diff --git a/README.md b/README.md
index dcc313a..aafe3d7 100644
--- a/README.md
+++ b/README.md
@@ -232,6 +232,12 @@ kubectl logs -n devseed-staging -l sensor-name=geozarr-sensor --tail=50
 kubectl logs -n devseed-staging -l eventsource-name=rabbitmq-geozarr --tail=50
 ```
 
+## Quicklook Availability
+
+- Sentinel-2 CPM releases from 2025-10-29 and 2025-10-31 unexpectedly omit the `/quality/l2a_quicklook` group from the Zarr store even though STAC still advertises the asset, so treat it as an upstream gap while we watch for the next EODC update.
+- `scripts/convert.py` now probes every advertised quicklook, keeps the ones that respond, and continues when the dataset 404s; resulting GeoZarr artifacts publish without previews until the upstream store restores them.
+- Expect empty preview links in TiTiler while the upstream dataset is missing; rerun the conversion once the provider repopulates the quicklook to attach it.
+- Regression check: `uv run -q pytest -q tests/test_cli_e2e.py::TestCLIEndToEnd::test_cli_convert_real_sentinel2_data -q`.
 
 ---
 
diff --git a/scripts/convert.py b/scripts/convert.py
index 858a095..891dbc4 100755
--- a/scripts/convert.py
+++ b/scripts/convert.py
@@ -56,24 +56,58 @@ def get_config(collection_id: str) -> dict:
     return CONFIGS.get(prefix, CONFIGS["sentinel-2"]).copy()
 
 
-def get_zarr_url(stac_item_url: str) -> str:
-    """Get Zarr asset URL from STAC item (priority: product, zarr, any .zarr)."""
+def get_zarr_asset_info(stac_item_url: str) -> tuple[str, dict[str, dict]]:
+    """Fetch STAC item and extract Zarr URL along with assets."""
+
     with httpx.Client(timeout=30.0, follow_redirects=True) as client:
-        assets = client.get(stac_item_url).raise_for_status().json().get("assets", {})
+        item = client.get(stac_item_url).raise_for_status().json()
+
+    assets: dict[str, dict] = item.get("assets", {})
 
     # Try priority assets first
-    for key in ["product", "zarr"]:
+    for key in ("product", "zarr"):
         if key in assets and (href := assets[key].get("href")):
-            return str(href)
+            return str(href), assets
 
     # Fallback: any asset with .zarr in href
     for asset in assets.values():
         if ".zarr" in asset.get("href", ""):
-            return str(asset["href"])
+            return str(asset["href"]), assets
 
     raise RuntimeError("No Zarr asset found in STAC item")
 
 
+def _quicklook_groups_from_assets(assets: dict[str, dict]) -> list[str]:
+    if not assets:
+        return []
+
+    groups: list[str] = []
+    for asset in assets.values():
+        href = asset.get("href", "")
+        if "/quality/l2a_quicklook/" not in href or ".zarr/" not in href:
+            continue
+        rel = href.split(".zarr/", 1)[1].split("?", 1)[0].split(":", 1)[0]
+        rel = rel.strip("/")
+        if not rel:
+            continue
+        group = rel.rsplit("/", 1)[0] if "/" in rel else rel
+        group_path = f"/{group.strip('/')}"
+        if group_path not in groups:
+            groups.append(group_path)
+    return groups
+
+
+def _merge_quicklook_groups(default_groups: list[str], assets: dict[str, dict]) -> list[str]:
+    discovered = _quicklook_groups_from_assets(assets)
+    if not discovered:
+        return default_groups
+
+    merged = [group for group in default_groups if not group.startswith("/quality/l2a_quicklook")]
+    merged.extend(path for path in discovered if path not in merged)
+    logger.debug("Using quicklook groups derived from STAC assets: %s", discovered)
+    return merged
+
+
 # === Conversion Workflow ===
 
 
@@ -107,13 +141,19 @@ def run_conversion(
     logger.info(f"   Collection: {collection}")
 
     # Resolve source: STAC item or direct Zarr URL
-    zarr_url = get_zarr_url(source_url) if "/items/" in source_url else source_url
+    item_assets: dict[str, dict] = {}
+    if "/items/" in source_url:
+        zarr_url, item_assets = get_zarr_asset_info(source_url)
+    else:
+        zarr_url = source_url
     logger.info(f"   Source: {zarr_url}")
 
     # Get config and apply overrides
     config = get_config(collection)
     if groups:
         config["groups"] = groups.split(",")
+    else:
+        config["groups"] = _merge_quicklook_groups(config["groups"], item_assets)
     if spatial_chunk is not None:
         config["spatial_chunk"] = spatial_chunk
     if tile_width is not None:
@@ -124,6 +164,7 @@ def run_conversion(
     logger.info(
         f"   Parameters: chunk={config['spatial_chunk']}, tile={config['tile_width']}, sharding={config['enable_sharding']}"
     )
+    logger.debug("   Groups to convert: %s", ", ".join(config["groups"]))
 
     # Construct output path and clean existing
     output_url = f"s3://{s3_output_bucket}/{s3_output_prefix}/{collection}/{item_id}.zarr"