Sensors
Sensors are a special type of Operator that are designed to do exactly one thing - wait for something to occur. It can be time-based, or waiting for a file, or an external event, but all they do is wait until something happens, and then succeed so their downstream tasks can run.
Because they are primarily idle, Sensors have two different modes of running so you can be a bit more efficient about using them:
poke
(default): The Sensor takes up a worker slot for its entire runtimereschedule
: The Sensor takes up a worker slot only when it is checking, and sleeps for a set duration between checks
The poke
and reschedule
modes can be configured directly when you instantiate the sensor; generally, the trade-off between them is latency. Something that is checking every second should be in poke
mode, while something that is checking every minute should be in reschedule
mode.
Much like Operators, Airflow has a large set of pre-built Sensors you can use, both in core Airflow as well as via our providers system.
See also