diff --git a/apps/vinyl/src/assets.py b/apps/vinyl/src/assets.py
index f4758b0..7461cf7 100644
--- a/apps/vinyl/src/assets.py
+++ b/apps/vinyl/src/assets.py
@@ -84,14 +84,16 @@ def deals(context: dg.AssetExecutionContext) -> pl.DataFrame:
     io_manager_key="polars_parquet_io_manager",
     partitions_def=deals.partitions_def,
     ins={"df": dg.AssetIn(key=deals.key)},
-    automation_condition=dg.AutomationCondition.on_missing().without(
-        dg.AutomationCondition.in_latest_time_window()
-    ),
+    automation_condition=dg.AutomationCondition.eager(),
+    output_required=False,
 )
 def cleaned_deals(
-    context: dg.AssetExecutionContext, df: pl.LazyFrame
-) -> Deal.DataFrame:
+    context: dg.AssetExecutionContext, df: pl.LazyFrame | None
+) -> Iterator[dg.Output[Deal.DataFrame]]:
     """Clean and parse deals from the raw source tables."""
+    if df is None:
+        return
+
     ic()
     partition_keys = get_partition_keys(context)
     ic(partition_keys)
@@ -104,27 +106,27 @@ def cleaned_deals(
             parsed_df = parse_sounds(df)
         case _:
             context.log.warning(f"Unknown source: {source}!")
-            return Deal.DataFrame()
+            return
 
     ic(parsed_df.collect_schema())
 
     # Deduplicate and sort the DataFrame
     columns = ["source", "id", "artist", "title", "price"]
-    return Deal.DataFrame(
-        parsed_df.sort("date", descending=True)
-        .unique(subset=columns, keep="first")
-        .sort("date", descending=False)
-        .select(*columns, "date", "release", "url")
-        .collect()
+    yield dg.Output(
+        Deal.DataFrame(
+            parsed_df.sort("date", descending=True)
+            .unique(subset=columns, keep="first")
+            .sort("date", descending=False)
+            .select(*columns, "date", "release", "url")
+            .collect()
+        )
     )
 
 
 @asset(
     deps=[cleaned_deals],
     io_manager_key="polars_parquet_io_manager",
-    automation_condition=dg.AutomationCondition.on_missing().without(
-        dg.AutomationCondition.in_latest_time_window()
-    ),
+    automation_condition=dg.AutomationCondition.eager(),
 )
 def works(context: dg.AssetExecutionContext) -> pl.DataFrame | None:
     """Aggregate works from cleaned deals."""
@@ -167,15 +169,21 @@ def works(context: dg.AssetExecutionContext) -> pl.DataFrame | None:
     automation_condition=dg.AutomationCondition.eager(),
 )
 def new_deals(
-    context: dg.AssetExecutionContext, partitions: dict[str, pl.LazyFrame]
+    context: dg.AssetExecutionContext, partitions: dict[str, pl.LazyFrame | None]
 ) -> Iterator[dg.Output[Deal.DataFrame]]:
     """Fetch new deals from all sources."""
     ic()
-    partition_keys = get_partition_keys(context)
-    parsed_partition_keys = parse_partition_keys(context, "partitions")
+    ic(partitions.keys())
+    if not (partitions := {k: v for k, v in partitions.items() if v is not None}):
+        return
 
+    ic(partitions.keys())
+    partition_keys = get_partition_keys(context)
     ic(partition_keys)
 
+    parsed_partition_keys = parse_partition_keys(context, "partitions")
+    ic(parsed_partition_keys)
+
     if len(partition_keys := sorted(partitions.keys())) < 2:
         context.log.warning("Not enough partitions to fetch new deals!")
 
@@ -245,7 +253,7 @@ def good_deals(
         ]
 
     # Render HTML from Jinja template
-    env = Environment(loader=FileSystemLoader(".."))
+    env = Environment(loader=FileSystemLoader(f"/apps/{APP}"))
     template = env.get_template("email.html")
     html_content = template.render(deals=deals)
 
diff --git a/apps/vinyl/src/definitions.py b/apps/vinyl/src/definitions.py
index 1c1f71c..c0fa1f9 100644
--- a/apps/vinyl/src/definitions.py
+++ b/apps/vinyl/src/definitions.py
@@ -1,19 +1,16 @@
-import os
-
 import assets
 from config import APP
-from dagster_polars import PolarsParquetIOManager
 from icecream import install
 from jobs import check_partitions_job, deals_job
+from resources import MyIOManager
 from schedules import deals_schedule
+from shared.config import STORAGE_DIR
 from utils.email import EmailService
 
 import dagster as dg
 
 install()
 
-storage_dir = os.environ.get("STORAGE_DIR", "/storage") + f"/{APP}"
-
 definitions = dg.Definitions(
     assets=[
         asset.with_attributes(
@@ -23,7 +20,7 @@ definitions = dg.Definitions(
         for asset in dg.load_assets_from_modules([assets])
     ],
     resources={
-        "polars_parquet_io_manager": PolarsParquetIOManager(base_dir=storage_dir),
+        "polars_parquet_io_manager": MyIOManager(base_dir=STORAGE_DIR),
         "email_service": EmailService(
             smtp_server=dg.EnvVar("SMTP_SERVER"),
             smtp_port=dg.EnvVar.int("SMTP_PORT"),
diff --git a/apps/vinyl/src/jobs.py b/apps/vinyl/src/jobs.py
index b90c44a..5ac0d99 100644
--- a/apps/vinyl/src/jobs.py
+++ b/apps/vinyl/src/jobs.py
@@ -1,7 +1,7 @@
 from functools import partial
 
+import assets
 import polars as pl
-from assets import deals
 from config import APP
 
 import dagster as dg
@@ -11,36 +11,50 @@ job = partial(dg.job, **kwargs)
 define_asset_job = partial(dg.define_asset_job, **kwargs)
 
 deals_job = define_asset_job(
-    "deals_job", selection=[deals.key], partitions_def=deals.partitions_def
+    "deals_job",
+    selection=[assets.deals.key],
+    partitions_def=assets.deals.partitions_def,
 )
 
 
 @dg.op(required_resource_keys={"polars_parquet_io_manager"})
 def check_partitions(context: dg.OpExecutionContext) -> None:
-    asset_key = deals.key
+    for asset in [assets.deals, assets.cleaned_deals]:
+        asset_key = asset.key
 
-    # Fetch the materialized partitions for the asset key
-    materialized_partitions = context.instance.get_materialized_partitions(asset_key)
-    ic(materialized_partitions)
-
-    storage_dir = context.resources.polars_parquet_io_manager.base_dir
-    asset_path = "/".join(asset_key.path)
-    ic(storage_dir, asset_key, asset_path)
-    for row in (
-        pl.scan_parquet(
-            f"{storage_dir}/{asset_path}/*/*.parquet", extra_columns="ignore"
+        # Fetch the materialized partitions for the asset key
+        materialized_partitions = context.instance.get_materialized_partitions(
+            asset_key
         )
-        .select(["date", "source"])
-        .unique()
-        .collect()
-        .iter_rows()
-    ):
-        partition = "|".join(row)
-        if partition not in materialized_partitions:
-            context.log.info(f"Missing partition: {partition}")
-            context.log_event(
-                dg.AssetMaterialization(asset_key=asset_key, partition=partition)
+        ic(materialized_partitions)
+
+        storage_dir = context.resources.polars_parquet_io_manager.base_dir
+        asset_path = "/".join(asset_key.path)
+        ic(storage_dir, asset_key, asset_path)
+
+        partitions = []
+        for row in (
+            pl.scan_parquet(
+                f"{storage_dir}/{asset_path}/*/*.parquet", extra_columns="ignore"
             )
+            .select(["date", "source"])  # asset.partitions_def.names ?
+            .unique()
+            .with_columns(pl.exclude(pl.String).cast(str))
+            .collect()
+            .iter_rows()
+        ):
+            partition = "|".join(row)
+            if partition not in materialized_partitions:
+                context.log.info(f"[{asset_key}] Adding partition: {partition}")
+                context.log_event(
+                    dg.AssetMaterialization(asset_key=asset_key, partition=partition)
+                )
+            partitions.append(partition)
+
+        missing = set(materialized_partitions) - set(partitions)
+        ic(missing)
+        for partition in missing:
+            context.log.info(f"[{asset_key}] Should remove partition: {partition}")
 
 
 @job
diff --git a/apps/vinyl/src/resources.py b/apps/vinyl/src/resources.py
new file mode 100644
index 0000000..729956f
--- /dev/null
+++ b/apps/vinyl/src/resources.py
@@ -0,0 +1,26 @@
+from typing import Any, Union
+
+import polars as pl
+from dagster_polars import PolarsParquetIOManager
+from upath import UPath
+
+from dagster import InputContext
+
+
+class MyIOManager(PolarsParquetIOManager):
+    extension: str = ".parquet"  # not sure why this does not inherit from super class
+
+    def load_from_path(self, context: InputContext, path: "UPath") -> Union[
+        pl.DataFrame,
+        pl.LazyFrame,
+        tuple[pl.DataFrame, dict[str, Any]],
+        tuple[pl.LazyFrame, dict[str, Any]],
+        None,
+    ]:
+        # print(path)
+        # print(self.extension)
+        # print(self.__class__.__mro__)
+        try:
+            return super().load_from_path(context, path)
+        except FileNotFoundError:
+            return None
diff --git a/apps/vinyl/src/schedules.py b/apps/vinyl/src/schedules.py
index 928a2f1..11fff29 100644
--- a/apps/vinyl/src/schedules.py
+++ b/apps/vinyl/src/schedules.py
@@ -4,6 +4,6 @@ import dagster as dg
 
 deals_schedule = dg.build_schedule_from_partitioned_job(
     job=deals_job,
-    hour_of_day=7,
+    hour_of_day=9,
     default_status=dg.DefaultScheduleStatus.RUNNING,
 )
diff --git a/apps/vinyl/src/utils/email.py b/apps/vinyl/src/utils/email.py
index 4ea7c99..8fd818f 100644
--- a/apps/vinyl/src/utils/email.py
+++ b/apps/vinyl/src/utils/email.py
@@ -26,7 +26,7 @@ class EmailService(dg.ConfigurableResource):
     sender_email: str
     receiver_email: str
 
-    def send_email(self, body: str, subject="Aanbieding op plato (new)!") -> None:
+    def send_email(self, body: str, subject="Vinyl aanbiedingen!") -> None:
         msg = MIMEMultipart()
         msg["Subject"] = subject
         msg["From"] = self.sender_email