Adoption evidence
Public GitHub evidence

Public GitHub adoption evidence

GitHub’s public dependency graph reports repositories that depend on Albumentations. A separate file-level scan finds repositories where retrieved code imports Albumentations and uses it locally.

Dated snapshot

Three public signals, with different strength

These are overlapping measures, not parts of one total. The labels describe exactly what each number can support.

40,684

GitHub-reported public dependents

Approximate · July 18, 2026 · GitHub’s package-specific dependency graph.

Inspect source

3,491

Repositories with file-level direct-use evidence

A retrieved public file imports Albumentations and traces a local use of that import.

4,713

Repositories with import or dependency signals

A public scan found an exact import or package declaration; this is a broader, lower threshold.

3,218

Repositories classified by vertical

From 25,307 profiled public repositories; classification is multi-label.

How to read the count

Do not add these numbers together

GitHub reported 40,684 public dependents, while the crawler could enumerate 20,726 rows. The 19,958-repository gap is a platform coverage difference, not another adoption bucket.

What this evidence does not establish

  • It does not prove a private, current, deployed, or production use.
  • It does not identify a customer, endorsement, paid license, or license obligation.
  • Static code evidence helps assess technical fit; licensing depends on deployment facts.

By vertical

Public GitHub evidence by workload

These are the verticals with positive public GitHub classification counts in this snapshot. A repository may belong to more than one vertical, so values are non-additive and are not a customer count.

Evidence rules for this snapshot

File-level direct use
A retrieved file contains an Albumentations import and a traced local use of the imported module or symbol.
Import or dependency signal
Exact Albumentations Python import or package declaration found by a materialized scan or a stratified Sourcegraph query.
Vertical classification
Multi-label deterministic classification from public GitHub Topics, repository descriptions and names, curated manifest co-dependencies, and reduced README keyword evidence.

Snapshot generated July 20, 2026.