Staxly

GitHub Actions vs GrowthBook

CI/CD native to GitHub — workflows + marketplace + hosted runners
vs. Open-source feature flags + experimentation — Warehouse Native

GitHub ActionsGrowthBook website

Pricing tiers

GitHub Actions

Public Repos
$0. Free unlimited minutes on hosted runners (Linux). No private runners.
$0 base (usage-based)
Free (Personal)
$0. 2,000 minutes/mo private repos (Linux). 500MB Packages storage.
Free
Per-minute Overage
$0.008/min Linux ($0.08 macOS, $0.016 Windows) after included minutes.
$0/mo
Team
$4/user/mo. 3,000 minutes/mo. 2GB storage. Org management.
$4/mo
Enterprise
$21/user/mo. 50,000 minutes/mo. 50GB storage. SAML SSO, audit.
$21/mo
GitHub Actions

GrowthBook

Open Source (Self-Host)
MIT-licensed. Unlimited everything. Community support.
$0 base (usage-based)
Cloud — Starter (Free)
Up to 3 users. Unlimited flags + experiments. Warehouse Native included.
Free
Cloud — Pro
$40/user/month. Up to 50 users. Advanced stats, visual A/B editor, CUPED, sequential testing, bandits.
$40/mo
Cloud — Enterprise
Custom. Unlimited users, SSO/SAML, approval flows, data pipelines, exportable audit logs.
Custom
Self-Host Enterprise
Open Source + Enterprise license. Visual A/B editor, advanced metrics, SSO/SAML, approvals, training.
Custom
GrowthBook website

Free-tier quotas head-to-head

Comparing free on GitHub Actions vs oss on GrowthBook.

MetricGitHub ActionsGrowthBook
No overlapping quota metrics for these tiers.

Features

GitHub Actions · 18 features

  • Actions CachePersistent cache across runs.
  • Actions Marketplace20K+ reusable actions.
  • ARC (K8s Controller)Autoscale self-hosted on K8s.
  • ArtifactsUpload/download job outputs.
  • Composite ActionsActions made of other actions.
  • Concurrency GroupsCancel / queue overlapping runs.
  • Container JobsRun a whole job in a Docker image.
  • Environments + ApprovalsGate deploys with manual approval.
  • Job SummariesMarkdown summaries in UI.
  • Larger Runners4-64 vCPU, ARM, GPU.
  • Matrix StrategyFan out over axes.
  • OIDC Cloud AuthExchange JWT for cloud credentials.
  • Reusable Workflowsworkflow_call.
  • Secrets + VariablesEncrypted org/repo/env secrets.
  • Self-Hosted RunnersYour own runners.
  • Service ContainersSidecar containers (DBs, Redis) per job.
  • Triggerspush, pull_request, schedule, workflow_dispatch, etc.
  • WorkflowsEvent-driven YAML workflows.

GrowthBook · 15 features

  • Approval FlowsRequire reviewer approval on flag changes. Enterprise.
  • Audit LogsFull change history. Exportable on Enterprise.
  • Dimensions & SlicingBreak down experiment results by user dimensions.
  • Edge SDK SupportCloudflare Workers, Lambda@Edge, Fastly, Akamai EdgeWorkers, Netlify Edge.
  • ExperimentsA/B/n with CUPED variance reduction + sequential testing.
  • Feature FlagsBoolean + string + number + JSON flags with targeting.
  • Feature Reviews (PR-style)Draft → review → approve flag changes.
  • Guardrail MetricsAuto-monitor key metrics during experiments.
  • Metric CatalogDefine + reuse metrics across experiments.
  • Multi-Armed BanditsAdaptive traffic allocation. Pro+.
  • Safe RolloutsGuarded gradual rollouts with automatic rollback.
  • SSO / SAMLEnterprise SSO for cloud + self-host EE.
  • Sticky BucketingUser stays in variant even after eligibility changes.
  • Visual A/B Test EditorNo-code DOM editor for web experiments. Pro+.
  • Warehouse NativeConnect your warehouse + run experiments against your events data.

Developer interfaces

KindGitHub ActionsGrowthBook
CLIgh run CLI
SDK@actions/* toolkitEdge SDKs (CF Workers / Lambda@Edge / Fastly / Akamai), growthbook-android, growthbook-flutter, growthbook-go, growthbook-java, growthbook-node, growthbook-php, growthbook-python, growthbook-ruby, growthbook-swift, sdk-javascript, sdk-react
RESTGitHub Actions REST APIGrowthBook REST API
GRAPHQLGitHub GraphQL (Actions)
OTHERActions Marketplace, Actions Tab (Web), workflow_* webhooks, Workflow YAMLWebhooks
Staxly is an independent catalog of developer platforms. Outbound links to GitHub Actions and GrowthBook are plain references to their official websites. Pricing is verified against vendor pages at publication time — reconfirm before buying.

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