Stream Processing
Streaming Database for IoT
★ 3.6
Streaming SQL Database
★ 3.8
pip install hstreamdbN/A — PostgreSQL extensionpip install hstreamdbN/A — PostgreSQL extensionPython data engineers use the `hstreamdb` Python client to produce and consume events from HStreamDB streams in IoT and real-time analytics pipelines. SQL subscriptions let Python consumers receive only the records matching a filter condition, reducing the amount of data the Python processor needs to handle and filter client-side.
Python data engineers use PipelineDB via standard `psycopg2` connections — defining continuous views in SQL that automatically aggregate incoming rows. A Python ingestion process writes events to PipelineDB streams using standard INSERT statements, and the continuous view query results update in real time, making precomputed aggregates instantly available for dashboards.
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