diff --git a/mltb2/arangodb.py b/mltb2/arangodb.py
new file mode 100644
index 0000000..88b6c87
--- /dev/null
+++ b/mltb2/arangodb.py
@@ -0,0 +1,86 @@
+# Copyright (c) 2023 Philip May
+# This software is distributed under the terms of the MIT license
+# which is available at https://opensource.org/licenses/MIT
+
+"""ArangoDB utils module.
+
+Hint:
+    Use pip to install the necessary dependencies for this module:
+    ``pip install mltb2[arangodb]``
+"""
+
+
+from contextlib import closing
+from dataclasses import dataclass
+from typing import Optional, Sequence, Union
+
+from arango import ArangoClient
+from dotenv import dotenv_values
+
+from mltb2.db import BatchDataManager
+
+
+@dataclass
+class ArangoBatchDataManager(BatchDataManager):
+    """TODO: add docstring."""
+
+    hosts: Union[str, Sequence[str]]
+    db_name: str
+    username: str
+    password: str
+    collection_name: str
+    attribute_name: str
+    batch_size: int = 20
+    aql_overwrite: Optional[str] = None
+
+    @classmethod
+    def from_config_file(cls, config_file_name, aql_overwrite=None):
+        """Construct ``ArangoDataManager`` from config file."""
+        arango_config = dotenv_values(config_file_name)
+        return cls(
+            hosts=arango_config["hosts"],
+            db_name=arango_config["db_name"],
+            username=arango_config["username"],
+            password=arango_config["password"],
+            collection_name=arango_config["collection_name"],
+            attribute_name=arango_config["attribute_name"],
+            batch_size=int(arango_config["batch_size"]),
+            aql_overwrite=aql_overwrite,
+        )
+
+    def _get_arango_client(self):
+        arango_client = ArangoClient(hosts=self.hosts)
+        return arango_client
+
+    def _get_connection(self, arango_client):
+        connection = arango_client.db(self.db_name, username=self.username, password=self.password)
+        return connection
+
+    def load_batch(self) -> Sequence:
+        """TODO: add docstring."""
+        with closing(self._get_arango_client()) as arango_client:
+            connection = self._get_connection(arango_client)
+            bind_vars = {
+                "@coll": self.collection_name,
+                "attribute": self.attribute_name,
+                "batch_size": self.batch_size,
+            }
+            if self.aql_overwrite is None:
+                aql = "FOR doc IN @@coll FILTER !HAS(doc, @attribute) LIMIT @batch_size RETURN doc"
+            else:
+                aql = self.aql_overwrite
+            cursor = connection.aql.execute(
+                aql,
+                bind_vars=bind_vars,
+                batch_size=self.batch_size,
+            )
+            with closing(cursor) as closing_cursor:
+                batch = closing_cursor.batch()
+        return batch
+
+    def save_batch(self, batch: Sequence):
+        """TODO: add docstring."""
+        with closing(self._get_arango_client()) as arango_client:
+            connection = self._get_connection(arango_client)
+            collection = connection.collection(self.collection_name)
+            collection.import_bulk(batch, on_duplicate="update")
diff --git a/mltb2/db.py b/mltb2/db.py
new file mode 100644
index 0000000..a75e3fb
--- /dev/null
+++ b/mltb2/db.py
@@ -0,0 +1,49 @@
+# Copyright (c) 2023 Philip May
+# This software is distributed under the terms of the MIT license
+# which is available at https://opensource.org/licenses/MIT
+
+"""Database utils module.
+
+This module provides utility functions for other modules.
+It is not meant to be used directly.
+"""
+
+from abc import ABC, abstractmethod
+from dataclasses import dataclass
+from typing import Sequence
+
+
+class BatchDataManager(ABC):
+    """TODO: add docstring."""
+
+    @abstractmethod
+    def load_batch(self) -> Sequence:
+        """TODO: add docstring."""
+        pass
+
+    @abstractmethod
+    def save_batch(self, batch: Sequence):
+        """TODO: add docstring."""
+        pass
+
+
+@dataclass
+class BatchDataProcessor(ABC):
+    """TODO: add docstring."""
+
+    data_manager: BatchDataManager
+
+    @abstractmethod
+    def process_batch(self, batch: Sequence):
+        """TODO: add docstring."""
+        pass
+
+    def run(self):
+        """TODO: add docstring."""
+        while True:
+            batch = self.data_manager.load_batch()
+            if len(batch) == 0:
+                break
+            new_batch = self.process_batch(batch)
+            if len(new_batch) > 0:
+                self.data_manager.save_batch(new_batch)
diff --git a/pyproject.toml b/pyproject.toml
index 4420746..9a13cf9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -71,6 +71,8 @@ pyyaml = {version = "*", optional = true}
 pandas = {version = "*", optional = true}
 beautifulsoup4 = {version = "*", optional = true}
 joblib = {version = "*", optional = true}
+python-dotenv = {version = "*", optional = true}
+python-arango = {version = "*", optional = true}
 
 [tool.poetry.extras]
 files = ["platformdirs", "scikit-learn"]
@@ -83,6 +85,7 @@ transformers = ["scikit-learn", "torch", "transformers", "safetensors"]
 md = ["scikit-learn", "torch", "transformers", "safetensors"]
 somajo_transformers = ["SoMaJo", "scikit-learn", "torch", "transformers", "safetensors"]
 openai = ["tiktoken", "openai", "pyyaml"]
+arangodb = ["python-dotenv", "python-arango"]
 
 [tool.poetry.group.lint.dependencies]
 black = "*"