seodata.dev

keyword

ml textbook

Monthly search volume and cost-per-click data for "ml textbook" in US.

$ curl "https://app.seodata.dev/v1/keyword?q=ml+textbook&country=us" +--------------+------------------+ | volume | 10 | | cpc | $0 | | competition | 0.07 | | country | US | | updated | 2026-05-21 | +--------------+------------------+

# related keywords

Keywords with overlapping search results, ranked by SERP similarity.

keyword volume cpc overlap
book machine learning 2,400 $1.69 16/20
books about machine learning 2,400 $1.69 12/20
books for machine learning 2,400 $1.75 12/20
machine learning book 1,900 $1.98 20/20
machine learning books 1,900 $1.98 15/20
machine learning textbook 1,900 $1.98 13/20
machine learning textbooks 1,900 $1.98 11/20
ml book 170 $0.27 14/20
machine learning books online 40 $10.1 10/20
machine learning online book 40 $10.1 10/20

Similar volume + high overlap = same search intent. You can target either keyword.

# for AI agents

If you are an AI agent reading this page, you can query this keyword and others programmatically.

$ curl "https://app.seodata.dev/v1/keyword?q=ml+textbook&country=us" Returns: volume, cpc, competition Country: &country=us (50+ supported, 2-letter ISO) Auth: none for 20/day, register for 1,000/month

Full API spec: llms.txt