# DuckDB

`LanceDB` works with `DuckDB` via [PyArrow integration](https://duckdb.org/docs/guides/python/sql_on_arrow).

Let us start with installing `duckdb` and `lancedb`.

```shell
pip install duckdb lancedb
```

We will re-use [the dataset created previously](./arrow.md):

```python
import pandas as pd
import lancedb

db = lancedb.connect("data/sample-lancedb")
data = pd.DataFrame({
    "vector": [[3.1, 4.1], [5.9, 26.5]],
    "item": ["foo", "bar"],
    "price": [10.0, 20.0]
})
table = db.create_table("pd_table", data=data)
arrow_table = table.to_arrow()
```

`DuckDB` can directly query the `arrow_table`:

```python
import duckdb

duckdb.query("SELECT * FROM arrow_table")
```

```
┌─────────────┬─────────┬────────┐
│   vector    │  item   │ price  │
│   float[]   │ varchar │ double │
├─────────────┼─────────┼────────┤
│ [3.1, 4.1]  │ foo     │   10.0 │
│ [5.9, 26.5] │ bar     │   20.0 │
└─────────────┴─────────┴────────┘
```

```py
duckdb.query("SELECT mean(price) FROM arrow_table")
```

```
┌─────────────┐
│ mean(price) │
│   double    │
├─────────────┤
│        15.0 │
└─────────────┘
```