# Apache Airflow vs Mage

**Leader by Vioscale score:** Apache Airflow

| Attribute | Apache Airflow | Mage |
|---|---|---|
| **Vioscale score** | 73 (66% (medium)) | 42.1 (75% (high)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 189 | - |
| adoption.github_stars | 46,610 | - |
| adoption.package_downloads_weekly | 3,883,451 | - |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | A community-built orchestration system that enables users to define data pipelines and tasks in Python, execute them on distributed workers, and monitor progress through a web-based interface. It supports dynamic pipeline generation, extensive third-party integrations, and operates best for batch-oriented workflows. | A system for constructing data processing pipelines that validates, schedules, and executes them in production environments. Supports both cloud-managed and self-hosted deployment models. |
| features.capabilities | `{"role":"orchestrator","lineage":true,"paradigm":"batch","dbt_native":true,"python_first":true,"managed_cloud":true,"connector_count":"100+","self_hosted_oss":true,"incremental_runs":true,"distributed_executor":true}` | `{"cdc":true,"role":"orchestrator","lineage":true,"paradigm":"both","dbt_native":false,"data_quality":true,"elt_pushdown":false,"python_first":true,"managed_cloud":true,"connector_count":"12+","self_hosted_oss":true,"incremental_runs":false,"distributed_executor":true}` |
| integrations.count | 100 | 8 |
| integrations.list | `[{"name":"Amazon Web Services"},{"name":"Microsoft Azure"},{"name":"Google Cloud Platform"},{"name":"Databricks"},{"name":"Snowflake"},{"name":"dbt Cloud"},{"name":"Slack"},{"name":"Salesforce"},{"name":"Tableau"},{"name":"PostgreSQL"},{"name":"MySQL"},{"name":"MongoDB"},{"name":"Redis"},{"name":"Kubernetes"},{"name":"Docker"},{"name":"Apache Spark"},{"name":"Apache Kafka"},{"name":"Apache Cassandra"},{"name":"Apache Flink"},{"name":"Apache Druid"},{"name":"Elasticsearch"},{"name":"Datadog"},{"name":"Jenkins"},{"name":"GitHub"},{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"Pinecone"},{"name":"Weaviate"},{"name":"Qdrant"},{"name":"Oracle"},{"name":"Teradata"},{"name":"SQLite"},{"name":"Presto"},{"name":"Trino"},{"name":"ClickHouse"},{"name":"Neo4j"},{"name":"Airbyte"},{"name":"Informatica"},{"name":"Asana"},{"name":"Atlassian Jira"},{"name":"Discord"},{"name":"Telegram"},{"name":"Segment"},{"name":"PagerDuty"},{"name":"Opsgenie"},{"name":"Keycloak"},{"name":"Yandex"},{"name":"Zendesk"},{"name":"OpenLineage"}]` | `[{"name":"Apache Spark"},{"name":"PySpark"},{"name":"Kafka"},{"name":"Stripe"},{"name":"Salesforce"},{"name":"BigQuery"},{"name":"AWS EMR"},{"name":"Kubernetes"},{"name":"EHR systems"},{"name":"Billing platforms"},{"name":"Lab systems"},{"name":"Clinical systems"},{"name":"MySQL"}]` |
| language.primary | Python | - |
| license.spdx | Apache-2.0 | - |
| market.availability | - | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true,"linux":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","summary":"Free, open-source project. Managed cloud versions available through third parties.","freeTier":true,"sourceUrl":"https://airflow.apache.org","retrievedAt":"2026-08-14T15:28:12.780Z"}` | `{"type":"hybrid","plans":[{"free":false,"name":"Mage Cloud","summary":"$100/month + usage ($0.50 per cpu-hour, $0.50 per 4GB-hour)","features":["Workflow orchestration and scheduling","Pipeline monitoring and observability","Data validation and quality checks","Unlimited users","Development environment included"],"components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"cpu-hour"},"kind":"metered","amount":0.5,"currency":"USD"},{"per":{"qty":4,"unit":"gb-hour"},"kind":"metered","amount":0.5,"currency":"USD"}],"description":"Fully managed cloud service with everything needed to build, run, and monitor production workflows","contactSales":false,"includedLimits":{"users":"unlimited","development_environments":"1"}},{"free":false,"name":"Mage Pro","summary":"Custom pricing, contact sales","features":["Hybrid cloud deployment","Private cloud deployment","On-premises deployment","Full data isolation","Custom infrastructure configuration","Package discounts available"],"description":"Custom deployments for private infrastructure with full data control","contactSales":true}],"summary":"From $100/month + usage for cloud, custom pricing for private deployments","currency":"USD","freeTier":false,"sourceUrl":"https://www.mage.ai/pricing","retrievedAt":"2026-08-24T22:32:23.943Z","startingPrice":{"amount":100,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | no |
| pricing.model | open_source | commercial |
| pricing.price_level | free | high |
| pricing.starting_price | - | `{"amount":100,"currency":"USD"}` |
| pricing.transparent | yes | no |
| release.cadence_days | 13 | - |
| release.history | `[{"url":"https://github.com/apache/airflow/releases/tag/3.3.1","date":"2026-08-12T09:50:17Z","type":"stable","version":"3.3.1"},{"url":"https://github.com/apache/airflow/releases/tag/java-sdk/1.0.0-beta1","date":"2026-07-13T18:14:58Z","type":"prerelease","version":"java-sdk/1.0.0-beta1"},{"url":"https://github.com/apache/airflow/releases/tag/3.3.0","date":"2026-07-06T15:16:00Z","type":"stable","version":"3.3.0"},{"url":"https://github.com/apache/airflow/releases/tag/helm-chart/1.22.0","date":"2026-06-13T23:37:21Z","type":"stable","version":"helm-chart/1.22.0"},{"url":"https://github.com/apache/airflow/releases/tag/airflow-ctl/0.1.5","date":"2026-06-03T20:29:33Z","type":"stable","version":"airflow-ctl/0.1.5"},{"url":"https://github.com/apache/airflow/releases/tag/3.2.2","date":"2026-05-29T06:27:24Z","type":"stable","version":"3.2.2"},{"url":"https://github.com/apache/airflow/releases/tag/helm-chart/1.21.0","date":"2026-04-24T20:54:43Z","type":"stable","version":"helm-chart/1.21.0"},{"url":"https://github.com/apache/airflow/releases/tag/3.2.1","date":"2026-04-22T09:27:57Z","type":"stable","version":"3.2.1"},{"url":"https://github.com/apache/airflow/releases/tag/3.2.0","date":"2026-04-07T14:51:49Z","type":"stable","version":"3.2.0"},{"url":"https://github.com/apache/airflow/releases/tag/helm-chart/1.20.0","date":"2026-03-22T22:34:36Z","type":"stable","version":"helm-chart/1.20.0"},{"url":"https://github.com/apache/airflow/releases/tag/airflow-ctl/0.1.3","date":"2026-03-19T10:35:06Z","type":"stable","version":"airflow-ctl/0.1.3"},{"url":"https://github.com/apache/airflow/releases/tag/3.1.8","date":"2026-03-11T22:16:16Z","type":"stable","version":"3.1.8"},{"url":"https://github.com/apache/airflow/releases/tag/airflow-ctl/0.1.2","date":"2026-02-25T21:45:45Z","type":"stable","version":"airflow-ctl/0.1.2"},{"url":"https://github.com/apache/airflow/releases/tag/helm-chart/1.19.0","date":"2026-02-17T19:54:34Z","type":"stable","version":"helm-chart/1.19.0"},{"url":"https://github.com/apache/airflow/releases/tag/3.1.7","date":"2026-02-04T12:20:25Z","type":"stable","version":"3.1.7"},{"url":"https://github.com/apache/airflow/releases/tag/3.1.6","date":"2026-01-13T11:08:29Z","type":"stable","version":"3.1.6"},{"url":"https://github.com/apache/airflow/releases/tag/airflow-ctl/0.1.1","date":"2026-01-13T21:57:27Z","type":"stable","version":"airflow-ctl/0.1.1"},{"url":"https://github.com/apache/airflow/releases/tag/3.1.5","date":"2025-12-10T09:11:07Z","type":"stable","version":"3.1.5"},{"url":"https://github.com/apache/airflow/releases/tag/3.1.3","date":"2025-11-14T14:47:34Z","type":"stable","version":"3.1.3"},{"url":"https://github.com/apache/airflow/releases/tag/3.1.2","date":"2025-11-05T16:03:57Z","type":"stable","version":"3.1.2"}]` | - |
| reliability.status_page | - | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.scorecard | 7.3 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":1,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=apache-airflow-providers-common-sql&per_page=100","last_12m":0,"max_severity":"HIGH"}` | - |

## Capabilities (Data Engineering Tools)

| Capability | Apache Airflow | Mage |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Orchestrator | Orchestrator |
| Processing paradigm | Batch | Batch + streaming |
| **Connectivity** |  |  |
| Connector count | 100+ | 12+ |
| CDC / log-based replication | - | ✓ |
| **Transformation** |  |  |
| In-warehouse transformation (push-down) | - | ✗ |
| dbt-native orchestration | ✓ | ✗ |
| **Deployment** |  |  |
| Self-hosted / open-source available | ✓ | ✓ |
| Managed cloud available | ✓ | ✓ |
| **Governance** |  |  |
| Data lineage / asset catalog | ✓ | ✓ |
| **Authoring** |  |  |
| Python-first authoring | ✓ | ✓ |
| **Execution** |  |  |
| Incremental / partition-aware runs | ✓ | ✗ |
| **Quality** |  |  |
| Built-in data quality / tests | - | ✓ |
| **Scale** |  |  |
| Horizontal scale (distributed executor) | ✓ | ✓ |

*Source: Vioscale. Generated 2026-09-01T16:38:57.836Z. "-" = undocumented, not absent.*