Scikit-Learn

Top Product · #2

scikit-learn.org

Provides reusable tools for building predictive data analysis workflows in Python, including classification, regression, and clustering. It is built on NumPy, SciPy, and Matplotlib and is commercially usable under a BSD license.

Visit product

Traffic / month1,435,242 est.	US traffic / month309,649 est.	Domain Rank48.2 est.
Domain registered2011-10-19

Primary marketMachine learning development libraries

Selected in the current market cohortTop Product · #2

Pricing evidenceHistorical pricing evidence

10% of the weighted saved keyword sample is brand-matched. 50 stored ranked-keyword rows with a weighted denominator of 108232.34130859375. Brand terms are matched against normalized domain tokens; positive estimated traffic is used as weight and other rows use weight 1. This is a sample share, not whole-site organic traffic. Current saved sample · observed Sep 13, 2026 · source: stored ranked keyword sample.

How it goes to market

Pricing, observed traffic history, and website evidence help explain the product's current route to buyers without claiming what caused its growth.

Pricing

Historical evidence

Shows how the product charges, which plans a buyer can choose, and how its offer compares with other products in the same market.

Historical pricing evidence observed Aug 24, 2026.These pricing facts come from an earlier usable catalog and are not a claim about the current offer.Legacy verified pricing summary; plan-level fields may be unavailable.Amounts and charging units below describe the dated observation, not a claim about the current offer or a monthly equivalent.Verified from the product's pricing page.

Earlier monetisation evidenceFree

The older collector retained the charging summary but not individual plan rows. The next catalog refresh will replace this with published plan detail when available.

Estimated search traffic over time

Third-party estimates for comparable months; gaps remain missing rather than becoming zero.

Website strategy

Partial

Latest check: Aug 31, 2026.The latest check produced part of the website profile.Some facts below come from earlier observations.

Positioning and messaging

Shows how the product explains itself to visitors and search systems. Compare the headline, page title and description to spot unclear or inconsistent positioning.

Page title · earlier observationscikit-learn: machine learning in Python — scikit-learn 0.16.1 documentation

Canonical page · earlier observationhttps://scikit-learn.org/stable/index.html

Technical foundations

Shows whether search engines and AI systems can reach, navigate and interpret the website. Weak foundations can limit visibility even when the content and offer are strong.

Search access

No noindex or Googlebot block detected · earlier observation

Website resolves on this domain · earlier observation

Googlebot not blocked by robots.txtEarlier

Bingbot not blocked by robots.txtEarlier

OAI-SearchBot not blocked by robots.txtEarlier

PerplexityBot not blocked by robots.txtEarlier

Machine-readable signals

Browser rendering · earlier observationRequired

Alternate language declarations · earlier observation0