seodata.dev

keyword

machine learning development lifecycle

Monthly search volume and cost-per-click data for "machine learning development lifecycle" in US.

$ curl "https://api.seodata.dev/v1/keyword?q=machine+learning+development+lifecycle&country=us" +--------------+------------------+ | volume | 50 | | cpc | $0 | | competition | 0.15 | | country | US | | updated | 2026-06-06 | +--------------+------------------+
All search data is retrieved via the Google Ads API — you get the same numbers you'd see in Google Ads.

# related keywords

Keywords with overlapping search results, ranked by SERP similarity.

keyword volume cpc overlap
machine learning life cycle 320 $6.64 11/20
ml lifecycle 260 $11.11 10/20
ml model lifecycle 90 $3.31 14/20
machine learning model lifecycle 90 $20.89 13/20
ml model life cycle 90 $20.89 12/20
machine learning development life cycle 50 $0 16/20
ml development life cycle 40 $21.58 14/20
ml development lifecycle 40 $21.58 14/20
machine learning model development life cycle 40 $10.87 13/20
ml life cycle 40 $0 12/20

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://api.seodata.dev/v1/keyword?q=machine+learning+development+lifecycle&country=us" Returns: volume, cpc, competition Country: &country=us (50+ supported, 2-letter ISO) Auth: none for 20/day, register for 500/month, $4.99/mo unlimited

Full API spec: llms.txt