# dbt Core vs Estuary Flow

**Leader by vioscaleAI score:** Estuary Flow

| Attribute | dbt Core | Estuary Flow |
|---|---|---|
| **vioscaleAI score** | 65.7 (73% (medium)) | 79.5 (72% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 553 | - |
| adoption.github_stars | 14,028 | - |
| 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":"Estuary unifies ETL and ELT pipelines with real-time CDC, streaming, and batch data movement in a single managed platform. Data stays in your environment while Estuary handles continuous capture, transformation, and delivery to any destination. It is indexed under Data Engineering Tools.","source":"https://estuary.dev/pricing/","question":"What is Estuary Flow?","confidence":0.6},{"answer":"Estuary Flow offers a free tier, so you can start without paying. Paid plans start at $0.50. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://estuary.dev/pricing/","question":"Is Estuary Flow free?","confidence":0.6},{"answer":"Estuary Flow supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://estuary.dev/pricing/","question":"What platforms does Estuary Flow support?","confidence":0.6},{"answer":"Yes. Estuary Flow can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://estuary.dev/pricing/","question":"Can Estuary Flow be self-hosted?","confidence":0.6},{"answer":"We have confirmed 28 integrations for Estuary Flow, including Oracle, MySQL, PostgreSQL, Amazon S3, Google Cloud Storage, Azure Blob Storage, NetSuite and HubSpot, plus 20 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://estuary.dev/pricing/","question":"What does Estuary Flow integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Estuary Flow. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Estuary Flow not holding them. Always confirm compliance directly before you rely on it.","source":"https://estuary.dev/pricing/","question":"What security certifications does Estuary Flow have?","confidence":0.6}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"hybrid":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. | Estuary is a fully managed data integration platform that consolidates the capture, movement, and transformation of data across databases, cloud storage, and applications. It supports continuous streaming, scheduled batch operations, and optional transformations using SQL, TypeScript, or dbt. |
| 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","soc2":true,"paradigm":"both","dbt_native":true,"cdc_support":true,"elt_pushdown":true,"managed_cloud":true,"connector_count":"200+","self_hosted_oss":true,"incremental_runs":true,"reverse_etl_addon":true,"streaming_ingestion":true,"custom_connector_sdk":true,"distributed_executor":true,"schema_drift_handling":true,"self_hosted_available":true,"managed_cloud_available":true}` |
| integrations.count | 6 | 200 |
| integrations.list | `[{"name":"Tableau"},{"name":"Fivetran"},{"name":"OpenAI"},{"name":"Snowflake"},{"name":"Azure AI"},{"name":"Databricks"}]` | `[{"name":"Oracle"},{"name":"MySQL"},{"name":"PostgreSQL"},{"name":"Amazon S3"},{"name":"Google Cloud Storage"},{"name":"Azure Blob Storage"},{"name":"NetSuite"},{"name":"HubSpot"},{"name":"Salesforce"},{"name":"Google Pub/Sub"},{"name":"Amazon Kinesis"},{"name":"Apache Kafka"},{"name":"Snowflake"},{"name":"Google BigQuery"},{"name":"Amazon Redshift"},{"name":"Elasticsearch"},{"name":"MongoDB"},{"name":"Amazon DynamoDB"},{"name":"Pinecone"},{"name":"OpenAI"},{"name":"Databricks"},{"name":"Facebook Ads"},{"name":"LinkedIn Ads"},{"name":"Google Ads"},{"name":"SingleStore"},{"name":"Motherduck"},{"name":"Apache Iceberg"},{"name":"BigQuery","native":true,"category":"data_warehouse"},{"name":"Airbyte","native":false,"category":"connectors"}]` |
| language.primary | Rust | - |
| license.spdx | Apache-2.0 | - |
| 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":true,"name":"Free","summary":"No cost, data-limited evaluation","features":["2 connector instances","10 GB/month data limit","Data stored in Estuary cloud storage"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Limited data volume with shared Estuary cloud storage","contactSales":false,"includedLimits":{"connector_instances":"2","data_volume_per_month":"10 GB"}},{"free":false,"name":"Cloud","summary":"$0.50/GB data moved + $100/month per connector (first 6), $50/month each additional","features":["Unlimited connector instances","Usage-based data pricing","Data stored in customer cloud account","Real-time CDC from databases","Batch and streaming data movement","SQL and TypeScript transformations","dbt integration for warehouse transformations","Schema evolution handling"],"components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.5,"currency":"USD"},{"kind":"per_unit","unit":"connector_instance (first 6)","amount":100,"period":"month","currency":"USD"},{"kind":"per_unit","unit":"connector_instance (additional)","amount":50,"period":"month","currency":"USD"}],"description":"Usage-based pricing with data and connector instance charges; includes 30-day free trial","contactSales":false}],"summary":"Free tier with 10 GB/month limit. Cloud plan: $0.50/GB data moved plus connector instance fees.","currency":"USD","freeTier":true,"sourceUrl":"https://estuary.dev/pricing/","retrievedAt":"2026-09-18T15:55:37.792Z","freeTrialDays":30,"startingPrice":{"unit":"connector_instance (additional)","amount":50,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | mid |
| pricing.starting_price | - | `{"amount":50,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 2 | - |
| 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"}]` | - |
| reliability.sla_pct | - | 99.9 |
| reliability.status_page | yes | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"}]` |
| security.gdpr | yes | yes |
| security.hipaa | - | yes |
| security.iso27001 | yes | - |
| security.scorecard | 6 | - |
| security.soc2 | - | yes |
| 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"}` | - |

## Capabilities (Data Engineering Tools)

| Capability | dbt Core | Estuary Flow |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Transformation | ELT / ingestion |
| Processing paradigm | Batch | Batch + streaming |
| **Connectivity** |  |  |
| Connector count | 6+ named integrations with broader ecosystem | 200+ |
| 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 2026-10-16T20:50:17.780Z. "-" = undocumented, not absent.*