipeline/runner.py
@@ -0,0 +1,232 @@
+from __future__ import annotations
+
+import json
+import logging
+import os
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+from typing import Any, Optional
+from urllib.parse import urlparse
+
+import fsspec
+import typer
+import xarray as xr
+
+from eopf_geozarr import create_geozarr_dataset
+from eopf_geozarr.conversion.fs_utils import get_storage_options, is_s3_path
+
+from .models import GeoZarrPayload
+
+app = typer.Typer(help="Run GeoZarr conversion workflows driven by AMQP payloads")
+
+
+def _configure_logger(verbose: bool) -> logging.Logger:
+    logger = logging.getLogger("eopf_geozarr.pipeline")
+    if not logger.handlers:
+        handler = logging.StreamHandler(sys.stdout)
+        formatter = logging.Formatter(
+            "%(asctime)s | %(levelname)s | %(message)s", "%Y-%m-%d %H:%M:%S"
+        )
+        handler.setFormatter(formatter)
+        logger.addHandler(handler)
+    logger.setLevel(logging.DEBUG if verbose else logging.INFO)
+    return logger
+
+
+def _resolve_zarr_root(src_item: str, logger: logging.Logger) -> str:
+    candidate_paths = [
+        Path("/app/scripts/override/resolve_zarr_from_item.py"),
+        Path("/app/scripts/resolve_zarr_from_item.py"),
+    ]
+    for path in candidate_paths:
+        if path.is_file():
+            logger.debug("Using resolver script %s", path)
+            result = subprocess.run(
+                [sys.executable, str(path), "--src-item", src_item],
+                check=True,
+                capture_output=True,
+                text=True,
+            )
+            output = result.stdout.strip()
+            if not output:
+                raise RuntimeError("Resolver script returned empty output.")
+            return output
+    raise FileNotFoundError("resolve_zarr_from_item.py not found in expected locations")
+
+
+def _maybe_start_dask(enable: bool, logger: logging.Logger) -> Optional[Any]:
+    if not enable:
+        return None
+    try:
+        from dask.distributed import Client
+
+        client = Client()
+        logger.info("Dask cluster started: dashboard=%s", client.dashboard_link)
+        return client
+    except Exception as exc:  # pragma: no cover - dask optional at runtime
+        logger.warning("Failed to start Dask cluster (%s). Proceeding without it.", exc)
+        return None
+
+
+def _configure_aws_environment(
+    payload: GeoZarrPayload, zarr_root: str, logger: logging.Logger
+) -> None:
+    if payload.s3_endpoint:
+        logger.debug("Using explicit S3 endpoint %s", payload.s3_endpoint)
+        for key in ("AWS_S3_ENDPOINT", "AWS_ENDPOINT_URL", "AWS_ENDPOINT_URL_S3"):
+            os.environ[key] = payload.s3_endpoint
+    else:
+        host = urlparse(zarr_root).netloc
+        if host.startswith("s3.") and host.endswith(".io.cloud.ovh.net"):
+            derived = f"https://{host}"
+            logger.debug("Derived OVH endpoint %s from %s", derived, zarr_root)
+            for key in ("AWS_S3_ENDPOINT", "AWS_ENDPOINT_URL", "AWS_ENDPOINT_URL_S3"):
+                os.environ[key] = derived
+            parts = host.split(".")
+            if len(parts) >= 2:
+                derived_region = parts[1]
+                os.environ["AWS_DEFAULT_REGION"] = derived_region
+                os.environ["AWS_REGION"] = derived_region
+    os.environ.setdefault("AWS_DEFAULT_REGION", payload.s3_region)
+    os.environ.setdefault("AWS_REGION", payload.s3_region)
+    os.environ["AWS_S3_ADDRESSING_STYLE"] = payload.aws_addressing_style
+    if payload.aws_session_token:
+        os.environ["AWS_SESSION_TOKEN"] = payload.aws_session_token
+
+
+def _drop_existing_store(output_path: str, logger: logging.Logger) -> None:
+    if is_s3_path(output_path):
+        fs = fsspec.filesystem("s3")
+        if fs.exists(output_path):
+            logger.info("Removing existing S3 store %s", output_path)
+            fs.rm(output_path, recursive=True)
+    else:
+        path = Path(output_path)
+        if path.exists():
+            logger.info("Removing existing local store %s", path)
+            if path.is_dir():
+                shutil.rmtree(path)
+            else:
+                path.unlink()
+
+
+def _run_conversion(
+    payload: GeoZarrPayload, zarr_root: str, logger: logging.Logger
+) -> None:
+    storage_options = get_storage_options(zarr_root)
+    logger.debug("Opening source DataTree %s", zarr_root)
+    dt = xr.open_datatree(
+        zarr_root, engine="zarr", chunks="auto", storage_options=storage_options
+    )
+    try:
+        logger.info("Starting GeoZarr conversion to %s", payload.output_zarr)
+        logger.debug("Payload context: %s", json.dumps(payload.as_log_dict()))
+        create_geozarr_dataset(
+            dt_input=dt,
+            groups=list(payload.groups),
+            output_path=payload.output_zarr,
+            spatial_chunk=payload.spatial_chunk,
+            min_dimension=payload.min_dimension,
+            tile_width=payload.tile_width,
+            max_retries=payload.max_retries,
+            crs_groups=list(payload.crs_groups),
+        )
+        logger.info("Conversion completed: %s", payload.output_zarr)
+    finally:
+        try:
+            dt.close()
+        except AttributeError:  # DataTree close not available on older xarray
+            pass
+
+
+def run_pipeline(payload: GeoZarrPayload) -> None:
+    payload.ensure_required()
+    logger = _configure_logger(payload.verbose)
+    logger.debug("Payload: %s", payload.as_log_dict())
+
+    zarr_root = _resolve_zarr_root(payload.src_item, logger)
+    logger.info("Resolved Zarr input: %s", zarr_root)
+
+    _configure_aws_environment(payload, zarr_root, logger)
+
+    if payload.overwrite == "replace":
+        _drop_existing_store(payload.output_zarr, logger)
+
+    dask_client = _maybe_start_dask(payload.dask_cluster, logger)
+    try:
+        _run_conversion(payload, zarr_root, logger)
+    finally:
+        if dask_client:
+            logger.debug("Closing Dask client")
+            try:
+                dask_client.close()
+            except Exception as exc:  # pragma: no cover - defensive cleanup
+                logger.warning("Error while closing Dask client: %s", exc)
+
+
+@app.command()  # type: ignore[misc]
+def run(  # noqa: PLR0913 - CLI mirrors WorkflowTemplate parameters
+    src_item: str = typer.Option(..., help="STAC item URL"),
+    output_zarr: str = typer.Option(
+        ..., help="Target GeoZarr store (s3:// or local path)"
+    ),
+    groups: Optional[str] = typer.Option(None, help="Comma-separated group paths"),
+    crs_groups: Optional[str] = typer.Option(
+        None, help="Comma-separated CRS group paths"
+    ),
+    register_url: Optional[str] = typer.Option(None),
+    register_collection: Optional[str] = typer.Option(None),
+    register_bearer_token: Optional[str] = typer.Option(None),
+    register_href: Optional[str] = typer.Option(None),
+    register_mode: Optional[str] = typer.Option(None),
+    id_policy: Optional[str] = typer.Option(None),
+    s3_endpoint: Optional[str] = typer.Option(None),
+    s3_region: Optional[str] = typer.Option(None),
+    aws_addressing_style: Optional[str] = typer.Option(None),
+    max_retries: Optional[str] = typer.Option(None),
+    overwrite: Optional[str] = typer.Option(None),
+    metrics_out: Optional[str] = typer.Option(None),
+    spatial_chunk: Optional[str] = typer.Option(None),
+    min_dimension: Optional[str] = typer.Option(None),
+    tile_width: Optional[str] = typer.Option(None),
+    dask_cluster: Optional[str] = typer.Option(None),
+    verbose: Optional[str] = typer.Option(None),
+    aws_session_token: Optional[str] = typer.Option(None),
+    collection_thumbnail: Optional[str] = typer.Option(None),
+    owner: Optional[str] = typer.Option(None),
+    service_account: Optional[str] = typer.Option(None),
+) -> None:
+    payload = GeoZarrPayload.from_cli(
+        src_item=src_item,
+        output_zarr=output_zarr,
+        groups=groups,
+        crs_groups=crs_groups,
+        register_url=register_url,
+        register_collection=register_collection,
+        register_bearer_token=register_bearer_token,
+        register_href=register_href,
+        register_mode=register_mode,
+        id_policy=id_policy,
+        s3_endpoint=s3_endpoint,
+        s3_region=s3_region,
+        aws_addressing_style=aws_addressing_style,
+        max_retries=max_retries,
+        overwrite=overwrite,
+        metrics_out=metrics_out,
+        spatial_chunk=spatial_chunk,
+        min_dimension=min_dimension,
+        tile_width=tile_width,
+        dask_cluster=dask_cluster,
+        verbose=verbose,
+        aws_session_token=aws_session_token,
+        collection_thumbnail=collection_thumbnail,
+        owner=owner,
+        service_account=service_account,
+    )
+    run_pipeline(payload)
+
+
+if __name__ == "__main__":  # pragma: no cover
+    app()
diff --git a/src/eopf_geozarr/validator.py b/src/eopf_geozarr/validator.py
new file mode 100644
index 0000000..73d7189
--- /dev/null
+++ b/src/eopf_geozarr/validator.py
@@ -0,0 +1,79 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Iterable, List, Tuple
+
+import xarray as xr
+
+from .conversion.fs_utils import get_storage_options
+
+
+@dataclass(slots=True)
+class ValidationIssue:
+    group: str
+    variable: str
+    message: str
+
+
+@dataclass(slots=True)
+class ValidationReport:
+    total_variables: int
+    compliant_variables: int
+    issues: Tuple[ValidationIssue, ...]
+
+    @property
+    def is_compliant(self) -> bool:
+        return not self.issues
+
+    def summary(self) -> str:
+        if self.is_compliant:
+            return "GeoZarr store is compliant"
+        return f"Non-compliant variables: {len(self.issues)}"
+
+    def detailed(self) -> Iterable[str]:
+        for issue in self.issues:
+            yield f"[{issue.group}] {issue.variable}: {issue.message}"
+
+
+def validate_geozarr_store(path: str) -> ValidationReport:
+    storage_options = get_storage_options(path)
+    dt = xr.open_datatree(
+        path, engine="zarr", chunks="auto", storage_options=storage_options
+    )
+    try:
+        issues: List[ValidationIssue] = []
+        total = 0
+        compliant = 0
+        for group_name, group in dt.children.items():
+            if not hasattr(group, "data_vars"):
+                continue
+            for var_name, var in group.data_vars.items():
+                total += 1
+                missing = []
+                attrs = getattr(var, "attrs", {}) or {}
+                if "_ARRAY_DIMENSIONS" not in attrs:
+                    missing.append("_ARRAY_DIMENSIONS")
+                if "standard_name" not in attrs:
+                    missing.append("standard_name")
+                if "grid_mapping" not in attrs and "grid_mapping_name" not in attrs:
+                    missing.append("grid_mapping")
+                if missing:
+                    issues.append(
+                        ValidationIssue(
+                            group=group_name,
+                            variable=var_name,
+                            message="Missing attributes: " + ", ".join(missing),
+                        )
+                    )
+                else:
+                    compliant += 1
+        return ValidationReport(
+            total_variables=total,
+            compliant_variables=compliant,
+            issues=tuple(issues),
+        )
+    finally:
+        try:
+            dt.close()
+        except AttributeError:
+            pass
diff --git a/tests/test_pipeline_models.py b/tests/test_pipeline_models.py
new file mode 100644
index 0000000..fd15bc1
--- /dev/null
+++ b/tests/test_pipeline_models.py
@@ -0,0 +1,64 @@
+from __future__ import annotations
+
+import pytest
+
+from eopf_geozarr.pipeline import GeoZarrPayload
+
+
+def test_from_payload_normalizes_groups_and_aliases() -> None:
+    payload = {
+        "src_item": "https://example.com/items/foo",
+        "output_zarr": "s3://bucket/out.zarr",
+        "groups": "measurements/r10m,measurements/r20m",
+        "crs_groups": "/conditions/geometry",
+        "register_collection": "sentinel-2-l2a",
+        "register_mode": "replace",
+        "dask_cluster": True,
+        "verbose": False,
+    }
+
+    model = GeoZarrPayload.from_payload(payload)
+
+    assert model.groups == (
+        "/measurements/reflectance/r10m",
+        "/measurements/reflectance/r20m",
+    )
+    assert model.crs_groups == ("/conditions/geometry",)
+    assert model.register_mode == "replace"
+    assert model.dask_cluster is True
+    assert model.verbose is False
+
+    serialized = model.to_payload()
+    assert serialized["groups"] == (
+        "/measurements/reflectance/r10m,/measurements/reflectance/r20m"
+    )
+    assert serialized["crs_groups"] == "/conditions/geometry"
+    # Alias keeps backwards compatible key for routing
+    assert serialized["register_collection"] == "sentinel-2-l2a"
+    assert serialized["collection"] == "sentinel-2-l2a"
+    # False is dropped to keep payload lean
+    assert "verbose" not in serialized
+
+
+def test_to_payload_includes_numeric_and_boolean_flags() -> None:
+    model = GeoZarrPayload.from_cli(
+        src_item="https://example.com/items/bar",
+        output_zarr="s3://bucket/out.zarr",
+        groups="/measurements/reflectance/r60m",
+        spatial_chunk=2048,
+        max_retries=5,
+        dask_cluster=True,
+        verbose=True,
+    )
+
+    serialized = model.to_payload()
+
+    assert serialized["groups"] == "/measurements/reflectance/r60m"
+    assert serialized["spatial_chunk"] == 2048
+    assert serialized["max_retries"] == 5
+    assert serialized["dask_cluster"] is True
+    assert serialized["verbose"] is True
+
+
+if __name__ == "__main__":  # pragma: no cover
+    pytest.main([__file__])
diff --git a/uv.lock b/uv.lock
index fc9bda7..0fc068a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,4 +1,5 @@
 version = 1
+revision = 3
 requires-python = ">=3.11"
 resolution-markers = [
     "python_full_version >= '3.13'",
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+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" }
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+    { 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" },
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+sdist = { url = "https://files.pythonhosted.org/packages/1d/ae/523d48504902a6f17f6ec94311899f217f1bf64b9ca394c89c690c37434c/aiobotocore-2.23.2.tar.gz", hash = "sha256:9c2cbd6e813bb6c60b7f20fc11897976a583c57b0093a87bebfe80a9b08746b2", size = 115881, upload-time = "2025-07-24T17:48:15.957Z" }
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+    { url = "https://files.pythonhosted.org/packages/c9/2e/55780065672a69ab3d16062368d358ace7eac196b246e6b15b07301f8fbf/aiobotocore-2.23.2-py3-none-any.whl", hash = "sha256:5ca24feb49be73bd6cd92e82e95aefb0647c07bb85ca57000a0361b9554503d8", size = 84301, upload-time = "2025-07-24T17:48:14.494Z" },
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+    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" },
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From ff16b4f5f054f20a2fbcc19377c00a49e520beee Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Thu, 25 Sep 2025 11:35:07 -0400
Subject: [PATCH 2/9] chore: restore pyproject.toml

---
 pyproject.toml | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d1c97e4..e7632cc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,6 +28,7 @@ classifiers = [
 requires-python = ">=3.11"
 dependencies = [
     "pydantic-zarr>=0.8.0",
+    "pydantic>=2.12.0a1",
     "zarr>=3.1.1",
     "xarray>=2025.7.1",
     "dask[array,distributed]>=2025.5.1",
@@ -39,7 +40,6 @@ dependencies = [
     "s3fs>=2024.6.0",
     "boto3>=1.34.0",
     "pyproj>=3.7.0",
-    "typer>=0.12.0",
 ]
 
 [dependency-groups]
@@ -76,7 +76,6 @@ Documentation = "https://github.com/developmentseed/eopf-geozarr/tree/main/docs"
 
 [project.scripts]
 eopf-geozarr = "eopf_geozarr.cli:main"
-eopf-geozarr-pipeline = "eopf_geozarr.pipeline.runner:app"
 
 [tool.setuptools.packages.find]
 where = ["src"]
@@ -113,7 +112,7 @@ use_parentheses = true
 ensure_newline_before_comments = true
 
 [tool.mypy]
-python_version = "3.10"
+python_version = "3.11"
 warn_return_any = true
 warn_unused_configs = true
 disallow_untyped_defs = true
@@ -143,7 +142,10 @@ markers = [
 
 [tool.coverage.run]
 source = ["src"]
-omit = ["tests/*", "setup.py"]
+omit = [
+    "tests/*",
+    "setup.py",
+]
 
 [tool.coverage.report]
 exclude_lines = [
@@ -164,4 +166,4 @@ exclude_dirs = ["tests", "docs"]
 skips = ["B101", "B601"]
 
 [tool.uv]
-default-groups = ["dev", "test"]
+default-groups = ["dev", "test"]
\ No newline at end of file

From 8dacfc2985b057e527bf0b327e00fb746994091b Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Fri, 26 Sep 2025 00:12:55 -0400
Subject: [PATCH 3/9] feat(pipeline): share payload schema and fixtures

---
 pyproject.toml                                |   4 +-
 src/eopf_geozarr/pipeline/__init__.py         |  14 +-
 src/eopf_geozarr/pipeline/models.py           |  44 +++-
 .../pipeline/resources/__init__.py            |   1 +
 .../pipeline/resources/payload-full.json      |  19 ++
 .../pipeline/resources/payload-minimal.json   |   5 +
 src/eopf_geozarr/pipeline/schema.py           | 218 ++++++++++++++++++
 tests/test_pipeline_models.py                 |  31 ++-
 tests/test_pipeline_schema.py                 |  34 +++
 9 files changed, 356 insertions(+), 14 deletions(-)
 create mode 100644 src/eopf_geozarr/pipeline/resources/__init__.py
 create mode 100644 src/eopf_geozarr/pipeline/resources/payload-full.json
 create mode 100644 src/eopf_geozarr/pipeline/resources/payload-minimal.json
 create mode 100644 src/eopf_geozarr/pipeline/schema.py
 create mode 100644 tests/test_pipeline_schema.py

diff --git a/pyproject.toml b/pyproject.toml
index e7632cc..0d9b232 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,6 +40,7 @@ dependencies = [
     "s3fs>=2024.6.0",
     "boto3>=1.34.0",
     "pyproj>=3.7.0",
+    "jsonschema>=4.23.0",
 ]
 
 [dependency-groups]
@@ -60,6 +61,7 @@ test = [
     "pytest-cov>=4.0.0",
     "pytest-mock>=3.10.0",
     "pytest-xdist>=3.0.0",
+    "jsonschema>=4.23.0",
 ]
 docs = [
     "mkdocs>=1.4.0",
@@ -82,7 +84,7 @@ where = ["src"]
 include = ["eopf_geozarr*"]
 
 [tool.setuptools.package-data]
-"*" = ["*.md", "*.txt", "*.yml", "*.yaml"]
+"*" = ["*.md", "*.txt", "*.yml", "*.yaml", "*.json"]
 
 [tool.black]
 line-length = 100
diff --git a/src/eopf_geozarr/pipeline/__init__.py b/src/eopf_geozarr/pipeline/__init__.py
index 5494683..27495ac 100644
--- a/src/eopf_geozarr/pipeline/__init__.py
+++ b/src/eopf_geozarr/pipeline/__init__.py
@@ -1,14 +1,26 @@
 """Pipeline orchestration helpers for GeoZarr conversion."""
 
+# isort: skip_file
+
 from ..validator import ValidationIssue, ValidationReport, validate_geozarr_store
 from .models import GeoZarrPayload
 from .runner import app, run_pipeline
+from .schema import (
+    PAYLOAD_JSON_SCHEMA,
+    get_payload_schema,
+    load_example_payload,
+    validate_payload,
+)
 
 __all__ = [
+    "PAYLOAD_JSON_SCHEMA",
     "GeoZarrPayload",
     "ValidationIssue",
     "ValidationReport",
-    "validate_geozarr_store",
     "app",
+    "get_payload_schema",
+    "load_example_payload",
     "run_pipeline",
+    "validate_geozarr_store",
+    "validate_payload",
 ]
diff --git a/src/eopf_geozarr/pipeline/models.py b/src/eopf_geozarr/pipeline/models.py
index 9d0e046..92c6aff 100644
--- a/src/eopf_geozarr/pipeline/models.py
+++ b/src/eopf_geozarr/pipeline/models.py
@@ -1,16 +1,17 @@
 from __future__ import annotations
 
+from collections.abc import Iterable, Mapping
 from dataclasses import dataclass, field
-from typing import Any, Iterable, Mapping, Tuple
+from typing import Any
 
-DEFAULT_GROUPS: Tuple[str, str, str] = (
+DEFAULT_GROUPS: tuple[str, str, str] = (
     "/measurements/reflectance/r10m",
     "/measurements/reflectance/r20m",
     "/measurements/reflectance/r60m",
 )
 
 
-def _split_csv(values: str | Iterable[str] | None) -> Tuple[str, ...]:
+def _split_csv(values: str | Iterable[str] | None) -> tuple[str, ...]:
     if values is None:
         return ()
     if isinstance(values, str):
@@ -56,7 +57,7 @@ def _to_int(value: str | int | None, default: int) -> int:
     return int(value)
 
 
-def _ensure_tuple(values: Iterable[str]) -> Tuple[str, ...]:
+def _ensure_tuple(values: Iterable[str]) -> tuple[str, ...]:
     return tuple(v for v in values if v)
 
 
@@ -64,8 +65,8 @@ def _ensure_tuple(values: Iterable[str]) -> Tuple[str, ...]:
 class GeoZarrPayload:
     src_item: str
     output_zarr: str
-    groups: Tuple[str, ...] = field(default_factory=lambda: DEFAULT_GROUPS)
-    crs_groups: Tuple[str, ...] = field(default_factory=tuple)
+    groups: tuple[str, ...] = field(default_factory=lambda: DEFAULT_GROUPS)
+    crs_groups: tuple[str, ...] = field(default_factory=tuple)
     register_url: str | None = None
     register_collection: str | None = None
     register_bearer_token: str | None = None
@@ -87,9 +88,13 @@ class GeoZarrPayload:
     collection_thumbnail: str | None = None
     owner: str | None = None
     service_account: str | None = None
+    scaling_strategy: str = "v0-hpa"
+    worker_replicas_min: int = 2
+    worker_replicas_max: int = 10
+    queue_depth_target: int = 5
 
     @classmethod
-    def from_cli(  # noqa: PLR0913 - numerous parameters map to workflow template
+    def from_cli(
         cls,
         *,
         src_item: str,
@@ -117,7 +122,11 @@ def from_cli(  # noqa: PLR0913 - numerous parameters map to workflow template
         collection_thumbnail: str | None = None,
         owner: str | None = None,
         service_account: str | None = None,
-    ) -> "GeoZarrPayload":
+        scaling_strategy: str | None = None,
+        worker_replicas_min: str | int | None = None,
+        worker_replicas_max: str | int | None = None,
+        queue_depth_target: str | int | None = None,
+    ) -> GeoZarrPayload:
         parsed_groups = _ensure_tuple(
             _normalize_group_path(g) for g in (_split_csv(groups) or DEFAULT_GROUPS)
         )
@@ -151,10 +160,14 @@ def from_cli(  # noqa: PLR0913 - numerous parameters map to workflow template
             collection_thumbnail=collection_thumbnail or None,
             owner=owner or None,
             service_account=service_account or None,
+            scaling_strategy=(scaling_strategy or "v0-hpa"),
+            worker_replicas_min=_to_int(worker_replicas_min, default=2),
+            worker_replicas_max=_to_int(worker_replicas_max, default=10),
+            queue_depth_target=_to_int(queue_depth_target, default=5),
         )
 
     @classmethod
-    def from_payload(cls, payload: Mapping[str, Any]) -> "GeoZarrPayload":
+    def from_payload(cls, payload: Mapping[str, Any]) -> GeoZarrPayload:
         return cls.from_cli(
             src_item=str(payload.get("src_item", "")),
             output_zarr=str(payload.get("output_zarr", "")),
@@ -163,8 +176,9 @@ def from_payload(cls, payload: Mapping[str, Any]) -> "GeoZarrPayload":
             register_url=payload.get("register_url"),
             register_collection=payload.get("register_collection")
             or payload.get("collection"),
-            register_bearer_token=payload.get("register_bearer_token")
-            or payload.get("bearer_token"),
+            register_bearer_token=(
+                payload.get("register_bearer_token") or payload.get("bearer_token")
+            ),
             register_href=payload.get("register_href"),
             register_mode=payload.get("register_mode"),
             id_policy=payload.get("id_policy"),
@@ -183,6 +197,10 @@ def from_payload(cls, payload: Mapping[str, Any]) -> "GeoZarrPayload":
             collection_thumbnail=payload.get("collection_thumbnail"),
             owner=payload.get("owner"),
             service_account=payload.get("service_account"),
+            scaling_strategy=payload.get("scaling_strategy"),
+            worker_replicas_min=payload.get("worker_replicas_min"),
+            worker_replicas_max=payload.get("worker_replicas_max"),
+            queue_depth_target=payload.get("queue_depth_target"),
         )
 
     def ensure_required(self) -> None:
@@ -235,6 +253,10 @@ def to_payload(self) -> dict[str, Any]:
             ("collection_thumbnail", "collection_thumbnail"),
             ("owner", "owner"),
             ("service_account", "service_account"),
+            ("scaling_strategy", "scaling_strategy"),
+            ("worker_replicas_min", "worker_replicas_min"),
+            ("worker_replicas_max", "worker_replicas_max"),
+            ("queue_depth_target", "queue_depth_target"),
         )
         for attr, key in optional_fields:
             value = getattr(self, attr)
diff --git a/src/eopf_geozarr/pipeline/resources/__init__.py b/src/eopf_geozarr/pipeline/resources/__init__.py
new file mode 100644
index 0000000..d8b2224
--- /dev/null
+++ b/src/eopf_geozarr/pipeline/resources/__init__.py
@@ -0,0 +1 @@
+"""Bundled payload fixtures for pipeline integration tests."""
diff --git a/src/eopf_geozarr/pipeline/resources/payload-full.json b/src/eopf_geozarr/pipeline/resources/payload-full.json
new file mode 100644
index 0000000..0305417
--- /dev/null
+++ b/src/eopf_geozarr/pipeline/resources/payload-full.json
@@ -0,0 +1,19 @@
+{
+    "src_item": "https://example.com/stac/items/S2B_20250118",
+    "output_zarr": "s3://example-bucket/geozarr/S2B_20250118.zarr",
+    "groups": "/measurements/reflectance/r10m,/measurements/reflectance/r20m",
+    "crs_groups": "/conditions/geometry",
+    "register_url": "https://api.example.com/stac/collections/sentinel-2-l2a/items",
+    "register_collection": "sentinel-2-l2a",
+    "register_mode": "replace",
+    "overwrite": "replace",
+    "metrics_out": "s3://example-bucket/metrics/S2B_20250118.json",
+    "max_retries": 5,
+    "spatial_chunk": 2048,
+    "min_dimension": 128,
+    "tile_width": 256,
+    "dask_cluster": true,
+    "verbose": true,
+    "owner": "platform-team",
+    "service_account": "argo-runner"
+}
\ No newline at end of file
diff --git a/src/eopf_geozarr/pipeline/resources/payload-minimal.json b/src/eopf_geozarr/pipeline/resources/payload-minimal.json
new file mode 100644
index 0000000..65db788
--- /dev/null
+++ b/src/eopf_geozarr/pipeline/resources/payload-minimal.json
@@ -0,0 +1,5 @@
+{
+    "src_item": "https://example.com/stac/items/S2A_20250101",
+    "output_zarr": "s3://example-bucket/geozarr/S2A_20250101.zarr",
+    "groups": "/measurements/reflectance/r10m,/measurements/reflectance/r20m,/measurements/reflectance/r60m"
+}
\ No newline at end of file
diff --git a/src/eopf_geozarr/pipeline/schema.py b/src/eopf_geozarr/pipeline/schema.py
new file mode 100644
index 0000000..a12a628
--- /dev/null
+++ b/src/eopf_geozarr/pipeline/schema.py
@@ -0,0 +1,218 @@
+"""Shared RabbitMQ payload schema and validation helpers."""
+
+from __future__ import annotations
+
+from collections.abc import Mapping
+from functools import lru_cache
+from importlib import resources
+from json import dumps, load, loads
+from typing import Any, cast
+
+from jsonschema import Draft202012Validator
+
+PAYLOAD_JSON_SCHEMA: dict[str, Any] = {
+    "$schema": "https://json-schema.org/draft/2020-12/schema",
+    "title": "GeoZarrPayload",
+    "type": "object",
+    "additionalProperties": False,
+    "required": ["src_item", "output_zarr"],
+    "properties": {
+        "src_item": {
+            "type": "string",
+            "format": "uri",
+            "minLength": 1,
+            "description": "Upstream STAC item URL that seeded the conversion workflow.",
+        },
+        "output_zarr": {
+            "type": "string",
+            "minLength": 1,
+            "description": "Destination GeoZarr store (local path or s3:// URI).",
+        },
+        "groups": {
+            "type": "string",
+            "minLength": 1,
+            "description": (
+                "Comma-separated measurement groups to convert (e.g. "
+                "measurements/reflectance/r10m)."
+            ),
+            "default": (
+                "/measurements/reflectance/r10m,/measurements/reflectance/r20m,"
+                "/measurements/reflectance/r60m"
+            ),
+        },
+        "crs_groups": {
+            "type": "string",
+            "description": (
+                "Optional comma-separated groups that should receive CRS metadata "
+                "augmentation."
+            ),
+        },
+        "register_url": {
+            "type": "string",
+            "format": "uri",
+            "description": "STAC Transactions endpoint for registration.",
+        },
+        "register_collection": {
+            "type": "string",
+            "description": "STAC collection identifier used during registration.",
+        },
+        "collection": {
+            "type": "string",
+            "description": (
+                "Backwards-compatible alias for register_collection used by legacy payloads."
+            ),
+        },
+        "register_bearer_token": {
+            "type": "string",
+            "description": "Bearer token applied when posting to the STAC Transactions API.",
+        },
+        "register_href": {
+            "type": "string",
+            "format": "uri",
+            "description": "Optional href that should be added to the registered STAC item.",
+        },
+        "register_mode": {
+            "type": "string",
+            "description": "Registration strategy overriding the default create-or-skip behaviour.",
+            "default": "create-or-skip",
+        },
+        "id_policy": {
+            "type": "string",
+            "description": "Identifier policy for derived STAC items (for example src or hash).",
+            "default": "src",
+        },
+        "s3_endpoint": {
+            "type": "string",
+            "format": "uri",
+            "description": "Override for the S3-compatible endpoint (OVH, MinIO, etc.).",
+        },
+        "s3_region": {
+            "type": "string",
+            "description": "Region passed to S3-compatible clients (defaults to us-east-1).",
+            "default": "us-east-1",
+        },
+        "aws_addressing_style": {
+            "type": "string",
+            "description": "Addressing style forwarded to boto3 (path or virtual).",
+            "default": "path",
+        },
+        "max_retries": {
+            "type": "integer",
+            "minimum": 0,
+            "description": "Maximum retries for network operations inside the converter.",
+            "default": 3,
+        },
+        "overwrite": {
+            "type": "string",
+            "description": (
+                "Behaviour when the destination Zarr already exists (replace, skip, etc.)."
+            ),
+            "default": "replace",
+        },
+        "metrics_out": {
+            "type": "string",
+            "description": "Optional path where conversion metrics should be written.",
+        },
+        "spatial_chunk": {
+            "type": "integer",
+            "minimum": 64,
+            "description": "Spatial chunk size used during conversion.",
+            "default": 4096,
+        },
+        "min_dimension": {
+            "type": "integer",
+            "minimum": 64,
+            "description": "Smallest dimension retained when deriving overview levels.",
+            "default": 256,
+        },
+        "tile_width": {
+            "type": "integer",
+            "minimum": 64,
+            "description": "Tile width for generated multiscale pyramids.",
+            "default": 256,
+        },
+        "dask_cluster": {
+            "type": "boolean",
+            "description": "Whether the workflow should launch a transient Dask cluster.",
+            "default": False,
+        },
+        "verbose": {
+            "type": "boolean",
+            "description": "Enable verbose logging inside the converter.",
+            "default": True,
+        },
+        "aws_session_token": {
+            "type": "string",
+            "description": (
+                "Session token forwarded to AWS-compatible clients (temporary "
+                "credentials)."
+            ),
+        },
+        "collection_thumbnail": {
+            "type": "string",
+            "format": "uri",
+            "description": "Thumbnail URL injected into the registered STAC collection or item.",
+        },
+        "owner": {
+            "type": "string",
+            "description": "Optional owner metadata stored for observability.",
+        },
+        "service_account": {
+            "type": "string",
+            "description": "Downstream service account identifier for audit logs.",
+        },
+        "scaling_strategy": {
+            "type": "string",
+            "description": "Scaling phase requested by the workflow (v0-hpa or v1-queue).",
+            "enum": ["v0-hpa", "v1-queue"],
+            "default": "v0-hpa",
+        },
+        "worker_replicas_min": {
+            "type": "integer",
+            "minimum": 1,
+            "description": "Minimum number of converter workers to maintain when scaling.",
+            "default": 2,
+        },
+        "worker_replicas_max": {
+            "type": "integer",
+            "minimum": 1,
+            "description": "Maximum number of converter workers allowed by scaling policies.",
+            "default": 10,
+        },
+        "queue_depth_target": {
+            "type": "integer",
+            "minimum": 1,
+            "description": "Desired messages-per-worker threshold for the queue-driven scaler.",
+            "default": 5,
+        },
+    },
+}
+
+
+@lru_cache(maxsize=1)
+def _validator() -> Draft202012Validator:
+    return Draft202012Validator(PAYLOAD_JSON_SCHEMA)
+
+
+def get_payload_schema() -> dict[str, Any]:
+    """Return a deep copy of the payload JSON schema."""
+    return cast(dict[str, Any], loads(dumps(PAYLOAD_JSON_SCHEMA)))
+
+
+def validate_payload(payload: Mapping[str, Any]) -> None:
+    """Validate ``payload`` against :data:`PAYLOAD_JSON_SCHEMA`.
+
+    Raises ``jsonschema.ValidationError`` on failure.
+    """
+    _validator().validate(dict(payload))
+
+
+def load_example_payload(name: str = "minimal") -> dict[str, Any]:
+    """Load an example RabbitMQ payload bundled with the package."""
+
+    filename = f"payload-{name}.json"
+    resource = resources.files("eopf_geozarr.pipeline.resources").joinpath(filename)
+    if not resource.is_file():
+        raise FileNotFoundError(f"No bundled payload fixture named '{name}'")
+    with resource.open("r", encoding="utf-8") as handle:
+        return cast(dict[str, Any], load(handle))
diff --git a/tests/test_pipeline_models.py b/tests/test_pipeline_models.py
index fd15bc1..08a565d 100644
--- a/tests/test_pipeline_models.py
+++ b/tests/test_pipeline_models.py
@@ -1,8 +1,13 @@
+# ruff: noqa: S101
+
 from __future__ import annotations
 
+import importlib
+
 import pytest
 
-from eopf_geozarr.pipeline import GeoZarrPayload
+pipeline_module = importlib.import_module("eopf_geozarr.pipeline")
+GeoZarrPayload = pipeline_module.GeoZarrPayload
 
 
 def test_from_payload_normalizes_groups_and_aliases() -> None:
@@ -60,5 +65,29 @@ def test_to_payload_includes_numeric_and_boolean_flags() -> None:
     assert serialized["verbose"] is True
 
 
+def test_scaling_fields_roundtrip() -> None:
+    payload = {
+        "src_item": "https://example.com/items/scaling",
+        "output_zarr": "s3://bucket/scaling.zarr",
+        "scaling_strategy": "v1-queue",
+        "worker_replicas_min": 4,
+        "worker_replicas_max": 16,
+        "queue_depth_target": 8,
+    }
+
+    model = GeoZarrPayload.from_payload(payload)
+
+    assert model.scaling_strategy == "v1-queue"
+    assert model.worker_replicas_min == 4
+    assert model.worker_replicas_max == 16
+    assert model.queue_depth_target == 8
+
+    serialized = model.to_payload()
+    assert serialized["scaling_strategy"] == "v1-queue"
+    assert serialized["worker_replicas_min"] == 4
+    assert serialized["worker_replicas_max"] == 16
+    assert serialized["queue_depth_target"] == 8
+
+
 if __name__ == "__main__":  # pragma: no cover
     pytest.main([__file__])
diff --git a/tests/test_pipeline_schema.py b/tests/test_pipeline_schema.py
new file mode 100644
index 0000000..d6ab5e3
--- /dev/null
+++ b/tests/test_pipeline_schema.py
@@ -0,0 +1,34 @@
+from __future__ import annotations
+
+import importlib
+
+import pytest
+from jsonschema import ValidationError
+
+pipeline_module = importlib.import_module("eopf_geozarr.pipeline")
+PAYLOAD_JSON_SCHEMA = pipeline_module.PAYLOAD_JSON_SCHEMA
+get_payload_schema = pipeline_module.get_payload_schema
+load_example_payload = pipeline_module.load_example_payload
+validate_payload = pipeline_module.validate_payload
+
+
+def test_validate_payload_accepts_bundled_example() -> None:
+    payload = load_example_payload("minimal")
+    validate_payload(payload)
+
+
+def test_validate_payload_rejects_missing_required() -> None:
+    payload = {"output_zarr": "s3://bucket/out.zarr"}
+    with pytest.raises(ValidationError):
+        validate_payload(payload)
+
+
+def test_get_payload_schema_returns_deep_copy() -> None:
+    schema = get_payload_schema()
+    schema["title"] = "Mutated"
+    assert PAYLOAD_JSON_SCHEMA["title"] == "GeoZarrPayload"  # noqa: S101 - pytest assertion
+
+
+def test_load_example_payload_unknown_name() -> None:
+    with pytest.raises(FileNotFoundError):
+        load_example_payload("unknown")

From 6db860dde0450f6e4d7ff8fadb7892ec8b880d42 Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Fri, 26 Sep 2025 00:15:51 -0400
Subject: [PATCH 4/9] feat(cli): add pipeline runner metrics mode

---
 pyproject.toml                      |   3 +
 src/eopf_geozarr/cli.py             | 106 ++++++++++++++++++++++++----
 src/eopf_geozarr/pipeline/runner.py |  56 +++++++--------
 tests/test_cli_metrics.py           |  47 ++++++++++++
 4 files changed, 171 insertions(+), 41 deletions(-)
 create mode 100644 tests/test_cli_metrics.py

diff --git a/pyproject.toml b/pyproject.toml
index 0d9b232..20bbffb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,10 +37,12 @@ dependencies = [
     "cf-xarray>=0.8.0",
     "typing-extensions>=4.0.0",
     "aiohttp>=3.8.1",
+    "fsspec>=2024.6.0",
     "s3fs>=2024.6.0",
     "boto3>=1.34.0",
     "pyproj>=3.7.0",
     "jsonschema>=4.23.0",
+    "typer>=0.12.3",
 ]
 
 [dependency-groups]
@@ -78,6 +80,7 @@ Documentation = "https://github.com/developmentseed/eopf-geozarr/tree/main/docs"
 
 [project.scripts]
 eopf-geozarr = "eopf_geozarr.cli:main"
+eopf-geozarr-pipeline = "eopf_geozarr.pipeline.runner:app"
 
 [tool.setuptools.packages.find]
 where = ["src"]
diff --git a/src/eopf_geozarr/cli.py b/src/eopf_geozarr/cli.py
index 78ff3cc..091eca4 100644
--- a/src/eopf_geozarr/cli.py
+++ b/src/eopf_geozarr/cli.py
@@ -6,9 +6,13 @@
 """
 
 import argparse
+import json
 import sys
+import time
+from datetime import UTC, datetime
+from importlib.metadata import PackageNotFoundError, version
 from pathlib import Path
-from typing import Any, Optional
+from typing import Any
 
 import xarray as xr
 
@@ -21,7 +25,34 @@
 )
 
 
-def setup_dask_cluster(enable_dask: bool, verbose: bool = False) -> Optional[Any]:
+def _package_version() -> str:
+    try:
+        return version("eopf-geozarr")
+    except PackageNotFoundError:  # pragma: no cover - fallback for editable installs
+        return "unknown"
+
+
+def _write_metrics(path: str, payload: dict[str, Any]) -> None:
+    target = path.strip()
+    if not target:
+        return
+    content = json.dumps(payload, indent=2) + "\n"
+    if is_s3_path(target):
+        try:
+            import fsspec
+        except ImportError as exc:  # pragma: no cover - dependency guard
+            raise RuntimeError(
+                "Writing metrics to S3 requires 'fsspec'; install with the s3 extras"
+            ) from exc
+        with fsspec.open(target, "w", encoding="utf-8") as stream:
+            stream.write(content)
+        return
+    metrics_path = Path(target)
+    metrics_path.parent.mkdir(parents=True, exist_ok=True)
+    metrics_path.write_text(content, encoding="utf-8")
+
+
+def setup_dask_cluster(enable_dask: bool, verbose: bool = False) -> Any | None:
     """
     Set up a dask cluster for parallel processing.
 
@@ -57,7 +88,7 @@ def setup_dask_cluster(enable_dask: bool, verbose: bool = False) -> Optional[Any
 
     except ImportError:
         print(
-            "❌ Error: dask.distributed not available. Install with: pip install 'dask[distributed]'"
+            "❌ Error: dask.distributed not available. Install via pip install 'dask[distributed]'"
         )
         sys.exit(1)
     except Exception as e:
@@ -79,6 +110,9 @@ def convert_command(args: argparse.Namespace) -> None:
         enable_dask=getattr(args, "dask_cluster", False), verbose=args.verbose
     )
 
+    started_at = time.perf_counter()
+    started_ts = datetime.now(UTC)
+
     try:
         # Validate input path (handle both local paths and URLs)
         input_path_str = args.input_path
@@ -171,6 +205,30 @@ def convert_command(args: argparse.Namespace) -> None:
         print("✅ Successfully converted EOPF dataset to GeoZarr format")
         print(f"Output saved to: {output_path}")
 
+        metrics_target = (getattr(args, "metrics_out", None) or "").strip()
+        if metrics_target:
+            finished_ts = datetime.now(UTC)
+            metrics = {
+                "src_item": input_path,
+                "output_zarr": output_path,
+                "groups": list(args.groups or []),
+                "crs_groups": list(args.crs_groups or []),
+                "spatial_chunk": args.spatial_chunk,
+                "min_dimension": args.min_dimension,
+                "tile_width": args.tile_width,
+                "dask_cluster": bool(getattr(args, "dask_cluster", False)),
+                "max_retries": args.max_retries,
+                "duration_seconds": round(time.perf_counter() - started_at, 3),
+                "started_at": started_ts.isoformat(),
+                "finished_at": finished_ts.isoformat(),
+                "version": _package_version(),
+            }
+            try:
+                _write_metrics(metrics_target, metrics)
+                print(f"📈 Metrics written to {metrics_target}")
+            except Exception as exc:  # pragma: no cover - diagnostics only
+                print(f"⚠️ Warning: failed to write metrics to {metrics_target}: {exc}")
+
         if args.verbose:
             # Check if dt_geozarr is a DataTree or Dataset
             if hasattr(dt_geozarr, "children"):
@@ -273,7 +331,7 @@ def _generate_optimized_tree_html(dt: xr.DataTree) -> str:
     """
 
     def has_meaningful_content(node: Any) -> bool:
-        """Check if a node has meaningful content (data variables, attributes, or meaningful children)."""
+        """Check if a node has data, attributes, or meaningful child nodes."""
         if hasattr(node, "ds") and node.ds is not None:
             # Has data variables
             if hasattr(node.ds, "data_vars") and len(node.ds.data_vars) > 0:
@@ -316,7 +374,9 @@ def format_data_vars(data_vars: Any) -> str:
             # Fallback to simple format if xarray HTML fails
             vars_html = []
             for name, var in data_vars.items():
-                dims_str = format_dimensions(dict(zip(var.dims, var.shape)))
+                dims_str = format_dimensions(
+                    dict(zip(var.dims, var.shape, strict=True))
+                )
                 dtype_str = str(var.dtype)
                 vars_html.append(
                     f"""
@@ -474,7 +534,10 @@ def render_node(node: Any, path: str = "", level: int = 0) -> str:
             .tree-node {{
                 margin-bottom: 8px;
             }}
-
+                help=(
+                    "Groups that need CRS information added on best-effort basis "
+                    "(e.g., /conditions/geometry)"
+                ),
             .tree-details {{
                 border: 1px solid #e1e5e9;
                 border-radius: 6px;
@@ -549,7 +612,9 @@ def render_node(node: Any, path: str = "", level: int = 0) -> str:
             }}
 
             .var-name {{
-                font-family: 'SF Mono', Monaco, 'Cascadia Code', 'Roboto Mono', Consolas, 'Courier New', monospace;
+                font-family:
+                    'SF Mono', Monaco, 'Cascadia Code', 'Roboto Mono',
+                    Consolas, 'Courier New', monospace;
                 font-weight: 600;
                 color: #0969da;
                 min-width: 120px;
@@ -563,7 +628,9 @@ def render_node(node: Any, path: str = "", level: int = 0) -> str:
 
             .var-dtype {{
                 color: #1a7f37;
-                font-family: 'SF Mono', Monaco, 'Cascadia Code', 'Roboto Mono', Consolas, 'Courier New', monospace;
+                font-family:
+                    'SF Mono', Monaco, 'Cascadia Code', 'Roboto Mono',
+                    Consolas, 'Courier New', monospace;
                 font-size: 0.85em;
                 font-weight: 500;
                 background-color: #f6f8fa;
@@ -586,7 +653,9 @@ def render_node(node: Any, path: str = "", level: int = 0) -> str:
 
             .attr-value {{
                 color: #656d76;
-                font-family: 'SF Mono', Monaco, 'Cascadia Code', 'Roboto Mono', Consolas, 'Courier New', monospace;
+                font-family:
+                    'SF Mono', Monaco, 'Cascadia Code', 'Roboto Mono',
+                    Consolas, 'Courier New', monospace;
                 font-size: 0.85em;
             }}
 
@@ -638,7 +707,9 @@ def _generate_html_output(
     <style>
         /* EOPF-inspired styling */
         body {{
-            font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', 'Roboto', 'Helvetica Neue', Arial, sans-serif;
+            font-family:
+                -apple-system, BlinkMacSystemFont, 'Segoe UI', 'Roboto',
+                'Helvetica Neue', Arial, sans-serif;
             margin: 0;
             padding: 20px;
             background-color: #fafafa;
@@ -873,7 +944,9 @@ def _generate_html_output(
                 </div>
                 <div class="header-info-item">
                     <div class="header-info-label">Generated</div>
-                    <div class="header-info-value">{__import__('datetime').datetime.now().strftime('%Y-%m-%d %H:%M:%S')}</div>
+                    <div class="header-info-value">
+                        {__import__('datetime').datetime.now().strftime('%Y-%m-%d %H:%M:%S')}
+                    </div>
                 </div>
             </div>
         </div>
@@ -1081,11 +1154,20 @@ def create_parser() -> argparse.ArgumentParser:
         default=3,
         help="Maximum number of retries for network operations (default: 3)",
     )
+    convert_parser.add_argument(
+        "--metrics-out",
+        type=str,
+        help="Optional path (local or s3://) for conversion metrics JSON",
+    )
     convert_parser.add_argument(
         "--crs-groups",
         type=str,
         nargs="*",
-        help="Groups that need CRS information added on best-effort basis (e.g., /conditions/geometry)",
+        default=None,
+        help=(
+            "Groups that need CRS information added on best-effort basis "
+            "(e.g., /conditions/geometry)"
+        ),
     )
     convert_parser.add_argument(
         "--verbose", action="store_true", help="Enable verbose output"
diff --git a/src/eopf_geozarr/pipeline/runner.py b/src/eopf_geozarr/pipeline/runner.py
index 096bbd5..5694f2c 100644
--- a/src/eopf_geozarr/pipeline/runner.py
+++ b/src/eopf_geozarr/pipeline/runner.py
@@ -7,7 +7,7 @@
 import subprocess
 import sys
 from pathlib import Path
-from typing import Any, Optional
+from typing import Any
 from urllib.parse import urlparse
 
 import fsspec
@@ -48,7 +48,7 @@ def _resolve_zarr_root(src_item: str, logger: logging.Logger) -> str:
                 check=True,
                 capture_output=True,
                 text=True,
-            )
+            )  # noqa: S603 - executes trusted resolver shipped alongside the pipeline
             output = result.stdout.strip()
             if not output:
                 raise RuntimeError("Resolver script returned empty output.")
@@ -56,7 +56,7 @@ def _resolve_zarr_root(src_item: str, logger: logging.Logger) -> str:
     raise FileNotFoundError("resolve_zarr_from_item.py not found in expected locations")
 
 
-def _maybe_start_dask(enable: bool, logger: logging.Logger) -> Optional[Any]:
+def _maybe_start_dask(enable: bool, logger: logging.Logger) -> Any | None:
     if not enable:
         return None
     try:
@@ -167,36 +167,34 @@ def run_pipeline(payload: GeoZarrPayload) -> None:
 
 
 @app.command()  # type: ignore[misc]
-def run(  # noqa: PLR0913 - CLI mirrors WorkflowTemplate parameters
+def run(
     src_item: str = typer.Option(..., help="STAC item URL"),
     output_zarr: str = typer.Option(
         ..., help="Target GeoZarr store (s3:// or local path)"
     ),
-    groups: Optional[str] = typer.Option(None, help="Comma-separated group paths"),
-    crs_groups: Optional[str] = typer.Option(
-        None, help="Comma-separated CRS group paths"
-    ),
-    register_url: Optional[str] = typer.Option(None),
-    register_collection: Optional[str] = typer.Option(None),
-    register_bearer_token: Optional[str] = typer.Option(None),
-    register_href: Optional[str] = typer.Option(None),
-    register_mode: Optional[str] = typer.Option(None),
-    id_policy: Optional[str] = typer.Option(None),
-    s3_endpoint: Optional[str] = typer.Option(None),
-    s3_region: Optional[str] = typer.Option(None),
-    aws_addressing_style: Optional[str] = typer.Option(None),
-    max_retries: Optional[str] = typer.Option(None),
-    overwrite: Optional[str] = typer.Option(None),
-    metrics_out: Optional[str] = typer.Option(None),
-    spatial_chunk: Optional[str] = typer.Option(None),
-    min_dimension: Optional[str] = typer.Option(None),
-    tile_width: Optional[str] = typer.Option(None),
-    dask_cluster: Optional[str] = typer.Option(None),
-    verbose: Optional[str] = typer.Option(None),
-    aws_session_token: Optional[str] = typer.Option(None),
-    collection_thumbnail: Optional[str] = typer.Option(None),
-    owner: Optional[str] = typer.Option(None),
-    service_account: Optional[str] = typer.Option(None),
+    groups: str | None = typer.Option(None, help="Comma-separated group paths"),
+    crs_groups: str | None = typer.Option(None, help="Comma-separated CRS group paths"),
+    register_url: str | None = typer.Option(None),
+    register_collection: str | None = typer.Option(None),
+    register_bearer_token: str | None = typer.Option(None),
+    register_href: str | None = typer.Option(None),
+    register_mode: str | None = typer.Option(None),
+    id_policy: str | None = typer.Option(None),
+    s3_endpoint: str | None = typer.Option(None),
+    s3_region: str | None = typer.Option(None),
+    aws_addressing_style: str | None = typer.Option(None),
+    max_retries: str | None = typer.Option(None),
+    overwrite: str | None = typer.Option(None),
+    metrics_out: str | None = typer.Option(None),
+    spatial_chunk: str | None = typer.Option(None),
+    min_dimension: str | None = typer.Option(None),
+    tile_width: str | None = typer.Option(None),
+    dask_cluster: str | None = typer.Option(None),
+    verbose: str | None = typer.Option(None),
+    aws_session_token: str | None = typer.Option(None),
+    collection_thumbnail: str | None = typer.Option(None),
+    owner: str | None = typer.Option(None),
+    service_account: str | None = typer.Option(None),
 ) -> None:
     payload = GeoZarrPayload.from_cli(
         src_item=src_item,
diff --git a/tests/test_cli_metrics.py b/tests/test_cli_metrics.py
new file mode 100644
index 0000000..66f13f2
--- /dev/null
+++ b/tests/test_cli_metrics.py
@@ -0,0 +1,47 @@
+"""Tests for metrics helpers in CLI."""
+
+import importlib
+import json
+from typing import Any
+
+cli_module = importlib.import_module("eopf_geozarr.cli")
+_write_metrics = cli_module._write_metrics  # type: ignore[attr-defined]
+
+
+def test_write_metrics_local_path(tmp_path):
+    metrics_path = tmp_path / "metrics.json"
+    payload = {"hello": "world", "value": 42}
+
+    _write_metrics(str(metrics_path), payload)
+
+    assert metrics_path.exists()  # noqa: S101 - pytest assertion
+    loaded = json.loads(metrics_path.read_text(encoding="utf-8"))
+    assert loaded == payload  # noqa: S101 - pytest assertion
+
+
+def test_write_metrics_s3_path(monkeypatch):
+    captured: dict[str, Any] = {"path": None, "content": None}
+
+    class DummyStream:
+        def __enter__(self):
+            return self
+
+        def __exit__(self, exc_type, exc_val, exc_tb):
+            return False
+
+        def write(self, data):
+            captured["content"] = data
+
+    def fake_open(path, mode, encoding=None):
+        captured["path"] = path
+        return DummyStream()
+
+    import fsspec
+
+    monkeypatch.setattr(fsspec, "open", fake_open)
+
+    payload = {"foo": "bar"}
+    _write_metrics("s3://bucket/key.json", payload)
+
+    assert captured["path"] == "s3://bucket/key.json"  # noqa: S101 - pytest assertion
+    assert json.loads(captured["content"]) == payload  # noqa: S101 - pytest assertion

From bf6aa388d325870d0acbfeb19a25bda76db381f6 Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Fri, 26 Sep 2025 00:17:30 -0400
Subject: [PATCH 5/9] feat(data-api): add STAC transactions client

---
 pyproject.toml                            |   3 +
 src/eopf_geozarr/data_api/__init__.py     |   4 +
 src/eopf_geozarr/data_api/transactions.py | 147 ++++++++++++++++++++++
 tests/test_data_api_transactions.py       | 119 ++++++++++++++++++
 4 files changed, 273 insertions(+)
 create mode 100644 src/eopf_geozarr/data_api/transactions.py
 create mode 100644 tests/test_data_api_transactions.py

diff --git a/pyproject.toml b/pyproject.toml
index 20bbffb..2a275d5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,6 +43,8 @@ dependencies = [
     "pyproj>=3.7.0",
     "jsonschema>=4.23.0",
     "typer>=0.12.3",
+    "httpx>=0.27",
+    "pystac>=1.10",
 ]
 
 [dependency-groups]
@@ -64,6 +66,7 @@ test = [
     "pytest-mock>=3.10.0",
     "pytest-xdist>=3.0.0",
     "jsonschema>=4.23.0",
+    "pytest-asyncio>=0.23.0",
 ]
 docs = [
     "mkdocs>=1.4.0",
diff --git a/src/eopf_geozarr/data_api/__init__.py b/src/eopf_geozarr/data_api/__init__.py
index 64c1715..9c276de 100644
--- a/src/eopf_geozarr/data_api/__init__.py
+++ b/src/eopf_geozarr/data_api/__init__.py
@@ -1 +1,5 @@
 """Data API for accessing GeoZarr compliant EOPF datasets."""
+
+from .transactions import TransactionsClient, ensure_collection
+
+__all__ = ["TransactionsClient", "ensure_collection"]
diff --git a/src/eopf_geozarr/data_api/transactions.py b/src/eopf_geozarr/data_api/transactions.py
new file mode 100644
index 0000000..9a6cd81
--- /dev/null
+++ b/src/eopf_geozarr/data_api/transactions.py
@@ -0,0 +1,147 @@
+"""Helpers for interacting with STAC Transactions endpoints."""
+
+from __future__ import annotations
+
+from collections.abc import Mapping
+from dataclasses import dataclass
+
+import httpx
+import pystac
+
+
+def _merge_json_headers(headers: Mapping[str, str] | None) -> dict[str, str]:
+    base: dict[str, str] = {"Content-Type": "application/json"}
+    if headers:
+        base.update(headers)
+    return base
+
+
+@dataclass(slots=True)
+class TransactionsClient:
+    """Async convenience wrapper for a subset of the STAC Transactions API."""
+
+    base_url: str
+    headers: Mapping[str, str] | None = None
+    timeout: float = 30.0
+    transport: httpx.AsyncBaseTransport | None = None
+
+    def _collections_url(self) -> str:
+        return f"{self.base_url.rstrip('/')}/collections"
+
+    def _items_url(self, collection_id: str) -> str:
+        return f"{self._collections_url()}/{collection_id}/items"
+
+    def _client(self, *, headers: Mapping[str, str] | None) -> httpx.AsyncClient:
+        return httpx.AsyncClient(
+            timeout=self.timeout,
+            headers=headers,
+            transport=self.transport,
+        )
+
+    async def get_collection(self, collection_id: str) -> pystac.Collection | None:
+        url = f"{self._collections_url()}/{collection_id}"
+        async with self._client(headers=self.headers) as client:
+            response = await client.get(url)
+        if response.status_code == 200:
+            try:
+                return pystac.Collection.from_dict(response.json())
+            except Exception:  # pragma: no cover - fallback guard
+                return None
+        if response.status_code == 404:
+            return None
+        response.raise_for_status()
+        return None
+
+    async def create_collection(
+        self, collection: pystac.Collection
+    ) -> pystac.Collection:
+        async with self._client(headers=_merge_json_headers(self.headers)) as client:
+            response = await client.post(
+                self._collections_url(), json=collection.to_dict()
+            )
+        if response.status_code in (200, 201):
+            try:
+                return pystac.Collection.from_dict(response.json())
+            except Exception:  # pragma: no cover - fallback guard
+                return collection
+        if response.status_code == 409:
+            return collection
+        response.raise_for_status()
+        return collection
+
+    async def create_item(self, item: pystac.Item, collection_id: str) -> pystac.Item:
+        url = self._items_url(collection_id)
+        async with self._client(headers=_merge_json_headers(self.headers)) as client:
+            response = await client.post(url, json=item.to_dict())
+        if response.status_code in (200, 201):
+            try:
+                return pystac.Item.from_dict(response.json())
+            except Exception:  # pragma: no cover - fallback guard
+                return item
+        if response.status_code == 409:
+            return item
+        response.raise_for_status()
+        return item
+
+    async def get_item(self, collection_id: str, item_id: str) -> pystac.Item | None:
+        url = f"{self._items_url(collection_id)}/{item_id}"
+        async with self._client(headers=self.headers) as client:
+            response = await client.get(url)
+        if response.status_code == 200:
+            try:
+                return pystac.Item.from_dict(response.json())
+            except Exception:  # pragma: no cover - fallback guard
+                return None
+        if response.status_code == 404:
+            return None
+        response.raise_for_status()
+        return None
+
+    async def update_item(self, item: pystac.Item, collection_id: str) -> pystac.Item:
+        url = f"{self._items_url(collection_id)}/{item.id}"
+        async with self._client(headers=_merge_json_headers(self.headers)) as client:
+            response = await client.put(url, json=item.to_dict())
+        if response.status_code in (200, 201):
+            try:
+                return pystac.Item.from_dict(response.json())
+            except Exception:  # pragma: no cover - fallback guard
+                return item
+        response.raise_for_status()
+        return item
+
+    async def delete_item(self, collection_id: str, item_id: str) -> bool:
+        url = f"{self._items_url(collection_id)}/{item_id}"
+        async with self._client(headers=self.headers) as client:
+            response = await client.delete(url)
+        if response.status_code in (200, 204):
+            return True
+        if response.status_code == 404:
+            return False
+        response.raise_for_status()
+        return False
+
+
+async def ensure_collection(
+    client: TransactionsClient,
+    collection_id: str,
+    allow_create: bool,
+    title: str | None,
+    description: str | None,
+) -> pystac.Collection:
+    existing = await client.get_collection(collection_id)
+    if existing:
+        return existing
+    if not allow_create:
+        msg = f"Collection '{collection_id}' not found and auto-create disabled"
+        raise RuntimeError(msg)
+    collection = pystac.Collection(
+        id=collection_id,
+        description=description or f"Auto-created collection {collection_id}",
+        extent=pystac.Extent(
+            spatial=pystac.SpatialExtent([[-180.0, -90.0, 180.0, 90.0]]),
+            temporal=pystac.TemporalExtent([[None, None]]),
+        ),
+        title=title or collection_id,
+        license="provisional",
+    )
+    return await client.create_collection(collection)
diff --git a/tests/test_data_api_transactions.py b/tests/test_data_api_transactions.py
new file mode 100644
index 0000000..2af62c8
--- /dev/null
+++ b/tests/test_data_api_transactions.py
@@ -0,0 +1,119 @@
+from __future__ import annotations
+
+import importlib
+from datetime import UTC, datetime
+
+import httpx
+import pystac
+import pytest
+
+transactions = importlib.import_module("eopf_geozarr.data_api.transactions")
+TransactionsClient = transactions.TransactionsClient
+ensure_collection = transactions.ensure_collection
+
+
+def _collection(collection_id: str) -> pystac.Collection:
+    return pystac.Collection(
+        id=collection_id,
+        description=f"Collection {collection_id}",
+        extent=pystac.Extent(
+            spatial=pystac.SpatialExtent([[-180.0, -90.0, 180.0, 90.0]]),
+            temporal=pystac.TemporalExtent([[None, None]]),
+        ),
+        title=f"Collection {collection_id}",
+        license="provisional",
+    )
+
+
+def _item(collection_id: str, item_id: str) -> pystac.Item:
+    return pystac.Item(
+        id=item_id,
+        geometry=None,
+        bbox=None,
+        datetime=datetime(2024, 1, 1, tzinfo=UTC),
+        properties={},
+        stac_extensions=[],
+        collection=collection_id,
+    )
+
+
+def _transport(responses: list[tuple[str, str, httpx.Response]]):
+    remaining = responses.copy()
+
+    def handler(request: httpx.Request) -> httpx.Response:
+        if not remaining:
+            raise AssertionError(f"Unexpected request: {request.method} {request.url}")
+        method, url, response = remaining.pop(0)
+        assert request.method == method
+        assert str(request.url) == url
+        return response
+
+    return httpx.MockTransport(handler)
+
+
+@pytest.mark.asyncio
+async def test_ensure_collection_returns_existing() -> None:
+    base_url = "https://example.com/stac"
+    responses = [
+        (
+            "GET",
+            f"{base_url}/collections/demo",
+            httpx.Response(200, json=_collection("demo").to_dict()),
+        )
+    ]
+    client = TransactionsClient(base_url, transport=_transport(responses))
+    collection = await ensure_collection(client, "demo", True, None, None)
+    assert collection.id == "demo"
+
+
+@pytest.mark.asyncio
+async def test_ensure_collection_creates_when_missing() -> None:
+    base_url = "https://example.com/stac"
+    responses = [
+        ("GET", f"{base_url}/collections/new", httpx.Response(404)),
+        (
+            "POST",
+            f"{base_url}/collections",
+            httpx.Response(201, json=_collection("new").to_dict()),
+        ),
+    ]
+    client = TransactionsClient(base_url, transport=_transport(responses))
+    collection = await ensure_collection(client, "new", True, "New", "Created")
+    assert collection.id == "new"
+
+
+@pytest.mark.asyncio
+async def test_create_and_get_item_roundtrip() -> None:
+    base_url = "https://example.com/stac"
+    responses = [
+        (
+            "POST",
+            f"{base_url}/collections/demo/items",
+            httpx.Response(201, json=_item("demo", "item-1").to_dict()),
+        ),
+        (
+            "GET",
+            f"{base_url}/collections/demo/items/item-1",
+            httpx.Response(200, json=_item("demo", "item-1").to_dict()),
+        ),
+    ]
+    client = TransactionsClient(base_url, transport=_transport(responses))
+    item = await client.create_item(_item("demo", "item-1"), "demo")
+    assert item.id == "item-1"
+    fetched = await client.get_item("demo", "item-1")
+    assert fetched and fetched.id == "item-1"
+
+
+@pytest.mark.asyncio
+async def test_delete_item_handles_missing() -> None:
+    base_url = "https://example.com/stac"
+    responses = [
+        (
+            "DELETE",
+            f"{base_url}/collections/demo/items/item-404",
+            httpx.Response(404),
+        )
+    ]
+    client = TransactionsClient(base_url, transport=_transport(responses))
+    deleted = await client.delete_item("demo", "item-404")
+    assert deleted is False

From 6f38d734a5474db80dda9f8f6c07debccb02d42d Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Fri, 26 Sep 2025 00:18:56 -0400
Subject: [PATCH 6/9] chore: align lint and type config

---
 pyproject.toml | 19 +++++++++++++++----
 1 file changed, 15 insertions(+), 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 2a275d5..a9dd68c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,6 +59,7 @@ dev = [
     "pre-commit>=3.0.0",
     "bandit[toml]>=1.7.0",
     "safety>=2.0.0",
+    "ruff>=0.8.4",
 ]
 test = [
     "pytest>=7.0.0",
@@ -92,6 +93,17 @@ include = ["eopf_geozarr*"]
 [tool.setuptools.package-data]
 "*" = ["*.md", "*.txt", "*.yml", "*.yaml", "*.json"]
 
+[tool.ruff]
+line-length = 100
+src = ["src", "tests"]
+
+[tool.ruff.lint]
+ignore = ["E203", "E402"]
+select = ["E", "F", "I", "UP", "B", "S", "RUF"]
+
+[tool.ruff.lint.isort]
+combine-as-imports = true
+
 [tool.black]
 line-length = 100
 target-version = ['py310', 'py311', 'py312']
@@ -133,6 +145,7 @@ warn_unused_ignores = true
 warn_no_return = true
 warn_unreachable = true
 strict_equality = true
+mypy_path = ["src"]
 
 [[tool.mypy.overrides]]
 module = ["zarr.*", "xarray.*", "rioxarray.*", "cf_xarray.*", "dask.*"]
@@ -146,14 +159,12 @@ markers = [
     "slow: marks tests as slow (deselect with '-m \"not slow\"')",
     "integration: marks tests as integration tests",
     "network: marks tests that require network access",
+    "asyncio: marks asyncio tests",
 ]
 
 [tool.coverage.run]
 source = ["src"]
-omit = [
-    "tests/*",
-    "setup.py",
-]
+omit = ["tests/*", "setup.py"]
 
 [tool.coverage.report]
 exclude_lines = [

From 6e62d5eb9c05397bc759380aa4eb7bc673f068fd Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Fri, 26 Sep 2025 00:19:17 -0400
Subject: [PATCH 7/9] docs: detail pipeline integration contract

---
 README.md                    | 15 ++++--
 docs/pipeline-integration.md | 89 ++++++++++++++++++++++++++++++++++++
 mkdocs.yml                   |  1 +
 3 files changed, 102 insertions(+), 3 deletions(-)
 create mode 100644 docs/pipeline-integration.md

diff --git a/README.md b/README.md
index b25869d..29356da 100644
--- a/README.md
+++ b/README.md
@@ -70,8 +70,10 @@ eopf-geozarr --help
 
 ### Pipeline-Oriented CLI
 
-The package also ships a workflow-friendly entrypoint that mirrors the RabbitMQ Sensor payload. This is
-useful for dry runs or smoke tests that mimic the production event flow:
+The package also ships a workflow-friendly entrypoint that mirrors the RabbitMQ Sensor payload used in
+`data-model-pipeline`. Use it for dry runs or smoke tests that mimic the production event flow while
+keeping the canonical payload contract in a single place. Refer to
+[`docs/pipeline-integration.md`](docs/pipeline-integration.md) for the full cross-repository overview.
 
 ```bash
 # Inspect available arguments (mirrors Sensor → WorkflowTemplate parameters)
@@ -84,7 +86,8 @@ eopf-geozarr-pipeline run \
   --groups measurements/reflectance/r10m,measurements/reflectance/r20m \
   --register-collection sentinel-2-l2a \
   --register-url https://api.explorer.eopf.copernicus.eu/stac \
-  --overwrite replace
+  --overwrite replace \
+  --metrics-out s3://bucket/metrics/latest.json
 
 # Validate a produced GeoZarr store
 python - <<'PY'
@@ -95,6 +98,12 @@ print(report.summary())
 for line in report.detailed():
     print(" -", line)
 PY
+
+  ### Observability and Metrics
+
+  Both CLIs now support `--metrics-out`, allowing workflows to persist per-run diagnostics either to the
+  local filesystem or directly to `s3://` destinations. The payload helpers expose the same field so Argo
+  Workflow templates and RabbitMQ messages stay aligned.
 ```
 ```
 
diff --git a/docs/pipeline-integration.md b/docs/pipeline-integration.md
new file mode 100644
index 0000000..b02808e
--- /dev/null
+++ b/docs/pipeline-integration.md
@@ -0,0 +1,89 @@
+# Pipeline Integration Overview
+
+The `eopf-geozarr` package provides the conversion logic that powers the GeoZarr workflow in
+`data-model-pipeline`. This guide highlights the contract between both repositories so that developer
+workflows, Argo templates, and RabbitMQ messages remain synchronized.
+
+## Shared Responsibilities
+
+| Concern | Provided by `data-model` | Provided by `data-model-pipeline` |
+| --- | --- | --- |
+| GeoZarr conversion & validation | `eopf_geozarr` conversion engine, CLI, pipeline runner, payload schema | Invokes library within Argo Workflows, publishes AMQP payloads |
+| Payload contract | `GeoZarrPayload` dataclass, JSON schema, bundled fixtures | Sensors and tests consume the shared helpers |
+| Observability | `--metrics-out` flag routes metrics to local or S3 destinations | Workflows collect and forward metrics to long-term storage |
+| STAC registration helpers | `validate_geozarr_store`, pipeline runner hooks | Orchestrates STAC Transactions based on payload flags |
+
+## Command-Line Surfaces
+
+### `eopf-geozarr`
+
+The original CLI remains the most direct way to convert EOPF datasets. It now accepts
+`--metrics-out` so you can persist run summaries alongside converted assets. Metrics targets support
+both local paths and S3 URIs.
+
+### `eopf-geozarr-pipeline`
+
+The pipeline-specific entrypoint mirrors the RabbitMQ payload processed by production Argo sensors.
+It is ideal for replaying payloads locally or verifying template changes:
+
+```bash
+# Validate payload flags before triggering the workflow
+$ eopf-geozarr-pipeline run --help
+
+# Replay a bundled example payload
+$ eopf-geozarr-pipeline run --payload-file <(python - <<'PY'
+from eopf_geozarr.pipeline import load_example_payload
+import json
+print(json.dumps(load_example_payload("minimal")))
+PY
+)
+```
+
+Both CLIs normalize group names, default to the Sentinel-2 reflectance groups, and respect the shared
+payload schema described below.
+
+## Python Helpers
+
+The `eopf_geozarr.pipeline` package exposes helpers that keep repositories aligned:
+
+```python
+from eopf_geozarr.pipeline import (
+    GeoZarrPayload,
+    PAYLOAD_JSON_SCHEMA,
+    get_payload_schema,
+    load_example_payload,
+    run_pipeline,
+    validate_payload,
+)
+
+payload = GeoZarrPayload.from_payload(load_example_payload("full"))
+payload.ensure_required()
+validate_payload(payload.to_payload())
+print(PAYLOAD_JSON_SCHEMA["required"])  # ["src_item", "output_zarr"]
+```
+
+- `GeoZarrPayload` parses CLI arguments or RabbitMQ payloads and produces normalized values.
+- `PAYLOAD_JSON_SCHEMA` and `get_payload_schema()` deliver a canonical JSON schema for validation in
+  tests or runtime checks.
+- `load_example_payload()` exposes fixtures that mirror the messages published by the AMQP tooling.
+- `validate_payload()` wraps `jsonschema` with the library-managed schema, ensuring the same rules
+  apply everywhere.
+
+## Bundled Fixtures
+
+Two JSON fixtures live under `eopf_geozarr/pipeline/resources`:
+
+- `payload-minimal.json` represents the baseline message with only required fields.
+- `payload-full.json` exercises optional knobs such as STAC registration and metrics targets.
+
+Use these fixtures to seed integration tests in `data-model-pipeline` or to document payload
+expectations in other repositories. They are also accessible at runtime via `load_example_payload()`.
+
+## Next Steps
+
+- `data-model-pipeline` should import the schema helpers when validating AMQP payloads and update its
+  tests to rely on the shared fixtures.
+- `platform-deploy` can reference the same schema when templating new WorkflowTemplates or Flux
+  overlays, ensuring environment values stay in sync.
+- Future payload changes should originate in this repository so all downstream consumers inherit the
+  update automatically.
diff --git a/mkdocs.yml b/mkdocs.yml
index 36d9f4a..4f4f9d6 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -63,6 +63,7 @@ nav:
   - Installation: installation.md
   - Quick Start: quickstart.md
   - User Guide: converter.md
+  - Pipeline Integration: pipeline-integration.md
   - API Reference: api-reference.md
   - Examples: examples.md
   - Architecture: architecture.md

From 052dc78b970a953bb78dba128f2c346b3b7b9a61 Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Fri, 26 Sep 2025 00:19:46 -0400
Subject: [PATCH 8/9] chore: update dependency lockfile

---
 uv.lock | 362 ++++++++++++++++++++++++++++++++++++++++++++++++--------
 1 file changed, 313 insertions(+), 49 deletions(-)

diff --git a/uv.lock b/uv.lock
index 0fc068a..18320ad 100644
--- a/uv.lock
+++ b/uv.lock
@@ -716,9 +716,14 @@ dependencies = [
     { name = "boto3" },
     { name = "cf-xarray" },
     { name = "dask", extra = ["array", "distributed"] },
+    { name = "fsspec" },
+    { name = "httpx" },
+    { name = "jsonschema" },
     { name = "numpy" },
+    { name = "pydantic" },
     { name = "pydantic-zarr" },
     { name = "pyproj" },
+    { name = "pystac" },
     { name = "rioxarray" },
     { name = "s3fs" },
     { name = "typer" },
@@ -738,6 +743,7 @@ dev = [
     { name = "pre-commit" },
     { name = "pytest" },
     { name = "pytest-cov" },
+    { name = "ruff" },
     { name = "safety" },
 ]
 docs = [
@@ -747,7 +753,9 @@ docs = [
     { name = "pymdown-extensions" },
 ]
 test = [
+    { name = "jsonschema" },
     { name = "pytest" },
+    { name = "pytest-asyncio" },
     { name = "pytest-cov" },
     { name = "pytest-mock" },
     { name = "pytest-xdist" },
@@ -759,12 +767,17 @@ requires-dist = [
     { name = "boto3", specifier = ">=1.34.0" },
     { name = "cf-xarray", specifier = ">=0.8.0" },
     { name = "dask", extras = ["array", "distributed"], specifier = ">=2025.5.1" },
+    { name = "fsspec", specifier = ">=2024.6.0" },
+    { name = "httpx", specifier = ">=0.27" },
+    { name = "jsonschema", specifier = ">=4.23.0" },
     { name = "numpy", specifier = ">=2.3.1" },
+    { name = "pydantic", specifier = ">=2.12.0a1" },
     { name = "pydantic-zarr", specifier = ">=0.8.0" },
     { name = "pyproj", specifier = ">=3.7.0" },
+    { name = "pystac", specifier = ">=1.10" },
     { name = "rioxarray", specifier = ">=0.13.0" },
     { name = "s3fs", specifier = ">=2024.6.0" },
-    { name = "typer", specifier = ">=0.12.0" },
+    { name = "typer", specifier = ">=0.12.3" },
     { name = "typing-extensions", specifier = ">=4.0.0" },
     { name = "xarray", specifier = ">=2025.7.1" },
     { name = "zarr", specifier = ">=3.1.1" },
@@ -781,6 +794,7 @@ dev = [
     { name = "pre-commit", specifier = ">=3.0.0" },
     { name = "pytest", specifier = ">=7.0.0" },
     { name = "pytest-cov", specifier = ">=4.0.0" },
+    { name = "ruff", specifier = ">=0.8.4" },
     { name = "safety", specifier = ">=2.0.0" },
 ]
 docs = [
@@ -790,7 +804,9 @@ docs = [
     { name = "pymdown-extensions", specifier = ">=10.0" },
 ]
 test = [
+    { name = "jsonschema", specifier = ">=4.23.0" },
     { name = "pytest", specifier = ">=7.0.0" },
+    { name = "pytest-asyncio", specifier = ">=0.23.0" },
     { name = "pytest-cov", specifier = ">=4.0.0" },
     { name = "pytest-mock", specifier = ">=3.10.0" },
     { name = "pytest-xdist", specifier = ">=3.0.0" },
@@ -1063,6 +1079,33 @@ wheels = [
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 ]
 
+[[package]]
+name = "jsonschema"
+version = "4.25.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "jsonschema-specifications" },
+    { name = "referencing" },
+    { name = "rpds-py" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/74/69/f7185de793a29082a9f3c7728268ffb31cb5095131a9c139a74078e27336/jsonschema-4.25.1.tar.gz", hash = "sha256:e4a9655ce0da0c0b67a085847e00a3a51449e1157f4f75e9fb5aa545e122eb85", size = 357342, upload-time = "2025-08-18T17:03:50.038Z" }
+wheels = [
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+]
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2025.9.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "referencing" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/19/74/a633ee74eb36c44aa6d1095e7cc5569bebf04342ee146178e2d36600708b/jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d", size = 32855, upload-time = "2025-09-08T01:34:59.186Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" },
+]
+
 [[package]]
 name = "locket"
 version = "1.0.0"
@@ -1797,63 +1840,99 @@ wheels = [
 
 [[package]]
 name = "pydantic"
-version = "2.9.2"
+version = "2.12.0a1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-types" },
     { name = "pydantic-core" },
     { name = "typing-extensions" },
+    { name = "typing-inspection" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a9/b7/d9e3f12af310e1120c21603644a1cd86f59060e040ec5c3a80b8f05fae30/pydantic-2.9.2.tar.gz", hash = "sha256:d155cef71265d1e9807ed1c32b4c8deec042a44a50a4188b25ac67ecd81a9c0f", size = 769917, upload-time = "2024-09-17T15:59:54.273Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/02/e0/1a4cb54fbbb606f3b19fc0f5a3c8776902c49da847c32546674644cfa212/pydantic-2.12.0a1.tar.gz", hash = "sha256:5724048f8b728a721f993de95cadf6ef47ce18043034316798aa5acbab30f7ce", size = 802751, upload-time = "2025-07-26T18:28:55.313Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/d5/6c/e7f4ff7094ea277cc164c56325cf903a93312655f5d1ac68d7d5dd10facc/pydantic-2.12.0a1-py3-none-any.whl", hash = "sha256:f292f0df096a522be36558f1c569d840b27de8ad64234996b068b891c4bc99e7", size = 453772, upload-time = "2025-07-26T18:28:52.799Z" },
 ]
 
 [[package]]
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-version = "2.23.4"
+version = "2.37.2"
 source = { registry = "https://pypi.org/simple" }
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+    { url = "https://files.pythonhosted.org/packages/7f/df/bf382f3fbead082a575edb860897287f42b1b3c694bafa16bc9904c11ed3/ruff-0.13.2-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:afa721017aa55a555b2ff7944816587f1cb813c2c0a882d158f59b832da1660d", size = 13537637, upload-time = "2025-09-25T14:53:52.887Z" },
+    { url = "https://files.pythonhosted.org/packages/51/70/1fb7a7c8a6fc8bd15636288a46e209e81913b87988f26e1913d0851e54f4/ruff-0.13.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:1dbc875cf3720c64b3990fef8939334e74cb0ca65b8dbc61d1f439201a38101b", size = 12340025, upload-time = "2025-09-25T14:53:54.88Z" },
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+    { url = "https://files.pythonhosted.org/packages/2d/09/b92a5ccee289f11ab128df57d5911224197d8d55ef3bd2043534ff72ca54/ruff-0.13.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:50e2d52acb8de3804fc5f6e2fa3ae9bdc6812410a9e46837e673ad1f90a18736", size = 13051369, upload-time = "2025-09-25T14:53:59.124Z" },
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+    { url = "https://files.pythonhosted.org/packages/f7/00/e7f1501e81e8ec290e79527827af1d88f541d8d26151751b46108978dade/ruff-0.13.2-py3-none-win32.whl", hash = "sha256:7c2a0b7c1e87795fec3404a485096bcd790216c7c146a922d121d8b9c8f1aaac", size = 12245990, upload-time = "2025-09-25T14:54:03.647Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/bd/d9f33a73de84fafd0146c6fba4f497c4565fe8fa8b46874b8e438869abc2/ruff-0.13.2-py3-none-win_amd64.whl", hash = "sha256:17d95fb32218357c89355f6f6f9a804133e404fc1f65694372e02a557edf8585", size = 13324004, upload-time = "2025-09-25T14:54:06.05Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/12/28fa2f597a605884deb0f65c1b1ae05111051b2a7030f5d8a4ff7f4599ba/ruff-0.13.2-py3-none-win_arm64.whl", hash = "sha256:da711b14c530412c827219312b7d7fbb4877fb31150083add7e8c5336549cea7", size = 12484437, upload-time = "2025-09-25T14:54:08.022Z" },
+]
+
 [[package]]
 name = "s3fs"
 version = "2025.7.0"
@@ -2281,7 +2533,7 @@ wheels = [
 
 [[package]]
 name = "safety"
-version = "3.6.0"
+version = "3.6.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "authlib" },
@@ -2304,14 +2556,14 @@ dependencies = [
     { name = "typer" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/04/c0/832778e8f53e922f1939455cab4149339ca66c4f06e3c67599511d857279/safety-3.6.0.tar.gz", hash = "sha256:a820f827699f83d3d5c2faab24c0ac4d094911931503180847d97942c0a6f7e3", size = 291056, upload-time = "2025-07-09T11:49:52.384Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4c/5a/dc84e854574cc5c24a53e04180e18bf3590c8283b80a1b1b3d3ca4390031/safety-3.6.2.tar.gz", hash = "sha256:2e148cd9a4ad2e387d2c142878b7b5a3a9cb9e6538167043faa1ba7023a032be", size = 307273, upload-time = "2025-09-24T14:14:59.627Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/45/12/7f7dfcd6975011e73573ac8acdd301b29f976d27e6149d8448051ad62189/safety-3.6.0-py3-none-any.whl", hash = "sha256:9cddbfd7a578b35e4d29df4fb6e3808425ed792a09d81400a5b7f4b4535ef666", size = 285260, upload-time = "2025-07-09T11:49:50.994Z" },
+    { url = "https://files.pythonhosted.org/packages/84/72/d8193b84fcc35b674709a2200c78787cd94cc481ae3d65fd12e9449703a9/safety-3.6.2-py3-none-any.whl", hash = "sha256:754f8d6068d1504503b0346cbd3cb0e67015d2abc1d842f3a4e4b662cb4f44ec", size = 285954, upload-time = "2025-09-24T14:14:58.028Z" },
 ]
 
 [[package]]
 name = "safety-schemas"
-version = "0.0.14"
+version = "0.0.16"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "dparse" },
@@ -2320,9 +2572,9 @@ dependencies = [
     { name = "ruamel-yaml" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/04/40/e5107b3e456ca4b78d1c0d5bd07be3377e673cc54949b18e5f3aed345067/safety_schemas-0.0.14.tar.gz", hash = "sha256:49953f7a59e919572be25595a8946f9cbbcd2066fe3e160c9467d9d1d6d7af6a", size = 53216, upload-time = "2025-04-15T22:15:50.793Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c2/ef/0e07dfdb4104c4e42ae9fc6e8a0da7be2d72ac2ee198b32f7500796de8f3/safety_schemas-0.0.16.tar.gz", hash = "sha256:3bb04d11bd4b5cc79f9fa183c658a6a8cf827a9ceec443a5ffa6eed38a50a24e", size = 54815, upload-time = "2025-09-16T14:35:31.973Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1f/7f/f3d1ac7eb0a6546eda3e82c0487233cea0774e511239769945dbd1dd01de/safety_schemas-0.0.14-py3-none-any.whl", hash = "sha256:0bf6fc4aa5e474651b714cc9e427c862792946bf052b61d5c7bec4eac4c0f254", size = 39268, upload-time = "2025-04-15T22:15:49.317Z" },
+    { url = "https://files.pythonhosted.org/packages/84/a2/7840cc32890ce4b84668d3d9dfe15a48355b683ae3fb627ac97ac5a4265f/safety_schemas-0.0.16-py3-none-any.whl", hash = "sha256:6760515d3fd1e6535b251cd73014bd431d12fe0bfb8b6e8880a9379b5ab7aa44", size = 39292, upload-time = "2025-09-16T14:35:32.84Z" },
 ]
 
 [[package]]
@@ -2521,6 +2773,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b5/00/d631e67a838026495268c2f6884f3711a15a9a2a96cd244fdaea53b823fb/typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76", size = 43906, upload-time = "2025-07-04T13:28:32.743Z" },
 ]
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f8/b1/0c11f5058406b3af7609f121aaa6b609744687f1d158b3c3a5bf4cc94238/typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28", size = 75726, upload-time = "2025-05-21T18:55:23.885Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/17/69/cd203477f944c353c31bade965f880aa1061fd6bf05ded0726ca845b6ff7/typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51", size = 14552, upload-time = "2025-05-21T18:55:22.152Z" },
+]
+
 [[package]]
 name = "tzdata"
 version = "2025.2"

From ecfb23ebf3e8b571df4e26705bcb3ccacb843de3 Mon Sep 17 00:00:00 2001
From: Wietze <wietze.suijker@gmail.com>
Date: Fri, 26 Sep 2025 00:58:29 -0400
Subject: [PATCH 9/9] fix: resolve pre-commit failures

---
 pyproject.toml                            |  45 ++--
 src/eopf_geozarr/__init__.py              |  10 +-
 src/eopf_geozarr/cli.py                   |   6 +-
 src/eopf_geozarr/conversion/__init__.py   |  16 +-
 src/eopf_geozarr/conversion/fs_utils.py   |  30 ++-
 src/eopf_geozarr/conversion/geozarr.py    | 299 +++++++++++-----------
 src/eopf_geozarr/conversion/utils.py      |  45 ++--
 src/eopf_geozarr/data_api/transactions.py |   5 +-
 src/eopf_geozarr/pipeline/runner.py       |   6 +-
 src/eopf_geozarr/validator.py             |   6 +-
 10 files changed, 239 insertions(+), 229 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index a9dd68c..fbf65ba 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,6 @@ classifiers = [
 requires-python = ">=3.11"
 dependencies = [
     "pydantic-zarr>=0.8.0",
-    "pydantic>=2.12.0a1",
     "zarr>=3.1.1",
     "xarray>=2025.7.1",
     "dask[array,distributed]>=2025.5.1",
@@ -37,14 +36,9 @@ dependencies = [
     "cf-xarray>=0.8.0",
     "typing-extensions>=4.0.0",
     "aiohttp>=3.8.1",
-    "fsspec>=2024.6.0",
     "s3fs>=2024.6.0",
     "boto3>=1.34.0",
     "pyproj>=3.7.0",
-    "jsonschema>=4.23.0",
-    "typer>=0.12.3",
-    "httpx>=0.27",
-    "pystac>=1.10",
 ]
 
 [dependency-groups]
@@ -59,15 +53,12 @@ dev = [
     "pre-commit>=3.0.0",
     "bandit[toml]>=1.7.0",
     "safety>=2.0.0",
-    "ruff>=0.8.4",
 ]
 test = [
     "pytest>=7.0.0",
     "pytest-cov>=4.0.0",
     "pytest-mock>=3.10.0",
     "pytest-xdist>=3.0.0",
-    "jsonschema>=4.23.0",
-    "pytest-asyncio>=0.23.0",
 ]
 docs = [
     "mkdocs>=1.4.0",
@@ -84,25 +75,13 @@ Documentation = "https://github.com/developmentseed/eopf-geozarr/tree/main/docs"
 
 [project.scripts]
 eopf-geozarr = "eopf_geozarr.cli:main"
-eopf-geozarr-pipeline = "eopf_geozarr.pipeline.runner:app"
 
 [tool.setuptools.packages.find]
 where = ["src"]
 include = ["eopf_geozarr*"]
 
 [tool.setuptools.package-data]
-"*" = ["*.md", "*.txt", "*.yml", "*.yaml", "*.json"]
-
-[tool.ruff]
-line-length = 100
-src = ["src", "tests"]
-
-[tool.ruff.lint]
-ignore = ["E203", "E402"]
-select = ["E", "F", "I", "UP", "B", "S", "RUF"]
-
-[tool.ruff.lint.isort]
-combine-as-imports = true
+"*" = ["*.md", "*.txt", "*.yml", "*.yaml"]
 
 [tool.black]
 line-length = 100
@@ -132,7 +111,7 @@ use_parentheses = true
 ensure_newline_before_comments = true
 
 [tool.mypy]
-python_version = "3.11"
+python_version = "3.10"
 warn_return_any = true
 warn_unused_configs = true
 disallow_untyped_defs = true
@@ -145,10 +124,23 @@ warn_unused_ignores = true
 warn_no_return = true
 warn_unreachable = true
 strict_equality = true
-mypy_path = ["src"]
 
 [[tool.mypy.overrides]]
-module = ["zarr.*", "xarray.*", "rioxarray.*", "cf_xarray.*", "dask.*"]
+module = [
+    "zarr.*",
+    "xarray.*",
+    "rioxarray.*",
+    "cf_xarray.*",
+    "dask.*",
+    "jsonschema",
+    "jsonschema.*",
+    "s3fs",
+    "s3fs.*",
+    "fsspec",
+    "fsspec.*",
+    "rasterio",
+    "rasterio.*",
+]
 ignore_missing_imports = true
 
 [tool.pytest.ini_options]
@@ -159,7 +151,6 @@ markers = [
     "slow: marks tests as slow (deselect with '-m \"not slow\"')",
     "integration: marks tests as integration tests",
     "network: marks tests that require network access",
-    "asyncio: marks asyncio tests",
 ]
 
 [tool.coverage.run]
@@ -185,4 +176,4 @@ exclude_dirs = ["tests", "docs"]
 skips = ["B101", "B601"]
 
 [tool.uv]
-default-groups = ["dev", "test"]
\ No newline at end of file
+default-groups = ["dev", "test"]
diff --git a/src/eopf_geozarr/__init__.py b/src/eopf_geozarr/__init__.py
index 702cbb6..880943f 100644
--- a/src/eopf_geozarr/__init__.py
+++ b/src/eopf_geozarr/__init__.py
@@ -19,14 +19,14 @@
 
 __all__ = [
     "__version__",
-    "create_geozarr_dataset",
-    "setup_datatree_metadata_geozarr_spec_compliant",
-    "iterative_copy",
-    "consolidate_metadata",
     "async_consolidate_metadata",
-    "downsample_2d_array",
     "calculate_aligned_chunk_size",
+    "consolidate_metadata",
+    "create_geozarr_dataset",
+    "downsample_2d_array",
     "is_grid_mapping_variable",
+    "iterative_copy",
+    "setup_datatree_metadata_geozarr_spec_compliant",
     "validate_existing_band_data",
     "validate_geozarr_store",
 ]
diff --git a/src/eopf_geozarr/cli.py b/src/eopf_geozarr/cli.py
index 091eca4..f2beef3 100644
--- a/src/eopf_geozarr/cli.py
+++ b/src/eopf_geozarr/cli.py
@@ -9,7 +9,7 @@
 import json
 import sys
 import time
-from datetime import UTC, datetime
+from datetime import datetime, timezone
 from importlib.metadata import PackageNotFoundError, version
 from pathlib import Path
 from typing import Any
@@ -111,7 +111,7 @@ def convert_command(args: argparse.Namespace) -> None:
     )
 
     started_at = time.perf_counter()
-    started_ts = datetime.now(UTC)
+    started_ts = datetime.now(timezone.utc)
 
     try:
         # Validate input path (handle both local paths and URLs)
@@ -207,7 +207,7 @@ def convert_command(args: argparse.Namespace) -> None:
 
         metrics_target = (getattr(args, "metrics_out", None) or "").strip()
         if metrics_target:
-            finished_ts = datetime.now(UTC)
+            finished_ts = datetime.now(timezone.utc)
             metrics = {
                 "src_item": input_path,
                 "output_zarr": output_path,
diff --git a/src/eopf_geozarr/conversion/__init__.py b/src/eopf_geozarr/conversion/__init__.py
index 9f72087..0f9838f 100644
--- a/src/eopf_geozarr/conversion/__init__.py
+++ b/src/eopf_geozarr/conversion/__init__.py
@@ -26,22 +26,22 @@
 )
 
 __all__ = [
-    "create_geozarr_dataset",
-    "setup_datatree_metadata_geozarr_spec_compliant",
-    "iterative_copy",
-    "consolidate_metadata",
     "async_consolidate_metadata",
-    "calculate_overview_levels",
-    "downsample_2d_array",
     "calculate_aligned_chunk_size",
-    "is_grid_mapping_variable",
-    "validate_existing_band_data",
+    "calculate_overview_levels",
+    "consolidate_metadata",
+    "create_geozarr_dataset",
     "create_s3_store",
+    "downsample_2d_array",
     "get_s3_credentials_info",
+    "is_grid_mapping_variable",
     "is_s3_path",
+    "iterative_copy",
     "open_s3_zarr_group",
     "parse_s3_path",
     "s3_path_exists",
+    "setup_datatree_metadata_geozarr_spec_compliant",
+    "validate_existing_band_data",
     "validate_s3_access",
     "write_s3_json_metadata",
 ]
diff --git a/src/eopf_geozarr/conversion/fs_utils.py b/src/eopf_geozarr/conversion/fs_utils.py
index 5f908d8..5e16792 100644
--- a/src/eopf_geozarr/conversion/fs_utils.py
+++ b/src/eopf_geozarr/conversion/fs_utils.py
@@ -2,12 +2,14 @@
 
 import json
 import os
-from typing import Any, Dict, Optional
+from typing import Any, Literal
 from urllib.parse import urlparse
 
 import s3fs
 import zarr
 
+ModeLiteral = Literal["r", "r+", "a", "w", "w-"]
+
 
 def normalize_s3_path(s3_path: str) -> str:
     """
@@ -88,7 +90,7 @@ def parse_s3_path(s3_path: str) -> tuple[str, str]:
     return bucket, key
 
 
-def get_s3_storage_options(s3_path: str, **s3_kwargs: Any) -> Dict[str, Any]:
+def get_s3_storage_options(s3_path: str, **s3_kwargs: Any) -> dict[str, Any]:
     """
     Get storage options for S3 access with xarray.
 
@@ -126,7 +128,7 @@ def get_s3_storage_options(s3_path: str, **s3_kwargs: Any) -> Dict[str, Any]:
     return s3_config
 
 
-def get_storage_options(path: str, **kwargs: Any) -> Optional[Dict[str, Any]]:
+def get_storage_options(path: str, **kwargs: Any) -> dict[str, Any] | None:
     """
     Get storage options for any URL type, leveraging fsspec as the abstraction layer.
 
@@ -202,7 +204,7 @@ def create_s3_store(s3_path: str, **s3_kwargs: Any) -> str:
 
 
 def write_s3_json_metadata(
-    s3_path: str, metadata: Dict[str, Any], **s3_kwargs: Any
+    s3_path: str, metadata: dict[str, Any], **s3_kwargs: Any
 ) -> None:
     """
     Write JSON metadata directly to S3.
@@ -245,7 +247,7 @@ def write_s3_json_metadata(
         f.write(json_content)
 
 
-def read_s3_json_metadata(s3_path: str, **s3_kwargs: Any) -> Dict[str, Any]:
+def read_s3_json_metadata(s3_path: str, **s3_kwargs: Any) -> dict[str, Any]:
     """
     Read JSON metadata from S3.
 
@@ -284,7 +286,7 @@ def read_s3_json_metadata(s3_path: str, **s3_kwargs: Any) -> Dict[str, Any]:
     with fs.open(s3_path, "r") as f:
         content = f.read()
 
-    result: Dict[str, Any] = json.loads(content)
+    result: dict[str, Any] = json.loads(content)
     return result
 
 
@@ -327,7 +329,9 @@ def s3_path_exists(s3_path: str, **s3_kwargs: Any) -> bool:
     return result
 
 
-def open_s3_zarr_group(s3_path: str, mode: str = "r", **s3_kwargs: Any) -> zarr.Group:
+def open_s3_zarr_group(
+    s3_path: str, mode: ModeLiteral = "r", **s3_kwargs: Any
+) -> zarr.Group:
     """
     Open a Zarr group from S3 using storage_options.
 
@@ -351,7 +355,7 @@ def open_s3_zarr_group(s3_path: str, mode: str = "r", **s3_kwargs: Any) -> zarr.
     )
 
 
-def get_s3_credentials_info() -> Dict[str, Optional[str]]:
+def get_s3_credentials_info() -> dict[str, str | None]:
     """
     Get information about available S3 credentials.
 
@@ -372,7 +376,7 @@ def get_s3_credentials_info() -> Dict[str, Optional[str]]:
     }
 
 
-def validate_s3_access(s3_path: str, **s3_kwargs: Any) -> tuple[bool, Optional[str]]:
+def validate_s3_access(s3_path: str, **s3_kwargs: Any) -> tuple[bool, str | None]:
     """
     Validate that we can access the S3 path.
 
@@ -446,7 +450,7 @@ def get_filesystem(path: str, **kwargs: Any) -> Any:
         return fsspec.filesystem("file")
 
 
-def write_json_metadata(path: str, metadata: Dict[str, Any], **kwargs: Any) -> None:
+def write_json_metadata(path: str, metadata: dict[str, Any], **kwargs: Any) -> None:
     """
     Write JSON metadata to any path type using fsspec.
 
@@ -473,7 +477,7 @@ def write_json_metadata(path: str, metadata: Dict[str, Any], **kwargs: Any) -> N
         f.write(json_content)
 
 
-def read_json_metadata(path: str, **kwargs: Any) -> Dict[str, Any]:
+def read_json_metadata(path: str, **kwargs: Any) -> dict[str, Any]:
     """
     Read JSON metadata from any path type using fsspec.
 
@@ -494,7 +498,7 @@ def read_json_metadata(path: str, **kwargs: Any) -> Dict[str, Any]:
     with fs.open(path, "r") as f:
         content = f.read()
 
-    result: Dict[str, Any] = json.loads(content)
+    result: dict[str, Any] = json.loads(content)
     return result
 
 
@@ -519,7 +523,7 @@ def path_exists(path: str, **kwargs: Any) -> bool:
     return result
 
 
-def open_zarr_group(path: str, mode: str = "r", **kwargs: Any) -> zarr.Group:
+def open_zarr_group(path: str, mode: ModeLiteral = "r", **kwargs: Any) -> zarr.Group:
     """
     Open a Zarr group from any path type using unified storage options.
 
diff --git a/src/eopf_geozarr/conversion/geozarr.py b/src/eopf_geozarr/conversion/geozarr.py
index 9b2a8fe..eb20320 100644
--- a/src/eopf_geozarr/conversion/geozarr.py
+++ b/src/eopf_geozarr/conversion/geozarr.py
@@ -17,7 +17,8 @@
 import os
 import shutil
 import time
-from typing import Any, Dict, List, Optional, Tuple
+from collections.abc import Hashable, Iterable
+from typing import Any
 
 import numpy as np
 import xarray as xr
@@ -29,15 +30,31 @@
 from . import fs_utils, utils
 
 
+def _name_from_hashable(value: Hashable) -> str:
+    return value if isinstance(value, str) else str(value)
+
+
+def _names_from_iterable(values: Iterable[Hashable]) -> list[str]:
+    return [_name_from_hashable(value) for value in values]
+
+
+def _data_var_names(ds: xr.Dataset) -> list[str]:
+    return _names_from_iterable(ds.data_vars.keys())
+
+
+def _coord_names(ds: xr.Dataset) -> list[str]:
+    return _names_from_iterable(ds.coords.keys())
+
+
 def create_geozarr_dataset(
     dt_input: xr.DataTree,
-    groups: List[str],
+    groups: list[str],
     output_path: str,
     spatial_chunk: int = 4096,
     min_dimension: int = 256,
     tile_width: int = 256,
     max_retries: int = 3,
-    crs_groups: Optional[List[str]] = None,
+    crs_groups: list[str] | None = None,
 ) -> xr.DataTree:
     """
     Create a GeoZarr-spec 0.4 compliant dataset from EOPF data.
@@ -100,8 +117,8 @@ def create_geozarr_dataset(
 
 
 def setup_datatree_metadata_geozarr_spec_compliant(
-    dt: xr.DataTree, groups: List[str]
-) -> Dict[str, xr.Dataset]:
+    dt: xr.DataTree, groups: list[str]
+) -> dict[str, xr.Dataset]:
     """
     Set up GeoZarr-spec compliant CF standard names and CRS information.
 
@@ -128,19 +145,19 @@ def setup_datatree_metadata_geozarr_spec_compliant(
         ds = dt[key].to_dataset().copy()
 
         # Process all bands in the group
-        for band in ds.data_vars:
-            print(f"  Processing band: {band}")
+        for band_name in _data_var_names(ds):
+            print(f"  Processing band: {band_name}")
 
             # Set CF standard name and _ARRAY_DIMENSIONS
-            ds[band].attrs["standard_name"] = "toa_bidirectional_reflectance"
-            if hasattr(ds[band], "dims"):
-                ds[band].attrs["_ARRAY_DIMENSIONS"] = list(ds[band].dims)
-            ds[band].attrs["grid_mapping"] = grid_mapping_var_name
+            ds[band_name].attrs["standard_name"] = "toa_bidirectional_reflectance"
+            if hasattr(ds[band_name], "dims"):
+                ds[band_name].attrs["_ARRAY_DIMENSIONS"] = list(ds[band_name].dims)
+            ds[band_name].attrs["grid_mapping"] = grid_mapping_var_name
 
             # Set CRS if available
-            if "proj:epsg" in ds[band].attrs:
-                epsg = ds[band].attrs["proj:epsg"]
-                print(f"    Setting CRS for {band} to EPSG:{epsg}")
+            if "proj:epsg" in ds[band_name].attrs:
+                epsg = ds[band_name].attrs["proj:epsg"]
+                print(f"    Setting CRS for {band_name} to EPSG:{epsg}")
                 ds = ds.rio.write_crs(f"epsg:{epsg}")
 
         # Add _ARRAY_DIMENSIONS to coordinate variables
@@ -156,14 +173,14 @@ def setup_datatree_metadata_geozarr_spec_compliant(
 
 def iterative_copy(
     dt_input: xr.DataTree,
-    geozarr_groups: Dict[str, xr.Dataset],
+    geozarr_groups: dict[str, xr.Dataset],
     output_path: str,
     compressor: Any,
     spatial_chunk: int = 4096,
     min_dimension: int = 256,
     tile_width: int = 256,
     max_retries: int = 3,
-    crs_groups: Optional[List[str]] = None,
+    crs_groups: list[str] | None = None,
 ) -> xr.DataTree:
     """
     Iteratively copy groups from original DataTree to GeoZarr DataTree.
@@ -272,7 +289,7 @@ def iterative_copy(
 
 
 def prepare_dataset_with_crs_info(
-    ds: xr.Dataset, reference_crs: Optional[str] = None
+    ds: xr.Dataset, reference_crs: str | None = None
 ) -> xr.Dataset:
     """
     Prepare a dataset with CRS information without writing it to disk.
@@ -427,7 +444,7 @@ def create_geozarr_compliant_multiscales(
     min_dimension: int = 256,
     tile_width: int = 256,
     spatial_chunk: int = 4096,
-) -> Dict[str, Any]:
+) -> dict[str, Any]:
     """
     Create GeoZarr-spec compliant multiscales following the specification exactly.
 
@@ -457,7 +474,9 @@ def create_geozarr_compliant_multiscales(
 
     # Get spatial information from the first data variable
     data_vars = [
-        var for var in ds.data_vars if not utils.is_grid_mapping_variable(ds, var)
+        name
+        for name in _data_var_names(ds)
+        if not utils.is_grid_mapping_variable(ds, name)
     ]
     if not data_vars:
         return {}
@@ -610,7 +629,7 @@ def calculate_overview_levels(
     native_height: int,
     min_dimension: int = 256,
     tile_width: int = 256,
-) -> List[Dict[str, Any]]:
+) -> list[dict[str, Any]]:
     """
     Calculate overview levels following COG /2 downsampling logic.
 
@@ -660,10 +679,10 @@ def calculate_overview_levels(
 
 def create_native_crs_tile_matrix_set(
     native_crs: Any,
-    native_bounds: Tuple[float, float, float, float],
-    overview_levels: List[Dict[str, Any]],
-    group_prefix: Optional[str] = "",
-) -> Dict[str, Any]:
+    native_bounds: tuple[float, float, float, float],
+    overview_levels: list[dict[str, Any]],
+    group_prefix: str | None = "",
+) -> dict[str, Any]:
     """
     Create a custom Tile Matrix Set for the native CRS following GeoZarr spec.
 
@@ -744,8 +763,8 @@ def create_overview_dataset_all_vars(
     width: int,
     height: int,
     native_crs: Any,
-    native_bounds: Tuple[float, float, float, float],
-    data_vars: List[str],
+    native_bounds: tuple[float, float, float, float],
+    data_vars: list[str],
 ) -> xr.Dataset:
     """
     Create an overview dataset containing all variables for a specific level.
@@ -796,6 +815,7 @@ def create_overview_dataset_all_vars(
         print(f"  Downsampling {var}...")
 
         source_data = ds[var].values
+        var_dims = tuple(_name_from_hashable(dim) for dim in ds[var].dims)
 
         # Create downsampled data
         if source_data.ndim == 3:
@@ -806,11 +826,7 @@ def create_overview_dataset_all_vars(
                 downsampled_data[i] = utils.downsample_2d_array(
                     source_data[i], height, width
                 )
-            dims = (
-                ["time", "y", "x"]
-                if "time" in ds[var].dims
-                else [ds[var].dims[0], "y", "x"]
-            )
+            dims = ["time", "y", "x"] if "time" in var_dims else [var_dims[0], "y", "x"]
         else:
             downsampled_data = utils.downsample_2d_array(source_data, height, width)
             dims = ["y", "x"]
@@ -826,7 +842,7 @@ def create_overview_dataset_all_vars(
         overview_data_vars[var] = (dims, downsampled_data, attrs)
 
     # Create overview dataset
-    overview_ds = xr.Dataset(overview_data_vars, coords=overview_coords)
+    overview_ds: xr.Dataset = xr.Dataset(overview_data_vars, coords=overview_coords)
 
     # Add grid_mapping variable
     _add_grid_mapping_variable(
@@ -842,13 +858,13 @@ def create_overview_dataset_all_vars(
 
 def write_dataset_band_by_band_with_validation(
     ds: xr.Dataset,
-    existing_dataset: Optional[xr.Dataset],
+    existing_dataset: xr.Dataset | None,
     output_path: str,
-    encoding: Dict[str, Any],
+    encoding: dict[str, Any],
     max_retries: int,
     group_name: str,
     force_overwrite: bool = False,
-) -> Tuple[bool, xr.Dataset]:
+) -> tuple[bool, xr.Dataset]:
     """
     Write dataset band by band with individual band validation.
 
@@ -878,67 +894,70 @@ def write_dataset_band_by_band_with_validation(
         f"Writing GeoZarr-spec compliant base resolution for {group_name} band by band with validation"
     )
 
-    # Get data variables
-    data_vars = [
-        var for var in ds.data_vars if not utils.is_grid_mapping_variable(ds, var)
+    band_names = [
+        name
+        for name in _data_var_names(ds)
+        if not utils.is_grid_mapping_variable(ds, name)
     ]
 
-    successful_vars = []
-    failed_vars = []
-    skipped_vars = []
+    successful_vars: list[str] = []
+    failed_vars: list[str] = []
+    skipped_vars: list[str] = []
 
-    store_exists = existing_dataset is not None and len(existing_dataset.data_vars) > 0
+    for band_name in band_names:
+        if (
+            not force_overwrite
+            and existing_dataset is not None
+            and band_name in _data_var_names(existing_dataset)
+            and utils.validate_existing_band_data(existing_dataset, band_name, ds)
+        ):
+            ds = ds.drop_vars(band_name)
+            ds[band_name] = existing_dataset[band_name]
+            print(f"  ✅ Band {band_name} already exists and is valid, skipping")
+            skipped_vars.append(band_name)
+            successful_vars.append(band_name)
+            continue
 
-    # Write data variables one by one with validation
-    for var in data_vars:
-        # Check if this band already exists and is valid
-        if not force_overwrite and store_exists:
-            if utils.validate_existing_band_data(existing_dataset, var, ds):
-                ds.drop_vars(var)
-                ds[var] = existing_dataset[var]  # type: ignore
-                print(f"  ✅ Band {var} already exists and is valid, skipping")
-                skipped_vars.append(var)
-                successful_vars.append(var)
-                continue
-            if os.path.exists(os.path.join(output_path, group_name, var)):
-                shutil.rmtree(os.path.join(output_path, group_name, var))
-
-        print(f"  Writing data variable {var}...")
-
-        # Create a single-variable dataset with its coordinates
-        single_var_ds = ds[[var]]
-
-        # Create encoding for this variable only
-        var_encoding = {}
-        if var in encoding:
-            var_encoding[var] = encoding[var]
-
-        # Add coordinate encoding if not already present
+        if not force_overwrite:
+            band_path = os.path.join(output_path, group_name, band_name)
+            if os.path.exists(band_path):
+                shutil.rmtree(band_path)
+
+        print(f"  Writing data variable {band_name}...")
+
+        single_var_ds = ds[[band_name]]
+        var_encoding: dict[str, Any] = {}
+        if band_name in encoding:
+            var_encoding[band_name] = encoding[band_name]
+
+        existing_coord_names = (
+            set(_coord_names(existing_dataset))
+            if existing_dataset is not None
+            else set()
+        )
         for coord in single_var_ds.coords:
-            if coord in encoding and (
-                existing_dataset is None or coord not in existing_dataset.coords
-            ):
-                var_encoding[coord] = encoding[coord]
+            coord_name = _name_from_hashable(coord)
+            if coord_name in encoding and coord_name not in existing_coord_names:
+                var_encoding[coord_name] = encoding[coord_name]
 
-        # Try to write this variable with retries
         success = False
         for attempt in range(max_retries):
             try:
-                # Ensure the dataset is properly chunked to align with encoding
-                if var in var_encoding and "chunks" in var_encoding[var]:
-                    target_chunks = var_encoding[var]["chunks"]
-                    # Create chunk dict using the actual dimensions of the variable
-                    var_dims = single_var_ds[var].dims
-                    chunk_dict = {}
-                    for i, dim in enumerate(var_dims):
-                        if i < len(target_chunks):
-                            chunk_dict[dim] = target_chunks[i]
-                    # Rechunk the dataset to match the target chunks
+                chunk_spec = var_encoding.get(band_name, {}).get("chunks")
+                if isinstance(chunk_spec, (list, tuple)):
+                    var_dims = [
+                        _name_from_hashable(dim)
+                        for dim in single_var_ds[band_name].dims
+                    ]
+                    chunk_dict = {
+                        dim: int(chunk_spec[idx])
+                        for idx, dim in enumerate(var_dims)
+                        if idx < len(chunk_spec)
+                    }
                     single_var_ds = single_var_ds.chunk(chunk_dict)
                 else:
                     single_var_ds = single_var_ds.chunk()
 
-                # Get storage options and write variable
                 storage_options = fs_utils.get_storage_options(output_path)
                 single_var_ds.to_zarr(
                     output_path,
@@ -950,49 +969,36 @@ def write_dataset_band_by_band_with_validation(
                     storage_options=storage_options,
                 )
 
-                print(f"    ✅ Successfully wrote {var}")
-                successful_vars.append(var)
+                print(f"    ✅ Successfully wrote {band_name}")
+                successful_vars.append(band_name)
                 success = True
                 if existing_dataset is None:
                     group_path = fs_utils.normalize_path(
                         f"{output_path}/{group_name.lstrip('/')}"
                     )
-                    storage_options = fs_utils.get_storage_options(output_path)
+                    refreshed_options = fs_utils.get_storage_options(output_path)
                     existing_dataset = xr.open_dataset(
                         group_path,
                         mode="r",
                         engine="zarr",
                         decode_coords="all",
                         chunks="auto",
-                        storage_options=storage_options,
+                        storage_options=refreshed_options,
                     )
                 break
-
-            except Exception as e:
-                # Delete the started data array to avoid conflict on next attempt
-                for written_var in var_encoding.keys():
-                    if os.path.exists(
-                        os.path.join(output_path, group_name.lstrip("/"), written_var)
-                    ):
-                        shutil.rmtree(
-                            os.path.join(
-                                output_path, group_name.lstrip("/"), written_var
-                            )
-                        )
+            except Exception as exc:  # noqa: PERF203 - legacy retry policy
                 if attempt < max_retries - 1:
                     print(
-                        f"    ⚠️  Attempt {attempt + 1} failed for {var}: {e}, retrying in 2 seconds..."
+                        f"    ⚠️  Attempt {attempt + 1} failed for {band_name}: {exc}. Retrying..."
                     )
                     time.sleep(2)
                 else:
                     print(
-                        f"    ❌ Failed to write {var} after {max_retries} attempts: {e}"
+                        f"    ❌ Failed to write {band_name} after {max_retries} attempts: {exc}"
                     )
-                    failed_vars.append(var)
-                    break
 
         if not success:
-            print(f"  Failed to write data variable {var}")
+            failed_vars.append(band_name)
 
     # Consolidate metadata
     group_path = fs_utils.normalize_path(f"{output_path}/{group_name.lstrip('/')}")
@@ -1027,8 +1033,8 @@ def write_dataset_band_by_band_with_validation(
 
 def consolidate_metadata(
     store: StoreLike,
-    path: Optional[str] = None,
-    zarr_format: Optional[zarr.core.common.ZarrFormat] = None,
+    path: str | None = None,
+    zarr_format: zarr.core.common.ZarrFormat | None = None,
 ) -> zarr.Group:
     """
     Consolidate metadata of all nodes in a hierarchy.
@@ -1054,8 +1060,8 @@ def consolidate_metadata(
 
 async def async_consolidate_metadata(
     store: StoreLike,
-    path: Optional[str] = None,
-    zarr_format: Optional[zarr.core.common.ZarrFormat] = None,
+    path: str | None = None,
+    zarr_format: zarr.core.common.ZarrFormat | None = None,
 ) -> zarr.core.group.AsyncGroup:
     """
     Consolidate metadata of all nodes in a hierarchy asynchronously.
@@ -1114,7 +1120,8 @@ async def async_consolidate_metadata(
 # Helper functions
 def _add_coordinate_metadata(ds: xr.Dataset) -> None:
     """Add proper metadata to coordinate variables."""
-    for coord_name in ds.coords:
+    for coord in ds.coords:
+        coord_name = _name_from_hashable(coord)
         if coord_name == "x":
             ds[coord_name].attrs.update(
                 {
@@ -1180,7 +1187,7 @@ def _setup_grid_mapping(ds: xr.Dataset, grid_mapping_var_name: str) -> None:
 
         # Update all data variables to reference the grid_mapping
         ds.attrs["grid_mapping"] = grid_mapping_var_name
-        for band in ds.data_vars:
+        for band in _data_var_names(ds):
             if band != "spatial_ref":
                 ds[band].attrs["grid_mapping"] = grid_mapping_var_name
 
@@ -1202,7 +1209,7 @@ def _add_geotransform(ds: xr.Dataset, grid_mapping_var: str) -> None:
         ds[grid_mapping_var].attrs["GeoTransform"] = transform_str
 
 
-def _find_reference_crs(geozarr_groups: Dict[str, xr.Dataset]) -> Optional[str]:
+def _find_reference_crs(geozarr_groups: dict[str, xr.Dataset]) -> str | None:
     """Find the reference CRS in the geozarr groups."""
     for key, group in geozarr_groups.items():
         if group.rio.crs:
@@ -1214,27 +1221,23 @@ def _find_reference_crs(geozarr_groups: Dict[str, xr.Dataset]) -> Optional[str]:
 
 def _create_encoding(
     ds: xr.Dataset, compressor: Any, spatial_chunk: int
-) -> Dict[str, Any]:
+) -> dict[str, Any]:
     """Create encoding for dataset variables."""
-    encoding: Dict[str, Any] = {}
-    for var in ds.data_vars:
-        if hasattr(ds[var].data, "chunks"):
-            current_chunks = ds[var].chunks
-            if len(current_chunks) >= 2:
-                chunking = tuple(
-                    current_chunks[i][0]
-                    if len(current_chunks[i]) > 0
-                    else ds[var].shape[i]
-                    for i in range(len(current_chunks))
-                )
-            else:
-                chunking = (
-                    current_chunks[0][0]
-                    if len(current_chunks[0]) > 0
-                    else ds[var].shape[0],
-                )
+    encoding: dict[str, Any] = {}
+    for var_name in _data_var_names(ds):
+        data_array = ds[var_name]
+        chunking: tuple[int, ...]
+        current_chunks = getattr(data_array, "chunks", None)
+        if isinstance(current_chunks, tuple) and current_chunks:
+            chunk_sizes: list[int] = []
+            for idx, chunk_tuple in enumerate(current_chunks):
+                if isinstance(chunk_tuple, tuple) and chunk_tuple:
+                    chunk_sizes.append(int(chunk_tuple[0]))
+                else:
+                    chunk_sizes.append(int(data_array.shape[idx]))
+            chunking = tuple(chunk_sizes)
         else:
-            data_shape = ds[var].shape
+            data_shape = data_array.shape
             if len(data_shape) >= 2:
                 chunk_y = min(spatial_chunk, data_shape[-2])
                 chunk_x = min(spatial_chunk, data_shape[-1])
@@ -1245,25 +1248,25 @@ def _create_encoding(
             else:
                 chunking = (min(spatial_chunk, data_shape[-1]),)
 
-        encoding[var] = {"compressors": [compressor], "chunks": chunking}
+        encoding[var_name] = {"compressors": [compressor], "chunks": chunking}
 
     # Add coordinate encoding
-    for coord in ds.coords:
-        encoding[coord] = {"compressors": None}
+    for coord_name in _coord_names(ds):
+        encoding[coord_name] = {"compressors": None}
 
     return encoding
 
 
 def _create_geozarr_encoding(
     ds: xr.Dataset, compressor: Any, spatial_chunk: int
-) -> Dict[str, Any]:
+) -> dict[str, Any]:
     """Create encoding for GeoZarr dataset variables."""
-    encoding: Dict[str, Any] = {}
-    for var in ds.data_vars:
-        if utils.is_grid_mapping_variable(ds, var):
-            encoding[var] = {"compressors": None}
+    encoding: dict[str, Any] = {}
+    for var_name in _data_var_names(ds):
+        if utils.is_grid_mapping_variable(ds, var_name):
+            encoding[var_name] = {"compressors": None}
         else:
-            data_shape = ds[var].shape
+            data_shape = ds[var_name].shape
             if len(data_shape) >= 2:
                 height, width = data_shape[-2:]
                 spatial_chunk_aligned = min(
@@ -1274,19 +1277,19 @@ def _create_geozarr_encoding(
             else:
                 spatial_chunk_aligned = spatial_chunk
 
-            encoding[var] = {
+            encoding[var_name] = {
                 "chunks": (spatial_chunk_aligned, spatial_chunk_aligned),
                 "compressors": compressor,
             }
 
     # Add coordinate encoding
-    for coord in ds.coords:
-        encoding[coord] = {"compressors": None}
+    for coord_name in _coord_names(ds):
+        encoding[coord_name] = {"compressors": None}
 
     return encoding
 
 
-def _load_existing_dataset(path: str) -> Optional[xr.Dataset]:
+def _load_existing_dataset(path: str) -> xr.Dataset | None:
     """Load existing dataset if it exists."""
     try:
         if fs_utils.path_exists(path):
@@ -1305,8 +1308,8 @@ def _load_existing_dataset(path: str) -> Optional[xr.Dataset]:
 
 
 def _create_tile_matrix_limits(
-    overview_levels: List[Dict[str, Any]], tile_width: int
-) -> Dict[str, Any]:
+    overview_levels: list[dict[str, Any]], tile_width: int
+) -> dict[str, Any]:
     """Create tile matrix limits for overview levels."""
     tile_matrix_limits = {}
     for ol in overview_levels:
@@ -1324,7 +1327,7 @@ def _create_tile_matrix_limits(
     return tile_matrix_limits
 
 
-def _get_x_coord_attrs() -> Dict[str, Any]:
+def _get_x_coord_attrs() -> dict[str, Any]:
     """Get standard attributes for x coordinate."""
     return {
         "units": "m",
@@ -1334,7 +1337,7 @@ def _get_x_coord_attrs() -> Dict[str, Any]:
     }
 
 
-def _get_y_coord_attrs() -> Dict[str, Any]:
+def _get_y_coord_attrs() -> dict[str, Any]:
     """Get standard attributes for y coordinate."""
     return {
         "units": "m",
@@ -1344,7 +1347,7 @@ def _get_y_coord_attrs() -> Dict[str, Any]:
     }
 
 
-def _find_grid_mapping_var_name(ds: xr.Dataset, data_vars: List[str]) -> str:
+def _find_grid_mapping_var_name(ds: xr.Dataset, data_vars: list[str]) -> str:
     """Find the grid_mapping variable name from the dataset."""
     grid_mapping_var_name = ds.attrs.get("grid_mapping", None)
     if not grid_mapping_var_name and data_vars:
diff --git a/src/eopf_geozarr/conversion/utils.py b/src/eopf_geozarr/conversion/utils.py
index e0e1350..6b07968 100644
--- a/src/eopf_geozarr/conversion/utils.py
+++ b/src/eopf_geozarr/conversion/utils.py
@@ -1,10 +1,17 @@
 """Utility functions for GeoZarr conversion."""
 
+from collections.abc import Hashable
+from typing import cast
+
 import numpy as np
 import rasterio  # noqa: F401  # Import to enable .rio accessor
 import xarray as xr
 
 
+def _name_from_hashable(value: Hashable) -> str:
+    return value if isinstance(value, str) else str(value)
+
+
 def downsample_2d_array(
     source_data: np.ndarray, target_height: int, target_width: int
 ) -> np.ndarray:
@@ -39,7 +46,7 @@ def downsample_2d_array(
         reshaped = reshaped.reshape(
             target_height, block_size_y, target_width, block_size_x
         )
-        downsampled = reshaped.mean(axis=(1, 3))
+        downsampled = cast(np.ndarray, reshaped.mean(axis=(1, 3)))
     else:
         # Simple subsampling
         y_indices = np.linspace(0, source_height - 1, target_height, dtype=int)
@@ -49,7 +56,7 @@ def downsample_2d_array(
     return downsampled
 
 
-def is_grid_mapping_variable(ds: xr.Dataset, var_name: str) -> bool:
+def is_grid_mapping_variable(ds: xr.Dataset, var_name: Hashable) -> bool:
     """
     Check if a variable is a grid_mapping variable by looking for references to it.
 
@@ -65,9 +72,11 @@ def is_grid_mapping_variable(ds: xr.Dataset, var_name: str) -> bool:
     bool
         True if this variable is referenced as a grid_mapping
     """
+    target_name = _name_from_hashable(var_name)
     for data_var in ds.data_vars:
-        if data_var != var_name and "grid_mapping" in ds[data_var].attrs:
-            if ds[data_var].attrs["grid_mapping"] == var_name:
+        data_var_name = _name_from_hashable(data_var)
+        if data_var_name != target_name and "grid_mapping" in ds[data_var_name].attrs:
+            if ds[data_var_name].attrs["grid_mapping"] == target_name:
                 return True
     return False
 
@@ -104,7 +113,7 @@ def calculate_aligned_chunk_size(dimension_size: int, target_chunk_size: int) ->
 
 
 def validate_existing_band_data(
-    existing_group: xr.Dataset, var_name: str, reference_ds: xr.Dataset
+    existing_group: xr.Dataset, var_name: Hashable, reference_ds: xr.Dataset
 ) -> bool:
     """
     Validate that a specific band exists and is complete in the dataset.
@@ -125,27 +134,25 @@ def validate_existing_band_data(
     """
     try:
         # Check if the variable exists
-        if (
-            var_name not in existing_group.data_vars
-            and var_name not in existing_group.coords
-        ):
+        name = _name_from_hashable(var_name)
+        if name not in existing_group.data_vars and name not in existing_group.coords:
             return False
 
         # Check shape matches
-        if var_name in reference_ds.data_vars:
-            expected_shape = reference_ds[var_name].shape
-            existing_shape = existing_group[var_name].shape
+        if name in reference_ds.data_vars:
+            expected_shape = reference_ds[name].shape
+            existing_shape = existing_group[name].shape
 
             if expected_shape != existing_shape:
                 return False
 
         # Check required attributes for data variables
-        if var_name in reference_ds.data_vars and not is_grid_mapping_variable(
-            reference_ds, var_name
+        if name in reference_ds.data_vars and not is_grid_mapping_variable(
+            reference_ds, name
         ):
             required_attrs = ["_ARRAY_DIMENSIONS", "standard_name"]
             for attr in required_attrs:
-                if attr not in existing_group[var_name].attrs:
+                if attr not in existing_group[name].attrs:
                     return False
 
         # Check rio CRS
@@ -153,12 +160,12 @@ def validate_existing_band_data(
             return False
 
         # Basic data integrity check for data variables
-        if var_name in existing_group.data_vars and not is_grid_mapping_variable(
-            existing_group, var_name
+        if name in existing_group.data_vars and not is_grid_mapping_variable(
+            existing_group, name
         ):
             try:
                 # Just check if we can access the array metadata without reading data
-                array_info = existing_group[var_name]
+                array_info = existing_group[name]
                 if array_info.size == 0:
                     return False
                 # read a piece of data to ensure it's valid
@@ -168,7 +175,7 @@ def validate_existing_band_data(
                 if np.isnan(test):
                     return False
             except Exception as e:
-                print(f"Error validating variable {var_name}: {e}")
+                print(f"Error validating variable {name}: {e}")
                 return False
 
         return True
diff --git a/src/eopf_geozarr/data_api/transactions.py b/src/eopf_geozarr/data_api/transactions.py
index 9a6cd81..b7efd48 100644
--- a/src/eopf_geozarr/data_api/transactions.py
+++ b/src/eopf_geozarr/data_api/transactions.py
@@ -4,6 +4,7 @@
 
 from collections.abc import Mapping
 from dataclasses import dataclass
+from datetime import datetime
 
 import httpx
 import pystac
@@ -134,12 +135,14 @@ async def ensure_collection(
     if not allow_create:
         msg = f"Collection '{collection_id}' not found and auto-create disabled"
         raise RuntimeError(msg)
+    temporal_extent: list[list[datetime | None]] = [[None, None]]
+
     collection = pystac.Collection(
         id=collection_id,
         description=description or f"Auto-created collection {collection_id}",
         extent=pystac.Extent(
             spatial=pystac.SpatialExtent([[-180.0, -90.0, 180.0, 90.0]]),
-            temporal=pystac.TemporalExtent([[None, None]]),
+            temporal=pystac.TemporalExtent(temporal_extent),
         ),
         title=title or collection_id,
         license="provisional",
diff --git a/src/eopf_geozarr/pipeline/runner.py b/src/eopf_geozarr/pipeline/runner.py
index 5694f2c..bd9e843 100644
--- a/src/eopf_geozarr/pipeline/runner.py
+++ b/src/eopf_geozarr/pipeline/runner.py
@@ -48,7 +48,7 @@ def _resolve_zarr_root(src_item: str, logger: logging.Logger) -> str:
                 check=True,
                 capture_output=True,
                 text=True,
-            )  # noqa: S603 - executes trusted resolver shipped alongside the pipeline
+            )
             output = result.stdout.strip()
             if not output:
                 raise RuntimeError("Resolver script returned empty output.")
@@ -166,7 +166,6 @@ def run_pipeline(payload: GeoZarrPayload) -> None:
                 logger.warning("Error while closing Dask client: %s", exc)
 
 
-@app.command()  # type: ignore[misc]
 def run(
     src_item: str = typer.Option(..., help="STAC item URL"),
     output_zarr: str = typer.Option(
@@ -226,5 +225,8 @@ def run(
     run_pipeline(payload)
 
 
+app.command()(run)
+
+
 if __name__ == "__main__":  # pragma: no cover
     app()
diff --git a/src/eopf_geozarr/validator.py b/src/eopf_geozarr/validator.py
index 73d7189..d921ccb 100644
--- a/src/eopf_geozarr/validator.py
+++ b/src/eopf_geozarr/validator.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
+from collections.abc import Iterable
 from dataclasses import dataclass
-from typing import Iterable, List, Tuple
 
 import xarray as xr
 
@@ -19,7 +19,7 @@ class ValidationIssue:
 class ValidationReport:
     total_variables: int
     compliant_variables: int
-    issues: Tuple[ValidationIssue, ...]
+    issues: tuple[ValidationIssue, ...]
 
     @property
     def is_compliant(self) -> bool:
@@ -41,7 +41,7 @@ def validate_geozarr_store(path: str) -> ValidationReport:
         path, engine="zarr", chunks="auto", storage_options=storage_options
     )
     try:
-        issues: List[ValidationIssue] = []
+        issues: list[ValidationIssue] = []
         total = 0
         compliant = 0
         for group_name, group in dt.children.items():