# Dagster vs Meltano

**Leader by vioscaleAI score:** Dagster

| Attribute | Dagster | Meltano |
|---|---|---|
| **vioscaleAI score** | 70 (68% (medium)) | 63.4 (36% (low)) |
| activity.commits_last_30d | 100 | 91 |
| adoption.dependent_repos | 286 | 42 |
| adoption.github_stars | 16,269 | 2,657 |
| adoption.package_downloads_weekly | 2,028,283 | - |
| content.faq | `[{"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}]` | `[{"answer":"Meltano provides a code-first approach to data integration, offering 600+ pre-built connectors with compute-time pricing and integrated governance. It enables teams to combine data extraction, loading, and transformation workflows with native dbt support and orchestration capabilities. It is indexed under Data Engineering Tools.","source":"https://meltano.com/pricingcalculator","question":"What is Meltano?","confidence":0.6},{"answer":"Meltano offers a free tier, so you can start without paying. Paid plans are also available: Starter, Growth, Scale and Enterprise. Pricing changes often, so verify at source before relying on it.","source":"https://meltano.com","question":"Is Meltano free?","confidence":0.6},{"answer":"Meltano supports the web, Linux and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://meltano.com/pricingcalculator","question":"What platforms does Meltano support?","confidence":0.6},{"answer":"Yes. Meltano can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://meltano.com/pricingcalculator","question":"Can Meltano be self-hosted?","confidence":0.6},{"answer":"We have confirmed 8 integrations for Meltano, including Singer, dbt, Airflow, PostgreSQL, Snowflake, Great Expectations, Dagster and Superset. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://meltano.com/pricingcalculator","question":"What does Meltano integrate with?","confidence":0.6},{"answer":"We have independently confirmed GDPR for Meltano. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Meltano not holding them. Always confirm compliance directly before you rely on it.","source":"https://meltano.com/privacy-policy","question":"What security certifications does Meltano have?","confidence":0.7},{"answer":"Yes. Meltano is published under the MIT 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/meltano/meltano","question":"Is Meltano open source?","confidence":0.95}]` |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | 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. | Meltano provides teams with an open-source data integration engine that orchestrates extraction, loading, and transformation from multiple sources. It supports various replication methods and includes automatic data quality monitoring, with flexibility to deploy either in a managed cloud environment or as self-hosted infrastructure. |
| features.capabilities | `{"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}` | `{"cdc":true,"role":"elt","paradigm":"both","dbt_native":true,"data_quality":true,"elt_pushdown":true,"managed_cloud":true,"connector_count":"600+","self_hosted_oss":true,"incremental_runs":true,"streaming_ingestion":true,"custom_connector_sdk":true,"schema_drift_handling":true,"self_hosted_available":true,"managed_cloud_available":true}` |
| integrations.count | 28 | 600 |
| integrations.list | `[{"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"}]` | `[{"name":"Singer"},{"name":"dbt"},{"name":"Airflow"},{"name":"PostgreSQL"},{"name":"Snowflake"},{"name":"Great Expectations"},{"name":"Dagster"},{"name":"Superset"},{"name":"Slack","native":true},{"name":"Salesforce","native":true},{"name":"Google Analytics","native":true},{"name":"BigQuery","native":true},{"name":"dbt Cloud","native":true},{"name":"HubSpot","native":true},{"name":"Zendesk","native":true},{"name":"Jira","native":true},{"name":"Google Sheets","native":true},{"name":"Amazon Redshift","native":true},{"name":"MySQL","native":true},{"name":"GitHub","native":true},{"name":"GitLab","native":true},{"name":"Freshdesk","native":true},{"name":"Intercom","native":true},{"name":"Apache Kafka","native":true},{"name":"AWS S3","native":true},{"name":"Looker","native":true},{"name":"Data.world","native":true},{"name":"Monday.com","native":true},{"name":"Asana","native":true},{"name":"Mailchimp","native":true},{"name":"LinkedIn Ads","native":true},{"name":"Airtable","native":true},{"name":"ActiveCampaign","native":true},{"name":"Marketo","native":true},{"name":"Microsoft SQL Server","native":true},{"name":"MongoDB","native":true},{"name":"Oracle","native":true},{"name":"Google Cloud Storage","native":true},{"name":"Amazon Advertising"},{"name":"Amazon S3"},{"name":"Auth0"},{"name":"BigCommerce"},{"name":"Chargebee"},{"name":"ClickHouse"},{"name":"Clickup"},{"name":"Close"},{"name":"Confluence"},{"name":"Contentful"},{"name":"Databricks"},{"name":"Datadog"},{"name":"DuckDB"},{"name":"eBay"},{"name":"Elasticsearch"},{"name":"Eventbrite"},{"name":"Facebook Ads"},{"name":"FreshBooks"},{"name":"Google Ads"},{"name":"Greenhouse"},{"name":"Kafka"},{"name":"Klaviyo"},{"name":"NetSuite"},{"name":"Postgres"},{"name":"Sumo Logic"}]` |
| language.primary | Python | Python |
| license.spdx | Apache-2.0 | MIT |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"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"]}` | `{"type":"hybrid","plans":[{"free":false,"name":"Starter","features":["200 compute hours/mo","Managed infrastructure","25 workspaces","Unlimited users","600+ connectors","Reverse ETL included","AI Data engineer agent","Direct access to Meltano Engineers via Slack","Enterprise security","Best in class SLA"],"commitment":"monthly","description":"Get your first managed pipelines running in hours, not weeks","contactSales":false,"includedLimits":{"users":"unlimited","connectors":"600+","workspaces":"25","compute_hours":"200/mo"}},{"free":false,"name":"Growth","features":["2000 compute hours/mo","Everything in Starter","100 workspaces","8 hours of engineering on demand/mo","Shared account management"],"commitment":"monthly","description":"Scale pipelines with real engineering support baked in","contactSales":false,"includedLimits":{"connectors":"600+","workspaces":"100","compute_hours":"2000/mo"}},{"free":false,"name":"Scale","features":["5000 compute hours/mo","Everything in Growth","Unlimited workspaces","15 hours of engineering on demand/mo","Dedicated account management","Cost monitoring workspace included"],"commitment":"monthly","description":"Dedicated support. Full platform access. Nothing held back.","contactSales":false,"includedLimits":{"connectors":"600+","workspaces":"unlimited","compute_hours":"5000/mo"}},{"free":false,"name":"Enterprise","features":["Unlimited compute hours/mo","Everything in Scale","Custom connectors","Custom hours of engineering on demand/mo","Custom SLA"],"commitment":"monthly","description":"Truly custom. For organisations with serious data at scale.","contactSales":true,"includedLimits":{"connectors":"600+","compute_hours":"unlimited"}}],"summary":"Free open-source version. Managed cloud plans from Starter (200 compute hrs/mo) to Enterprise (unlimited). Pay for compute, not rows.","currency":"USD","freeTier":true,"sourceUrl":"https://meltano.com","retrievedAt":"2026-08-03T14:26:46.478Z","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 | yes | yes |
| release.cadence_days | 7 | 7 |
| release.history | `[{"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"}]` | `[{"url":"https://github.com/meltano/meltano/releases/tag/v4.4.1","date":"2026-10-07T10:57:42Z","type":"stable","version":"v4.4.1"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.4.0","date":"2026-09-29T13:20:16Z","type":"stable","version":"v4.4.0"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.3.0","date":"2026-09-21T16:03:58Z","type":"stable","version":"v4.3.0"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.2.2","date":"2026-07-22T15:52:24Z","type":"stable","version":"v4.2.2"},{"url":"https://github.com/meltano/meltano/releases/tag/v3.9.5","date":"2026-07-22T15:23:55Z","type":"stable","version":"v3.9.5"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.2.1","date":"2026-06-16T22:28:01Z","type":"stable","version":"v4.2.1"},{"url":"https://github.com/meltano/meltano/releases/tag/v3.9.4","date":"2026-06-16T22:27:42Z","type":"stable","version":"v3.9.4"},{"url":"https://github.com/meltano/meltano/releases/tag/v3.9.3","date":"2026-04-13T20:41:28Z","type":"stable","version":"v3.9.3"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.2.0","date":"2026-04-10T23:16:25Z","type":"stable","version":"v4.2.0"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.1.2","date":"2026-02-03T03:20:00Z","type":"stable","version":"v4.1.2"},{"url":"https://github.com/meltano/meltano/releases/tag/v3.9.2","date":"2026-02-03T13:39:09Z","type":"stable","version":"v3.9.2"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.1.1","date":"2026-01-31T18:19:50Z","type":"stable","version":"v4.1.1"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.1.0","date":"2026-01-30T23:39:39Z","type":"stable","version":"v4.1.0"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.0.9","date":"2026-01-19T19:14:48Z","type":"stable","version":"v4.0.9"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.0.8","date":"2025-12-17T19:50:30Z","type":"stable","version":"v4.0.8"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.0.7","date":"2025-12-09T02:51:42Z","type":"stable","version":"v4.0.7"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.0.6","date":"2025-11-20T00:02:42Z","type":"stable","version":"v4.0.6"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.0.5","date":"2025-11-04T15:26:22Z","type":"stable","version":"v4.0.5"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.0.4","date":"2025-10-31T17:09:54Z","type":"stable","version":"v4.0.4"},{"url":"https://github.com/meltano/meltano/releases/tag/v4.0.3","date":"2025-10-30T22:13:48Z","type":"stable","version":"v4.0.3"}]` |
| security.certifications | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"}]` | - |
| security.disclosure_policy | yes | yes |
| security.gdpr | yes | yes |
| security.hipaa | yes | - |
| security.scorecard | 5.1 | - |
| security.soc2 | yes | - |
| security.trust_center | https://dagster.io/security | https://meltano.com/privacy-policy |
| security.vulnerabilities | `{"count":3,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=dagster&per_page=100","last_12m":1,"max_severity":"HIGH"}` | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=meltano&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Data Engineering Tools)

| Capability | Dagster | Meltano |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Orchestrator | ELT / ingestion |
| Processing paradigm | Batch | Batch + streaming |
| **Connectivity** |  |  |
| Connector count | 28+ | 600+ |
| 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 2026-10-16T20:59:45.056Z. "-" = undocumented, not absent.*