# Airbyte vs Dagster

| Attribute | Airbyte | Dagster |
|---|---|---|
| **vioscaleAI score** | 68 (73% (medium)) | 70 (68% (medium)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 7 | 286 |
| adoption.github_stars | 22,223 | 16,269 |
| adoption.package_downloads_weekly | 269,893 | 2,028,283 |
| content.faq | `[{"answer":"Infrastructure that connects your business systems, pre-indexes and unifies their data, and serves it to AI agents through a managed context layer. Supports both real-time queries and pre-materialized context, with built-in OAuth, connector management, and data activation to operational tools. It is indexed under Data Engineering Tools.","source":"https://airbyte.com","question":"What is Airbyte?","confidence":0.6},{"answer":"Airbyte offers a free tier, so you can start without paying. Paid plans start at $0.00. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://airbyte.com","question":"Is Airbyte free?","confidence":0.6},{"answer":"Airbyte supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://airbyte.com","question":"What platforms does Airbyte support?","confidence":0.6},{"answer":"Yes. Airbyte can be deployed cloud / SaaS, hybrid and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://airbyte.com","question":"Can Airbyte be self-hosted?","confidence":0.6},{"answer":"We have confirmed 14 integrations for Airbyte, including Salesforce, Zendesk, Stripe, HubSpot, Gong, Linear, ActiveCampaign and Azure Blob Storage, plus 6 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://airbyte.com","question":"What does Airbyte integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001 and GDPR for Airbyte. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Airbyte not holding them. Always confirm compliance directly before you rely on it.","source":"https://trust.airbyte.com","question":"What security certifications does Airbyte have?","confidence":0.7},{"answer":"Airbyte is available worldwide. The vendor is headquartered in the United States.","source":"https://airbyte.com","question":"Where is Airbyte available?","confidence":0.75}]` | `[{"answer":"A unified orchestration and observability platform that manages data pipelines through assets, tracks dependencies and lineage, enforces data quality, and integrates with existing tools like dbt, Snowflake, and Spark. Supports both self-hosted open-source and managed cloud deployment. It is indexed under Data Engineering Tools.","source":"https://dagster.io/pricing","question":"What is Dagster?","confidence":0.6},{"answer":"Dagster offers a free tier, so you can start without paying. Paid plans start at $0.01. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://dagster.io/pricing","question":"Is Dagster free?","confidence":0.6},{"answer":"Dagster supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://dagster.io/pricing","question":"What platforms does Dagster support?","confidence":0.6},{"answer":"Yes. Dagster can be deployed cloud / SaaS, hybrid and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://dagster.io/pricing","question":"Can Dagster be self-hosted?","confidence":0.6},{"answer":"We have confirmed 14 integrations for Dagster, including dbt, Snowflake, Spark, Databricks, Azure, AWS, Airbyte and Tableau, plus 6 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://dagster.io/pricing","question":"What does Dagster integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Dagster. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Dagster not holding them. Always confirm compliance directly before you rely on it.","source":"https://dagster.io/security","question":"What security certifications does Dagster have?","confidence":0.7},{"answer":"Yes. Dagster is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/dagster-io/dagster","question":"Is Dagster open source?","confidence":0.95},{"answer":"Dagster is available worldwide. Its primary market is the United States.","source":"https://dagster.io/pricing","question":"Where is Dagster available?","confidence":0.75}]` |
| 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 platform that connects hundreds of data sources and moves data to analytics warehouses or AI applications, with flexible deployment options including cloud, self-hosted, and hybrid models. | An orchestration and observability platform that models data assets, manages their dependencies, and integrates lineage tracking, quality monitoring, and data cataloging for managing pipelines from development to production. |
| features.capabilities | `{"cdc":true,"role":"elt","soc2":true,"paradigm":"both","python_first":true,"managed_cloud":true,"connector_count":"50+","self_hosted_oss":true,"incremental_runs":true,"reverse_etl_addon":true,"custom_connector_sdk":true,"self_hosted_available":true,"managed_cloud_available":true,"pii_masking_at_ingestion":true}` | `{"cdc":false,"role":"orchestrator","lineage":true,"paradigm":"batch","dbt_native":true,"data_quality":true,"elt_pushdown":false,"python_first":true,"managed_cloud":true,"connector_count":"28+","self_hosted_oss":true,"incremental_runs":true,"distributed_executor":true}` |
| integrations.count | 50 | 28 |
| integrations.list | `[{"name":"Salesforce"},{"name":"Zendesk"},{"name":"Stripe"},{"name":"HubSpot"},{"name":"Gong"},{"name":"Linear"},{"name":"ActiveCampaign"},{"name":"Azure Blob Storage"},{"name":"BigQuery"},{"name":"Facebook Marketing"},{"name":"GitHub"},{"name":"GitLab"},{"name":"Google Analytics"},{"name":"Google Drive"},{"name":"Snowflake","native":true,"category":"data_warehouse","direction":"bidirectional"},{"name":"Slack","native":true,"category":"chat","direction":"outbound"},{"name":"OpenAI","native":true,"category":"ai","direction":"outbound"}]` | `[{"name":"dbt"},{"name":"Snowflake"},{"name":"Spark"},{"name":"Databricks"},{"name":"Azure"},{"name":"AWS"},{"name":"Airbyte"},{"name":"Tableau"},{"name":"Soda"},{"name":"Slack"},{"name":"Microsoft Teams"},{"name":"PagerDuty"},{"name":"Datadog"},{"name":"Python"},{"name":"dbt Cloud","native":true,"category":"transformation","direction":"outbound"},{"name":"Fivetran","native":true,"category":"ingestion","direction":"outbound"},{"name":"AWS S3","category":"storage","direction":"bidirectional"},{"name":"AWS Redshift","category":"data_warehouse"},{"name":"AWS EMR","category":"compute"},{"name":"AWS Glue","category":"transformation"},{"name":"AWS Athena","category":"analytics"},{"name":"AWS CloudWatch","category":"monitoring","direction":"outbound"},{"name":"Salesforce","category":"crm","direction":"inbound"},{"name":"Looker","category":"analytics"},{"name":"Power BI","category":"analytics"},{"name":"Sigma","category":"analytics"},{"name":"Clickhouse","category":"storage"},{"name":"Ray","category":"compute"},{"name":"lakeFS","category":"data_management"},{"name":"OpenMetadata","category":"metadata"},{"name":"Cube","category":"semantic_layer"},{"name":"SFTP","category":"file_transfer"},{"name":"Microsoft SharePoint","category":"collaboration"},{"name":"Slurm","category":"compute"},{"name":"AWS Secrets Manager","category":"security"},{"name":"AWS SSM Parameter Store","category":"configuration"},{"name":"AWS ECR","category":"container_registry"},{"name":"Airflow","native":true,"category":"orchestration","direction":"inbound"},{"name":"Singer","native":true,"category":"ingestion","direction":"inbound"}]` |
| language.primary | Python | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true,"linux":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Free (Agents)","summary":"Free","features":["Single user","API and MCP access","Context Store refreshes daily (hourly for first 14 days)","Community and AI support","No overage available"],"minSeats":1,"commitment":"monthly","components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Get started for free before picking a plan","contactSales":false,"includedLimits":{"agent_operations":"1000/mo"}},{"free":false,"name":"Individual (Agents)","summary":"$29/month","features":["Single user","API and MCP access","Context Store with hourly refresh","Standard and AI support","Overage AOs available"],"minSeats":1,"commitment":"monthly","components":[{"kind":"fixed","amount":29,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"AO"},"kind":"metered","amount":0.004,"currency":"USD"}],"description":"For personal use and small scale workflows","contactSales":false,"includedLimits":{"agent_operations":"5000/mo"}},{"free":false,"name":"Team (Agents)","summary":"$299/month","features":["Everything in Individual","Parallel workflow execution","Multiple users and workspaces","Standard and AI support","Overage AOs available"],"commitment":"monthly","components":[{"kind":"fixed","amount":299,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"AO"},"kind":"metered","amount":0.005,"currency":"USD"}],"description":"For teams building agents in production","contactSales":false,"includedLimits":{"agent_operations":"10000/mo"}},{"free":false,"name":"Custom (Agents)","summary":"Custom pricing","features":["Everything in Team","Custom AO limits","Custom Context Store refresh frequency","Dedicated Solutions Architect","Dedicated support with SLA"],"description":"For companies with enterprise needs","contactSales":true},{"free":true,"name":"Core (Data Replication)","summary":"Free (self-managed)","features":["Self-managed","Open source","Always free"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For data engineering orgs comfortable running open source entirely on their own","contactSales":false},{"free":false,"name":"Standard (Data Replication)","summary":"Starting at $10/month","features":["Fully managed cloud hosting","Volume-based pricing","Quick deployment"],"commitment":"monthly","components":[{"kind":"fixed","amount":10,"period":"month","currency":"USD"}],"description":"For practitioners looking for fully managed software with volume-based pricing","contactSales":false},{"free":false,"name":"Pro (Data Replication)","summary":"Capacity-based pricing (talk to sales)","features":["Fully managed cloud hosting","Capacity-based pricing","Multiple Workspaces","SSO and RBAC","Premium Support","15-minute syncs","Custom mappings"],"description":"For organizations needing scalability, governance, and security","contactSales":true},{"free":false,"name":"Enterprise Flex (Data Replication)","summary":"Custom pricing (talk to sales)","features":["Sovereign data movement inside your boundary","On-premises and multi-region options","Hybrid deployment with Airbyte managed control plane","All Pro features","Premium support"],"description":"For enterprises in regulated industries requiring full control of sovereign data","contactSales":true}],"summary":"Free tier available. Agent pricing from $29/month to $299/month. Data Replication from $10/month to enterprise custom pricing.","currency":"USD","freeTier":true,"sourceUrl":"https://airbyte.com","retrievedAt":"2026-08-05T14:24:37.249Z","startingPrice":{"amount":0.004,"period":"month","currency":"USD"},"billingPeriods":["month"]}` | `{"type":"hybrid","plans":[{"free":false,"name":"Solo","summary":"$10/month + $0.04/credit + $0.01/minute serverless compute","features":["Core and asset-based orchestration","Local development (dg CLI)","Partitions and backfills","Branch deployments","Asset checks","dbt integration","Asset lineage","Email and Slack alerts"],"minSeats":1,"commitment":"monthly","components":[{"kind":"fixed","amount":10,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"credit"},"kind":"metered","amount":0.04,"currency":"USD"},{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.01,"currency":"USD"}],"description":"Personal projects and simple pipelines","contactSales":false,"includedLimits":{"users":"1","deployments":"1","code_locations":"1"}},{"free":false,"name":"Starter","summary":"$100/month + $0.035/credit","features":["All Solo features","Workflow-based orchestration","Freshness policies","Data column lineage","BI tool integration","Cost tracking for BigQuery and Snowflake","Catalog search","SAML SSO","Granular RBAC","PagerDuty and Datadog integration"],"minSeats":1,"commitment":"monthly","components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"credit"},"kind":"metered","amount":0.035,"currency":"USD"}],"description":"Small teams running production pipelines","contactSales":false,"includedLimits":{"users":"up to 3","code_locations":"5"}},{"free":false,"name":"Pro","summary":"Custom pricing; contact sales","features":["All Starter features","Custom serverless compute","Cost tracking and insights","Personalized onboarding support","Private Slack channel","Uptime SLAs","Custom security questionnaires","AI proactive monitoring","SCIM provisioning (Okta, Entra ID)","Audit logs","Hybrid deployments (Kubernetes, ECS, Docker, Azure)","EU data residency","SIEM log export"],"description":"Building and scaling an enterprise data platform","contactSales":true,"includedLimits":{"deployments":"Unlimited","code_locations":"Unlimited"}}],"summary":"From $10/month. Free 30-day trial. Subscription plus metered usage model.","currency":"USD","freeTier":true,"sourceUrl":"https://dagster.io/pricing","retrievedAt":"2026-10-13T15:14:18.877Z","freeTrialDays":30,"startingPrice":{"amount":10,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.starting_price | - | `{"amount":10,"currency":"USD"}` |
| pricing.transparent | no | yes |
| release.cadence_days | 7 | 7 |
| release.history | `[{"url":"https://github.com/airbytehq/airbyte/releases/tag/v2.0.0","date":"2025-10-15T21:21:41Z","type":"stable","version":"v2.0.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.8.0","date":"2025-08-14T17:41:49Z","type":"stable","version":"v1.8.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.7.0","date":"2025-06-17T22:23:06Z","type":"stable","version":"v1.7.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.6.0","date":"2025-04-11T20:12:56Z","type":"stable","version":"v1.6.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.5.0","date":"2025-02-21T00:24:02Z","type":"stable","version":"v1.5.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.4.0","date":"2025-01-17T22:40:22Z","type":"stable","version":"v1.4.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.3.0","date":"2024-12-09T22:12:48Z","type":"stable","version":"v1.3.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.2.0","date":"2024-11-07T16:53:11Z","type":"stable","version":"v1.2.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.1.0","date":"2024-10-03T18:26:45Z","type":"stable","version":"v1.1.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v1.0.0","date":"2024-09-24T13:04:18Z","type":"stable","version":"v1.0.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.64.7","date":"2024-09-18T14:26:43Z","type":"stable","version":"v0.64.7"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.64.6","date":"2024-09-17T20:24:16Z","type":"stable","version":"v0.64.6"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.64.5","date":"2024-09-17T17:59:02Z","type":"stable","version":"v0.64.5"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.64.4","date":"2024-09-13T18:06:35Z","type":"stable","version":"v0.64.4"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.64.3","date":"2024-09-06T18:23:44Z","type":"stable","version":"v0.64.3"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.64.2","date":"2024-09-04T23:54:59Z","type":"stable","version":"v0.64.2"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.64.1","date":"2024-08-30T21:28:25Z","type":"stable","version":"v0.64.1"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.64.0","date":"2024-08-27T20:47:28Z","type":"stable","version":"v0.64.0"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.63.20","date":"2024-08-27T20:19:13Z","type":"stable","version":"v0.63.20"},{"url":"https://github.com/airbytehq/airbyte/releases/tag/v0.63.19","date":"2024-08-20T18:17:00Z","type":"stable","version":"v0.63.19"}]` | `[{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.26","date":"2026-10-09T23:08:50Z","type":"stable","version":"1.13.26"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.25","date":"2026-10-01T18:17:43Z","type":"stable","version":"1.13.25"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.24","date":"2026-09-21T23:53:17Z","type":"stable","version":"1.13.24"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.23","date":"2026-09-16T21:25:17Z","type":"stable","version":"1.13.23"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.22","date":"2026-09-11T16:59:11Z","type":"stable","version":"1.13.22"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.21","date":"2026-09-03T20:03:16Z","type":"stable","version":"1.13.21"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.20","date":"2026-08-27T16:50:54Z","type":"stable","version":"1.13.20"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.19","date":"2026-08-21T15:53:20Z","type":"stable","version":"1.13.19"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.18","date":"2026-08-14T19:59:51Z","type":"stable","version":"1.13.18"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.17","date":"2026-08-07T19:12:58Z","type":"stable","version":"1.13.17"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.16","date":"2026-07-30T17:24:09Z","type":"stable","version":"1.13.16"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.15","date":"2026-07-23T15:59:52Z","type":"stable","version":"1.13.15"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.14","date":"2026-07-16T18:39:10Z","type":"stable","version":"1.13.14"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.13","date":"2026-07-09T17:39:15Z","type":"stable","version":"1.13.13"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.12","date":"2026-07-02T16:27:40Z","type":"stable","version":"1.13.12"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.11","date":"2026-06-25T18:23:24Z","type":"stable","version":"1.13.11"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.10","date":"2026-06-18T19:23:58Z","type":"stable","version":"1.13.10"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.9","date":"2026-06-11T19:16:52Z","type":"stable","version":"1.13.9"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.8","date":"2026-06-04T18:11:04Z","type":"stable","version":"1.13.8"},{"url":"https://github.com/dagster-io/dagster/releases/tag/1.13.7","date":"2026-05-28T17:18:25Z","type":"stable","version":"1.13.7"}]` |
| reliability.sla_pct | 99.9 | - |
| reliability.status_page | yes | - |
| security.certifications | `[{"name":"SOC 2 Type II","status":"active"}]` | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"}]` |
| security.disclosure_policy | - | yes |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | yes | - |
| security.scorecard | 4.8 | 5.1 |
| security.soc2 | yes | yes |
| security.trust_center | - | https://dagster.io/security |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=airbyte-source-typeform&per_page=100","last_12m":0,"max_severity":null}` | `{"count":3,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=dagster&per_page=100","last_12m":1,"max_severity":"HIGH"}` |

## Capabilities (Data Engineering Tools)

| Capability | Airbyte | Dagster |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | ELT / ingestion | Orchestrator |
| Processing paradigm | Batch + streaming | Batch |
| **Connectivity** |  |  |
| Connector count | 50+ | 28+ |
| 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: vioscaleAI. Generated 2026-10-16T18:31:22.874Z. "-" = undocumented, not absent.*