The [Python `flightsql-dbapi` Flight SQL DBAPI library](https://github.com/influxdata/flightsql-dbapi) integrates with Python applications using SQL to query data stored in an {{% product-name %}} database. The `flightsql-dbapi` library uses the [Flight SQL protocol](https://arrow.apache.org/docs/format/FlightSql.html) to query and retrieve data. > [!Note] > #### Use InfluxDB 3 client libraries > > We recommend using the [`influxdb3-python` Python client library](/influxdb3/version/reference/client-libraries/v3/python/) for integrating InfluxDB 3 with your Python application code. > > [InfluxDB 3 client libraries](/influxdb3/version/reference/client-libraries/v3/) wrap Apache Arrow Flight clients > and provide convenient methods for [writing](/influxdb3/version/write-data/api-client-libraries/), [querying](/influxdb3/version/query-data/execute-queries/), and processing data stored in {{% product-name %}}. > Client libraries can query using SQL or InfluxQL. ## Installation The [`flightsql-dbapi`](https://github.com/influxdata/flightsql-dbapi) Flight SQL library for Python provides a [DB API 2](https://peps.python.org/pep-0249/) interface and [SQLAlchemy](https://www.sqlalchemy.org/) dialect for [Flight SQL](https://arrow.apache.org/docs/format/FlightSql.html). Installing `flightsql-dbapi` also installs the [`pyarrow`](https://arrow.apache.org/docs/python/index.html) library that you'll use for working with Arrow data. In your terminal, use `pip` to install `flightsql-dbapi`: ```sh pip install flightsql-dbapi ``` ## Importing the module The `flightsql-dbapi` package provides the `flightsql` module. From the module, import the `FlightSQLClient` class method: ```py from flightsql import FlightSQLClient ``` - `flightsql.FlightSQLClient` class: an interface for [initializing a client](#initialize-a-client) and interacting with a Flight SQL server. ## API reference - [Class FlightSQLClient](#class-flightsqlclient) - [Syntax](#syntax) - [Initialize a client](#initialize-a-client) - [Instance methods](#instance-methods) - [FlightSQLClient.execute](#flightsqlclientexecute) - [Syntax](#execute-query-syntax) - [Example](#execute-query-example) - [FlightSQLClient.do_get](#flightsqlclientdo_get) - [Syntax](#retrieve-data-syntax) - [Example](#retrieve-data-example) ## Class FlightSQLClient Provides an interface for [initializing a client](#initialize-a-client) and interacting with a Flight SQL server. ### Syntax ```py __init__(self, host=None, token=None, metadata=None, features=None) ``` Initializes and returns a `FlightSQLClient` instance for interacting with the server. ## Initialize a client The following example shows how to use Python with `flightsql-dbapi` and the _DB API 2_ interface to instantiate a Flight SQL client configured for an InfluxDB database. {{% code-placeholders "DATABASE_NAME|DATABASE_TOKEN" %}} ```py from flightsql import FlightSQLClient # Instantiate a FlightSQLClient configured for a database client = FlightSQLClient(host='{{< influxdb/host >}}', token='DATABASE_TOKEN', metadata={'database': 'DATABASE_NAME'}, features={'metadata-reflection': 'true'}) ``` {{% /code-placeholders %}} Replace the following: - {{% code-placeholder-key %}}`DATABASE_TOKEN`{{% /code-placeholder-key %}}: an {{% product-name %}} [database token](/influxdb3/version/admin/tokens/#database-tokens) with read permissions on the databases you want to query - {{% code-placeholder-key %}}`DATABASE_NAME`{{% /code-placeholder-key %}}: the name of your {{% product-name %}} [database](/influxdb3/version/admin/databases/) ### Instance methods ### FlightSQLClient.execute Sends a Flight SQL RPC request to execute the specified SQL Query. #### Syntax {#execute-query-syntax} ```py execute(query: str, call_options: Optional[FlightSQLCallOptions] = None) ``` #### Example {#execute-query-example} ```py # Execute the query info = client.execute("SELECT * FROM home") ``` The response contains a `flight.FlightInfo` object that contains metadata and an `endpoints: [...]` list. Each endpoint contains the following: - A list of addresses where you can retrieve query result data. - A `ticket` value that identifies the data to [retrieve](#retrieve-data-example). ### FlightSQLClient.do_get Passes a Flight ticket (obtained from a `FlightSQLClient.execute` response) and retrieves Arrow data identified by the ticket. Returns a `pyarrow.flight.FlightStreamReader` for streaming the data. #### Syntax {#retrieve-data-syntax} ```py do_get(ticket, call_options: Optional[FlightSQLCallOptions] = None) ``` #### Example {#retrieve-data-example} The following sample shows how to use Python with `flightsql-dbapi` and `pyarrow` to query InfluxDB and retrieve data. ```py from flightsql import FlightSQLClient # Instantiate a FlightSQLClient configured for a database client = FlightSQLClient(host='{{< influxdb/host >}}', token='DATABASE_TOKEN', metadata={'database': 'DATABASE_NAME'}, features={'metadata-reflection': 'true'}) # Execute the query to retrieve FlightInfo info = client.execute("SELECT * FROM home") # Extract the token for retrieving data ticket = info.endpoints[0].ticket # Use the ticket to request the Arrow data stream. # Return a FlightStreamReader for streaming the results. reader = client.do_get(ticket) # Read all data to a pyarrow.Table table = reader.read_all() print(table) ``` `do_get(ticket)` returns a [`pyarrow.flight.FlightStreamReader`](https://arrow.apache.org/docs/python/generated/pyarrow.flight.FlightStreamReader.html) for streaming Arrow [record batches](https://arrow.apache.org/docs/python/data.html#record-batches). To read data from the stream, call one of the following `FlightStreamReader` methods: - `read_all()`: Read all record batches as a [`pyarrow.Table`](https://arrow.apache.org/docs/python/generated/pyarrow.Table.html). - `read_chunk()`: Read the next RecordBatch and metadata. - `read_pandas()`: Read all record batches and convert them to a [`pandas.DataFrame`](https://pandas.pydata.org/docs/reference/frame.html).