GitHub Actions vs Make

GitHub Actions

Make

GitHub Actions · 18 features

• Actions Cache — Persistent cache across runs.
• Actions Marketplace — 20K+ reusable actions.
• ARC (K8s Controller) — Autoscale self-hosted on K8s.
• Artifacts — Upload/download job outputs.
• Composite Actions — Actions made of other actions.
• Concurrency Groups — Cancel / queue overlapping runs.
• Container Jobs — Run a whole job in a Docker image.
• Environments + Approvals — Gate deploys with manual approval.
• Job Summaries — Markdown summaries in UI.
• Larger Runners — 4-64 vCPU, ARM, GPU.
• Matrix Strategy — Fan out over axes.
• OIDC Cloud Auth — Exchange JWT for cloud credentials.
• Reusable Workflows — workflow_call.
• Secrets + Variables — Encrypted org/repo/env secrets.
• Self-Hosted Runners — Your own runners.
• Service Containers — Sidecar containers (DBs, Redis) per job.
• Triggers — push, pull_request, schedule, workflow_dispatch, etc.
• Workflows — Event-driven YAML workflows.

Make · 16 features

• 3,000+ Apps — Huge integration catalog.
• Custom Apps SDK — Build your own app integrations with Apps SDK.
• Custom Functions (Ent) — Enterprise-only: define reusable functions.
• Custom Webhooks — Webhook triggers + responses.
• Data Stores — Make-native DB for cross-scenario state.
• Data Structures — Shared schemas for mapping.
• Error Handlers — Per-module error routes (rollback, resume, ignore).
• Execution Log — Per-operation input/output detail.
• Formula Editor — Rich formula language for data transformation.
• HTTP Module — Generic HTTP client — call any API.
• Iterator + Aggregator — Loop over arrays + collect results.
• Make AI Agents — Autonomous AI agents that invoke Make modules as tools.
• Router — Branch scenarios into multiple paths with conditions.
• Scenario Templates — Pre-built templates + community marketplace.
• Scheduling — Sub-minute scheduling on paid. 15-min min on Free.
• Visual Scenario Editor — Node-based canvas with curved connections.