# Motherduck >[Motherduck](https://motherduck.com/) is a managed DuckDB-in-the-cloud service. ## Installation and Setup First, you need to install `duckdb` python package. ```bash pip install duckdb ``` You will also need to sign up for an account at [Motherduck](https://motherduck.com/) After that, you should set up a connection string - we mostly integrate with Motherduck through SQLAlchemy. The connection string is likely in the form: ``` token="..." conn_str = f"duckdb:///md:{token}@my_db" ``` ## SQLChain You can use the SQLChain to query data in your Motherduck instance in natural language. ``` from langchain import OpenAI, SQLDatabase, SQLDatabaseChain db = SQLDatabase.from_uri(conn_str) db_chain = SQLDatabaseChain.from_llm(OpenAI(temperature=0), db, verbose=True) ``` From here, see the [SQL Chain](/docs/modules/chains/popular/sqlite.html) documentation on how to use. ## LLMCache You can also easily use Motherduck to cache LLM requests. Once again this is done through the SQLAlchemy wrapper. ``` import sqlalchemy eng = sqlalchemy.create_engine(conn_str) langchain.llm_cache = SQLAlchemyCache(engine=eng) ``` From here, see the [LLM Caching](/docs/modules/model_io/models/llms/how_to/llm_caching) documentation on how to use.