pandas-dev/pandas GitHub Actions scorecard

Public GitHub Actions data, last 30 days. Updated .

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0 min/mo
recoverable · across 26 patterns
Estimated from wall-clock time · public repos pay $0, $ = private-repo equivalent
See all 26 fixes, each with the exact YAML ↓
7.4%
failure rate, 30d
14m
avg time to recover from a failure
Since : findings 23 → 26 · recoverable ~0 → ~0 min/mo
18 workflows · 500 runs (16.7/day) · 4,191 CI-min (wall-clock) · ≈$25 at private-repo rates (30d)

Where the minutes go (30d)

Unit Tests~2,032 min · 52 runs
Code Checks~1,308 min · 54 runs
Doc Build and Upload~569 min · 54 runs
or track on every push →

Waste detected

Biggest wins first, each with the exact config fix.

No job timeout · Code Checks

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

No path filters on triggers · Code Checks

~0 min/mo

Runs on every push/PR with no `paths:` filter, so docs-only changes still trigger full CI. Add a `paths:` filter if that's common.

on:
  pull_request:
    paths:
      - 'src/**'
      - 'package.json'

Full guide: how to fix this →

Full-history clone (fetch-depth: 0) · Code Checks

~0 min/mo

checkout fetches the entire git history every run (`fetch-depth: 0`) and nothing in the workflow appears to read it. Remove the line; the default shallow clone is much faster on big repos. Keep it if a step genuinely needs history.

- uses: actions/checkout@v4
  # fetch-depth: 0 removed — default shallow clone is enough here

Full guide: how to fix this →

No job timeout · Doc Build and Upload

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

No path filters on triggers · Doc Build and Upload

~0 min/mo

Runs on every push/PR with no `paths:` filter, so docs-only changes still trigger full CI. Add a `paths:` filter if that's common.

on:
  pull_request:
    paths:
      - 'src/**'
      - 'package.json'

Full guide: how to fix this →

Full-history clone (fetch-depth: 0) · Doc Build and Upload

~0 min/mo

checkout fetches the entire git history every run (`fetch-depth: 0`) and nothing in the workflow appears to read it. Remove the line; the default shallow clone is much faster on big repos. Keep it if a step genuinely needs history.

- uses: actions/checkout@v4
  # fetch-depth: 0 removed — default shallow clone is enough here

Full guide: how to fix this →

No job timeout · Wheel builder

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

Artifacts at default retention · Wheel builder

~0 min/mo

`upload-artifact` has no `retention-days`, so artifacts keep up to 90 days (storage cost). Set e.g. `retention-days: 7`.

- uses: actions/upload-artifact@v4
  with:
    name: build
    path: dist/
    retention-days: 7

Full guide: how to fix this →

Large build matrix · Wheel builder

~0 min/mo

The matrix expands to many parallel jobs per run, multiplying billable minutes, often more combos than you need. Trim the axes, or use `include:` to list only the combinations that matter.

strategy:
  fail-fast: true
  matrix:
    include:
      - { os: ubuntu-latest, node: 20 }
      - { os: ubuntu-latest, node: 22 }

Full guide: how to fix this →

Premium runners (macOS / Windows) · Wheel builder

~0 min/mo

macOS bills ~10x and Windows ~2x a Linux minute. The cost estimate above assumes Linux, so your real spend is higher. Move any job that doesn't need them to `ubuntu-latest`.

jobs:
  build:
    runs-on: ubuntu-latest  # ~10x cheaper than macos-latest

Full guide: how to fix this →

Full-history clone (fetch-depth: 0) · Wheel builder

~0 min/mo

checkout fetches the entire git history every run (`fetch-depth: 0`) and nothing in the workflow appears to read it. Remove the line; the default shallow clone is much faster on big repos. Keep it if a step genuinely needs history.

- uses: actions/checkout@v4
  # fetch-depth: 0 removed — default shallow clone is enough here

Full guide: how to fix this →

No job timeout · Package Checks

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

No path filters on triggers · Package Checks

~0 min/mo

Runs on every push/PR with no `paths:` filter, so docs-only changes still trigger full CI. Add a `paths:` filter if that's common.

on:
  pull_request:
    paths:
      - 'src/**'
      - 'package.json'

Full guide: how to fix this →

Large build matrix · Package Checks

~0 min/mo

The matrix expands to many parallel jobs per run, multiplying billable minutes, often more combos than you need. Trim the axes, or use `include:` to list only the combinations that matter.

strategy:
  fail-fast: true
  matrix:
    include:
      - { os: ubuntu-latest, node: 20 }
      - { os: ubuntu-latest, node: 22 }

Full guide: how to fix this →

Full-history clone (fetch-depth: 0) · Package Checks

~0 min/mo

checkout fetches the entire git history every run (`fetch-depth: 0`) and nothing in the workflow appears to read it. Remove the line; the default shallow clone is much faster on big repos. Keep it if a step genuinely needs history.

- uses: actions/checkout@v4
  # fetch-depth: 0 removed — default shallow clone is enough here

Full guide: how to fix this →

No job timeout · Deprecations Bot

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

No job timeout · Comment Commands

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

Large build matrix · Unit Tests

~0 min/mo

The matrix expands to many parallel jobs per run, multiplying billable minutes, often more combos than you need. Trim the axes, or use `include:` to list only the combinations that matter.

strategy:
  fail-fast: true
  matrix:
    include:
      - { os: ubuntu-latest, node: 20 }
      - { os: ubuntu-latest, node: 22 }

Full guide: how to fix this →

Premium runners (macOS / Windows) · Unit Tests

~0 min/mo

macOS bills ~10x and Windows ~2x a Linux minute. The cost estimate above assumes Linux, so your real spend is higher. Move any job that doesn't need them to `ubuntu-latest`.

jobs:
  build:
    runs-on: ubuntu-latest  # ~10x cheaper than macos-latest

Full guide: how to fix this →

System packages reinstalled every run · Unit Tests

~0 min/mo

System packages install from the network on every run with no cache. Cache them (cache-apt-pkgs-action) or check whether the runner image already has the tool.

- uses: awalsh128/cache-apt-pkgs-action@latest
  with:
    packages: <your packages>
    version: 1.0

Full guide: how to fix this →

No job timeout · Clean closed branch caches

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

No job timeout · GitHub Actions Security Analysis with zizmor 🌈

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

No path filters on triggers · GitHub Actions Security Analysis with zizmor 🌈

~0 min/mo

Runs on every push/PR with no `paths:` filter, so docs-only changes still trigger full CI. Add a `paths:` filter if that's common.

on:
  pull_request:
    paths:
      - 'src/**'
      - 'package.json'

Full guide: how to fix this →

No job timeout · PR Issue Assignment Gate

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

No job timeout · Issue and PR maintenance

~0 min/mo

No job sets `timeout-minutes`, so a hung step can run to GitHub's 6-hour default. Add `timeout-minutes` to each job.

jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

Full guide: how to fix this →

Scheduled at the top of the hour · Issue and PR maintenance

~0 min/mo

The schedule fires at minute :00, GitHub's peak window, where scheduled runs get delayed or skipped. Shift to any other minute for the same cadence with less contention.

on:
  schedule:
    - cron: '39 1 * * *'  # was '0 1 * * *' — any non-:00 minute avoids the herd

Full guide: how to fix this →

Copy every fix as one block (8 snippets, annotated per workflow)
# No job timeout (applies to: Code Checks, Doc Build and Upload, Wheel builder, Package Checks, Deprecations Bot, Comment Commands, Clean closed branch caches, GitHub Actions Security Analysis with zizmor 🌈, PR Issue Assignment Gate, Issue and PR maintenance)
jobs:
  build:
    runs-on: ubuntu-latest
    timeout-minutes: 15

# No path filters on triggers (applies to: Code Checks, Doc Build and Upload, Package Checks, GitHub Actions Security Analysis with zizmor 🌈)
on:
  pull_request:
    paths:
      - 'src/**'
      - 'package.json'

# Full-history clone (fetch-depth: 0) (applies to: Code Checks, Doc Build and Upload, Wheel builder, Package Checks)
- uses: actions/checkout@v4
  # fetch-depth: 0 removed — default shallow clone is enough here

# Artifacts at default retention (applies to: Wheel builder)
- uses: actions/upload-artifact@v4
  with:
    name: build
    path: dist/
    retention-days: 7

# Large build matrix (applies to: Wheel builder, Package Checks, Unit Tests)
strategy:
  fail-fast: true
  matrix:
    include:
      - { os: ubuntu-latest, node: 20 }
      - { os: ubuntu-latest, node: 22 }

# Premium runners (macOS / Windows) (applies to: Wheel builder, Unit Tests)
jobs:
  build:
    runs-on: ubuntu-latest  # ~10x cheaper than macos-latest

# System packages reinstalled every run (applies to: Unit Tests)
- uses: awalsh128/cache-apt-pkgs-action@latest
  with:
    packages: <your packages>
    version: 1.0

# Scheduled at the top of the hour (applies to: Issue and PR maintenance)
on:
  schedule:
    - cron: '39 1 * * *'  # was '0 1 * * *' — any non-:00 minute avoids the herd

Each snippet is representative. Merge into the named workflow files rather than pasting wholesale.

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