diff --git a/pyproject.toml b/pyproject.toml
index b86538d..3b4e7cf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "s3worker"
-version = "0.1.0"
+version = "0.3.1"
 description = "Sync local storage with S3"
 authors = ["Eugen Ciur <eugen@papermerge.com>"]
 readme = "README.md"
@@ -34,7 +34,7 @@ s3w = 's3worker.cli.s3w:app'
 taskipy = "^1.12.2"
 
 [tool.taskipy.tasks]
-worker = "celery -A s3worker worker -E -c 4 --loglevel debug -Q s3,s3preview"
+worker = "celery -A s3worker worker -E -c 4 --loglevel debug -Q dev-coco_s3,dev-coco_s3preview"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/s3worker/celery_app.py b/s3worker/celery_app.py
index 253705d..74c3755 100644
--- a/s3worker/celery_app.py
+++ b/s3worker/celery_app.py
@@ -1,9 +1,6 @@
-import yaml
 from celery import Celery
 from s3worker import config, utils
 from celery.signals import setup_logging
-from logging.config import dictConfig
-
 
 settings = config.get_settings()
 
diff --git a/s3worker/client.py b/s3worker/client.py
index 17abd90..c5e81f8 100644
--- a/s3worker/client.py
+++ b/s3worker/client.py
@@ -7,6 +7,7 @@
 from pathlib import Path
 from s3worker import config, utils
 from s3worker import plib
+from s3worker.exceptions import S3DocumentNotFound
 
 settings = config.get_settings()
 logger = logging.getLogger(__name__)
@@ -215,6 +216,20 @@ def sync():
             )
 
 
+def download_docver(docver_id: UUID, file_name: str):
+    """Downloads document version from S3"""
+    doc_ver_path = plib.abs_docver_path(docver_id, file_name)
+    keyname = Path(get_prefix()) / plib.docver_path(docver_id, file_name)
+    if not doc_ver_path.exists():
+        if not s3_obj_exists(get_bucket_name(), str(keyname)):
+            # no local version + no s3 version
+            raise S3DocumentNotFound(f"S3 key {keyname} not found")
+
+    client = get_client()
+    doc_ver_path.parent.mkdir(parents=True, exist_ok=True)
+    client.download_file(get_bucket_name(), str(keyname), str(doc_ver_path))
+
+
 def s3_obj_exists(
     bucket_name: str, keyname: str
 ) -> bool:
diff --git a/s3worker/exceptions.py b/s3worker/exceptions.py
new file mode 100644
index 0000000..044c9ec
--- /dev/null
+++ b/s3worker/exceptions.py
@@ -0,0 +1,4 @@
+class S3DocumentNotFound(Exception):
+    """Raised when document is not found on S3"""
+
+    ...
diff --git a/s3worker/tasks.py b/s3worker/tasks.py
index 15f43e5..c736c5e 100644
--- a/s3worker/tasks.py
+++ b/s3worker/tasks.py
@@ -4,6 +4,7 @@
 
 from s3worker import generate, client, db
 from s3worker import constants as const
+from s3worker import exceptions
 
 
 logger = logging.getLogger(__name__)
@@ -43,13 +44,24 @@ def remove_page_thumbnail_task(page_ids: list[str]):
         logger.exception(ex)
 
 
-@shared_task(name=const.S3_WORKER_GENERATE_PREVIEW)
+@shared_task(
+    name=const.S3_WORKER_GENERATE_PREVIEW,
+    autoretry_for = (exceptions.S3DocumentNotFound,),
+    # Wait for 10 seconds before starting each new try. At most retry 6 times.
+    retry_kwargs = {"max_retries": 6, "countdown": 10},
+)
 def generate_preview_task(doc_id: str):
     logger.debug('Task started')
+    Session = db.get_db()
+
     try:
-        Session = db.get_db()
         with Session() as db_session:
             thumb_path = generate.doc_thumbnail(db_session, UUID(doc_id))
+            doc_ver = db.get_last_version(db_session, doc_id=UUID(doc_id))
+
+        logger.debug(f"doc_ver.id = {doc_ver.id}")
+        client.download_docver(docver_id=doc_ver.id,
+                               file_name=doc_ver.file_name)
 
         client.upload_file(thumb_path)