diff --git a/inflatinator/revbank.py b/inflatinator/revbank.py
index f5aeb50..a403a96 100644
--- a/inflatinator/revbank.py
+++ b/inflatinator/revbank.py
@@ -78,6 +78,11 @@ def update_product_pricings(src):
             logging.debug('no auto update: "%s"', product.description)
             lines_out.append(line)
             continue
+        except scrapers.ProductNotFoundError:
+            logging.warn('not found "%s"', product.description)
+            product.metadata['err'] = 'not_found'
+            lines_out.append(product.format_line())
+            continue
         except Exception as err:
             logging.error('did not update "%s": %s', product.description, err)
             lines_out.append(line)
@@ -92,6 +97,9 @@ def update_product_pricings(src):
         previous_price = product.price
         product.price = (unit_price * 20).quantize(Decimal('1'), rounding=ROUND_UP) / 20
 
+        if 'err' in product.metadata:
+            del product.metadata['err']
+
         lines_out.append(product.format_line())
 
         logging.debug(f'Found "{prod_info.name}", buy €{prod_info.price/prod_info.units:.2f}, sell €{product.price:.2f}')
diff --git a/inflatinator/scrapers.py b/inflatinator/scrapers.py
index 23aae86..7761ee9 100644
--- a/inflatinator/scrapers.py
+++ b/inflatinator/scrapers.py
@@ -14,6 +14,11 @@ from typing import List
 vat = Decimal('1.09')
 
 
+class ProductNotFoundError(Exception):
+    def __init__(self):
+        super().__init__('product not found')
+
+
 @dataclass
 class Product:
     name: str
@@ -35,7 +40,12 @@ def ah_get_by_gtin(gtin13):
     if not _ah:
         _ah = AHConnector()
 
-    ah_prod = _ah.get_product_by_barcode(gtin13)
+    try:
+        ah_prod = _ah.get_product_by_barcode(gtin13)
+    except requests.exceptions.HTTPError as err:
+        if err.response.status_code == 404:
+            raise ProductNotFoundError()
+        raise err
 
     units_description = ah_prod['salesUnitSize']
     units = 1
@@ -88,7 +98,7 @@ def sligro_get_by_gtin(gtin13):
         if 'products' in body:
             break
     else:
-        raise Exception(f'sligro: {gtin13} not found')
+        raise ProductNotFoundError()
 
     product = body['products'][0]
     sku = product["code"]
diff --git a/inflatinator/scrapers_test.py b/inflatinator/scrapers_test.py
index 6ae9bc1..6d72485 100644
--- a/inflatinator/scrapers_test.py
+++ b/inflatinator/scrapers_test.py
@@ -1,4 +1,5 @@
-from scrapers import ah_get_by_gtin, sligro_get_by_gtin, parse_content_description, Product
+from scrapers import ah_get_by_gtin, sligro_get_by_gtin, parse_content_description, Product, ProductNotFoundError
+import pytest
 
 
 def test_scrape_ah():
@@ -11,6 +12,11 @@ def test_scrape_ah():
     assert prod.aliases == []
 
 
+def test_scrape_ah_not_found():
+    with pytest.raises(ProductNotFoundError):
+        ah_get_by_gtin('9999999999999')
+
+
 def test_scrape_sligro():
     # Cola zero sugar
     prod = sligro_get_by_gtin('5000112659184')
@@ -21,6 +27,11 @@ def test_scrape_sligro():
     assert prod.aliases == ['5000112658873']
 
 
+def test_scrape_sligro_not_found():
+    with pytest.raises(ProductNotFoundError):
+        sligro_get_by_gtin('9999999999999')
+
+
 def test_parse_content_description():
     assert parse_content_description('40 stuks x 22,5 gram') == (40, '22,5 gram')
     assert parse_content_description('4 multipacks x 6 blikjes x 33 cl') == (24, '33 cl')