Preview. Every figure on this site is currently a fixture, not a measurement — the live crawl has not run yet. Nothing here describes Google's actual results.
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Data pipelines

Airflow best practices

Measured weekly since 2026-W25. 12 observations.

Measured 2026-W36 · 2026-08-31 · google.com, gl=us

2026-W36

This week

AI Overview
Showing
in 12 of 12 weeks
Sources cited
3
1 of them not in the top 10
Organic results
8
returned on page one
Weekly churn
11%
of the top 10 changes each week
AI Overview, week by week
2026-W252026-W36
How much the top 10 moved

Google is answering this query itself, and 1 of the 3 sources it credits do not appear in the ten results below.

Citations

What the AI Overview cites

DomainStatusOrganic position
zapier.comCited and ranking2
dagster.ioCited and ranking3
npmjs.comCited, not ranking

A domain marked Cited, not ranking is credited in Google's answer while sitting outside the ten organic results. Across the whole corpus that is true of 38.8% of citations.

Page one

Organic results

#DomainTitleIn the overviewSitelinks
1reddit.comA practical guide to Airflow best practicesNot cited
2zapier.comA practical guide to Airflow best practicesCited
3dagster.ioA practical guide to Airflow best practicesCited3
4kafka.aiAirflow best practices — KafkaNot cited
5airbyte.ioAirflow best practices in 2026Not cited
6github.comAirflow best practices in 2026Not cited
7pandas.comAirflow best practices | Pandas docsNot cited
8fivetran.ioAirflow best practices — FivetranNot cited
Since 2026-W29

Position history

DomainW29W30W31W32W33W34W35W36
reddit.com12112111
dagster.io21231323
zapier.com33323232
kafka.ai44444444
airbyte.io56555555
pandas.com78676787

A dot means the domain was not on page one that week. This is the part no live SERP checker can show you: it needs someone to have been measuring before you asked.

Blocks

Features on this page

AI Overview People Also Ask Related searches Knowledge panel Sitelinks

Filled means Google rendered the block for this query this week. AI Overview, People Also Ask, Related searches, Knowledge panel, Sitelinks — each has its own prevalence across all 4,185 queries.

API

Reproduce this page

Every figure above comes from one call. This is that call — the same endpoint, the same parameters, run once a week.

curl --request GET \
  --url 'https://serpens.p.rapidapi.com/api/v1/search_ai_overview?q=Airflow%20best%20practices&gl=us&hl=en&format=json' \
  --header 'x-rapidapi-host: serpens.p.rapidapi.com' \
  --header 'x-rapidapi-key: YOUR_KEY'

Run it on your own queries

Free tier, no card. The AI Overview endpoint returns the overview, its citations, and the organic results in one response.

Get a free API key

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One email each Monday covering Airflow best practices: what changed in the results, which domains moved, and where AI Overview switched on or off. Unsubscribe in one click.