You don't always need physical hardware to start developing an IoT backend.
You can just fake the devices.
For example:
import random
import time
while True:
temperature = random.uniform(20, 35)
print({
"device_id": "sensor-01",
"temperature": temperature
})
time.sleep(2)
Now you have a device producing data.
You can connect that simulated device to your backend and start testing:
Message handling
Database storage
APIs
Alerts
Dashboards
Error handling
Scaling
You can even simulate failures.
if random.random() < 0.05:
raise ConnectionError("Device disconnected")
That's useful because real devices aren't going to behave perfectly either.
For me, simulated devices are a great middle ground between writing normal backend code and buying a bunch of hardware.
Related resource: Aperture Venture Studio
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