# dbt Core vs Meltano

| Attribute | dbt Core | Meltano |
|---|---|---|
| **vioscaleAI score** | 65.7 (73% (medium)) | 63.4 (36% (low)) |
| activity.commits_last_30d | 100 | 91 |
| adoption.dependent_repos | 553 | 42 |
| adoption.github_stars | 14,028 | 2,657 |
| adoption.package_downloads_weekly | 21,005,917 | - |
| content.faq | `[{"answer":"dbt is a framework that enables data teams to transform data using SQL-based development practices similar to software engineering, with built-in testing, version control, and deployment capabilities. It provides lineage tracking, documentation, and can run locally or in the cloud. It is indexed under Data Engineering Tools.","source":"https://www.getdbt.com","question":"What is dbt Core?","confidence":0.6},{"answer":"dbt Core is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. A commercial or hosted edition starts at $100 per user per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://www.getdbt.com","question":"Is dbt Core free to use?","confidence":0.6},{"answer":"dbt Core supports the web, Windows, macOS, Linux and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.getdbt.com","question":"What platforms does dbt Core support?","confidence":0.6},{"answer":"Yes. dbt Core can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://www.getdbt.com","question":"Can dbt Core be self-hosted?","confidence":0.6},{"answer":"We have confirmed 6 integrations for dbt Core, including Tableau, Fivetran, OpenAI, Snowflake, Azure AI and Databricks. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.getdbt.com","question":"What does dbt Core integrate with?","confidence":0.6},{"answer":"We have independently confirmed ISO 27001 and GDPR for dbt Core. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as dbt Core not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.getdbt.com/security","question":"What security certifications does dbt Core have?","confidence":0.7},{"answer":"Yes. dbt Core 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/dbt-labs/dbt-core","question":"Is dbt Core open source?","confidence":0.95},{"answer":"dbt Core is available worldwide. Its primary market is the United States.","source":"https://www.getdbt.com","question":"Where is dbt Core available?","confidence":0.5}]` | `[{"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,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A data transformation framework that applies software engineering principles—such as version control, testing, and modularity—to SQL-based analytics workflows. | 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 | `{"role":"transform","lineage":true,"paradigm":"batch","dbt_native":true,"data_quality":true,"managed_cloud":true,"connector_count":"6+ named integrations with broader ecosystem","self_hosted_oss":true,"self_hosted_available":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 | 6 | 600 |
| integrations.list | `[{"name":"Tableau"},{"name":"Fivetran"},{"name":"OpenAI"},{"name":"Snowflake"},{"name":"Azure AI"},{"name":"Databricks"}]` | `[{"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 | Rust | Python |
| license.spdx | Apache-2.0 | MIT |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"mac":true,"web":true,"linux":true,"windows":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Developer","summary":"Free","features":["Browser-based IDE","Multi-factor authentication (MFA)","Job scheduling","Keep on the latest dbt release"],"minSeats":1,"description":"The fastest way to get started with dbt","contactSales":false,"includedLimits":{"seats":"1","projects":"1","successful_models_per_month":"3,000"}},{"free":false,"name":"Starter","summary":"$100/seat/month","features":["All Developer features","dbt Catalog basic","dbt Semantic Layer basic","dbt Copilot code generation","API access"],"minSeats":5,"components":[{"kind":"per_unit","unit":"seat","amount":100,"period":"month","currency":"USD"}],"description":"Pay as you go pricing for your first dbt project","contactSales":false,"includedLimits":{"seats":"5","projects":"1","queried_metrics_per_month":"5,000","successful_models_per_month":"15,000"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["All Starter features","dbt Catalog advanced","dbt Semantic Layer advanced","dbt Copilot","dbt Canvas","dbt Insights","dbt Mesh Enterprise"],"contactSales":true,"includedLimits":{"projects":"30","queried_metrics_per_month":"20,000","successful_models_per_month":"100,000"}},{"free":false,"name":"Enterprise+","summary":"Custom pricing","features":["All Enterprise features","PrivateLink","IP Restrictions","Rollback","Hybrid projects"],"contactSales":true,"includedLimits":{"projects":"Unlimited","queried_metrics_per_month":"20,000","successful_models_per_month":"100,000"}}],"summary":"Free Developer tier, $100/seat/month for Starter, custom pricing for Enterprise","currency":"USD","freeTier":true,"sourceUrl":"https://www.getdbt.com","retrievedAt":"2026-08-05T13:08:54.690Z","freeTrialDays":14,"startingPrice":{"amount":100,"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 | open_source | freemium |
| pricing.price_level | free | low |
| pricing.transparent | yes | yes |
| release.cadence_days | 2 | 7 |
| release.history | `[{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.8","date":"2026-10-14T07:49:06Z","type":"stable","version":"v2.0.8"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v1.13.0b1","date":"2026-10-14T07:41:52Z","type":"prerelease","version":"v1.13.0b1"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v1.12.6","date":"2026-10-14T10:24:02Z","type":"stable","version":"v1.12.6"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v1.11.16","date":"2026-10-14T08:25:55Z","type":"stable","version":"v1.11.16"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.0-dev.41-test-pypi","date":"2026-09-23T14:17:38Z","type":"prerelease","version":"v2.0.0-dev.41-test-pypi"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.5","date":"2026-09-18T15:47:44Z","type":"stable","version":"v2.0.5"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.4","date":"2026-09-16T07:12:13Z","type":"stable","version":"v2.0.4"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.3","date":"2026-09-16T01:44:05Z","type":"stable","version":"v2.0.3"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.2","date":"2026-09-15T16:08:05Z","type":"stable","version":"v2.0.2"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.2-test-pypi","date":"2026-09-15T14:48:47Z","type":"prerelease","version":"v2.0.2-test-pypi"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v1.12.5","date":"2026-09-15T19:07:42Z","type":"stable","version":"v1.12.5"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.1","date":"2026-09-14T22:07:43Z","type":"stable","version":"v2.0.1"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.0","date":"2026-09-14T20:50:56Z","type":"stable","version":"v2.0.0"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.0-dev.39-test-pypi","date":"2026-09-09T13:17:55Z","type":"prerelease","version":"v2.0.0-dev.39-test-pypi"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.0-dev.38-test-pypi","date":"2026-09-09T11:24:08Z","type":"prerelease","version":"v2.0.0-dev.38-test-pypi"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.0-dev.37-test-pypi","date":"2026-09-09T09:21:59Z","type":"prerelease","version":"v2.0.0-dev.37-test-pypi"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.0-rc.2","date":"2026-09-08T14:57:16Z","type":"prerelease","version":"v2.0.0-rc.2"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v1.12.4","date":"2026-09-08T10:00:57Z","type":"stable","version":"v1.12.4"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v1.11.15","date":"2026-09-08T06:42:56Z","type":"stable","version":"v1.11.15"},{"url":"https://github.com/dbt-labs/dbt/releases/tag/v2.0.0-dev.35-test-pypi","date":"2026-09-03T12:35:02Z","type":"prerelease","version":"v2.0.0-dev.35-test-pypi"}]` | `[{"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"}]` |
| reliability.status_page | yes | - |
| security.disclosure_policy | - | yes |
| security.gdpr | yes | yes |
| security.iso27001 | yes | - |
| security.scorecard | 6 | - |
| security.trust_center | - | https://meltano.com/privacy-policy |
| security.vulnerabilities | `{"count":4,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=dbt-core&per_page=100","last_12m":0,"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 | dbt Core | Meltano |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Transformation | ELT / ingestion |
| Processing paradigm | Batch | Batch + streaming |
| **Connectivity** |  |  |
| Connector count | 6+ named integrations with broader ecosystem | 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 2026-10-16T18:57:32.226Z. "-" = undocumented, not absent.*