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Practical Pipelines: Houseplant Soil Alerting System with ksqlDB

Talkat Conf42 Python 2023 · on Thursday, 2023-03-09· [data-engineering]
slides:none on file

A home system wires I2C capacitive moisture sensors into a Raspberry Pi and streams Avro-encoded readings to Confluent Cloud Kafka, enriches readings with plant metadata, and uses ksqlDB to perform a stream-to-table join and a six‑hour tumbling window aggregate that only emits when it sees 120 low readings (sensors every 30s ≈ one hour of low samples) then sends alerts via a Telegram HTTP Sink connector; the pipeline runs end‑to‑end and delivers at‑most‑one phone alert per six hours.

AI-written summary · about

  1. 0:00Houseplant soil alerting intro
  2. 2:36Why custom plant monitoring
  3. 4:45Apache Kafka and event streaming
  4. 8:59Kafka as event platform
  5. 16:42Setting up Kafka cluster
  6. 18:27Raspberry Pi hardware system
  7. 20:12Sensor data schemas
  8. 21:37Kafka producer API
  9. 24:26Adding plant metadata
  10. 27:55Telegram plant metadata
  11. 31:46Event-driven sensor mappings
  12. 35:17ksqlDB plant alerts
  13. 41:57Joining sensor and plant data
  14. 44:47Low moisture alerts
  15. 49:45Telegram alerts via Kafka Connect
  16. 51:52Key takeaways
  17. 53:16Q&A
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