# Building an AI-Ready Air Quality Analytics Pipeline with Estuary and MotherDuck

DevFeed: [Building an AI-Ready Air Quality Analytics Pipeline with Estuary and MotherDuck](<https://devfeed.tech/articles/building-an-ai-ready-air-quality-analytics-pipeline-with-estuary-and-motherduck-82026.md>)

Original publisher: [Read original article](<https://estuary.dev/blog/build-air-quality-analytics-pipeline-with-estuary-and-motherduck>)

Author: Ruhee Shrestha

Published: 2026-01-30T04:59:09Z

Content type: tutorial

Language: en

Sources: [Estuary](<https://devfeed.tech/sources/estuary.md>)

Topics: [Analytics Pipeline](<https://devfeed.tech/topics/analytics-pipeline.md>), [data-engineering](<https://devfeed.tech/topics/data-engineering.md>), [AI-Ready Data](<https://devfeed.tech/topics/ai-ready-data.md>), [streaming data analytics](<https://devfeed.tech/topics/streaming-data-analytics.md>), [BigQuery](<https://devfeed.tech/topics/bigquery.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [analytics-engineering](<https://devfeed.tech/tags/analytics-engineering.md>), [data](<https://devfeed.tech/tags/data.md>), [duckdb](<https://devfeed.tech/tags/duckdb.md>), [estuary](<https://devfeed.tech/tags/estuary.md>), [motherduck](<https://devfeed.tech/tags/motherduck.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>)

## AI overview

A step-by-step tutorial builds an air quality analytics pipeline for cities in Nepal. Python scripts collect hourly pollution and weather data from OpenWeather, Estuary ingests it and materializes it in MotherDuck, and SQL queries calculate daily pollutant summaries and health classifications. The tutorial also uses MotherDuck's prompt function to generate data-grounded natural-language summaries for dashboards, alerts, reports, and RAG applications.

## Source excerpt

Learn how to build a real-time air quality pipeline with Estuary and MotherDuck. Stream OpenWeather API data, run fast analytics with DuckDB, and generate AI summaries--no heavy infrastructure needed.