# dbt Core vs Estuary Flow

**Leader by Vioscale score:** Estuary Flow

| Attribute | dbt Core | Estuary Flow |
|---|---|---|
| **Vioscale score** | 64.9 (77% (high)) | 80.4 (71% (medium)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 553 | - |
| adoption.github_stars | 13,694 | - |
| adoption.package_downloads_weekly | 21,005,917 | - |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | 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. | Estuary provides real-time and batch data movement across hundreds of systems using log-based change capture, event streaming, and traditional extract-load patterns, all without requiring code or infrastructure management. It's designed to power analytics, operational systems, and AI applications with sub-100ms latency in a single managed service. |
| 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}` | `{"cdc":true,"role":"elt","paradigm":"both","managed_cloud":true,"connector_count":"200+","self_hosted_oss":true,"incremental_runs":true,"distributed_executor":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"}]` |
| language.primary | Rust | - |
| license.spdx | Apache-2.0 | - |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"mac":true,"web":true,"linux":true,"windows":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":"usage","plans":[{"free":true,"name":"Developer Free","summary":"Free forever up to 10GB/month","features":["Access to Cloud Plan features","10GB/month data limit","2 concurrent connectors","Cloud deployment"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Launch your first pipelines for free","contactSales":false,"includedLimits":{"data_moved":"10GB/month","concurrent_connectors":"2"}},{"free":false,"name":"Cloud","summary":"$0.50/GB + $100/connector, billed monthly","features":["200+ fully-managed connectors","Unlimited users","Millisecond latency or batch","Role-based access control (RBAC)","Bring your own cloud storage","US/EU data processing regions","SSH tunnel support","UI and CLI management","Standard support via community Slack and email","dbt Cloud integration","Kafka compatibility","Real-time monitoring and alerting","50% discount on 6+ connectors"],"components":[{"per":{"qty":1,"unit":"gb"},"kind":"metered","amount":0.5,"currency":"USD"},{"kind":"per_unit","unit":"connector","amount":100,"period":"month","currency":"USD"}],"contactSales":false},{"free":false,"name":"Enterprise","summary":"Custom pricing with volume discounts","features":["All Cloud features","Volume-based discounts","SOC 2 & HIPAA compliance reports","Single sign-on (SSO)","Custom SLA terms","Private and BYOC deployments","Provisioned servers","Custom region support","Private networking (PrivateLink, Google Service Connect)","Performance customization/tuning","Dedicated support via Slack and email","Migration assistance","IAM and advanced authentication","Custom connector development"],"description":"Scaled Pricing","contactSales":true}],"summary":"Usage-based: $0.50/GB + $100/connector/month. Free tier: 10GB/month.","currency":"USD","freeTier":true,"sourceUrl":"https://estuary.dev","retrievedAt":"2026-08-03T14:24:35.648Z","freeTrialDays":30,"startingPrice":{"amount":0.5,"period":"month","currency":"USD"},"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 | - |
| release.history | `[{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.12.3","date":"2026-08-21T00:28:55Z","type":"stable","version":"v1.12.3"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.11.14","date":"2026-08-20T15:48:47Z","type":"stable","version":"v1.11.14"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v2.0.0-beta.2","date":"2026-08-18T18:00:10Z","type":"prerelease","version":"v2.0.0-beta.2"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.8.10","date":"2026-08-14T06:08:39Z","type":"stable","version":"v1.8.10"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.7.20","date":"2026-08-14T06:51:29Z","type":"stable","version":"v1.7.20"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.6.19","date":"2026-08-14T08:06:53Z","type":"stable","version":"v1.6.19"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.5.12","date":"2026-08-14T08:46:08Z","type":"stable","version":"v1.5.12"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.4.10","date":"2026-08-14T10:47:20Z","type":"stable","version":"v1.4.10"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.3.8","date":"2026-08-14T13:11:35Z","type":"stable","version":"v1.3.8"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.2.7","date":"2026-08-14T13:54:14Z","type":"stable","version":"v1.2.7"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.1.6","date":"2026-08-14T13:48:20Z","type":"stable","version":"v1.1.6"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.9.11","date":"2026-08-13T20:13:01Z","type":"stable","version":"v1.9.11"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.12.2","date":"2026-08-12T19:27:40Z","type":"stable","version":"v1.12.2"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.12.1","date":"2026-08-12T10:43:22Z","type":"stable","version":"v1.12.1"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.11.13","date":"2026-08-12T15:48:56Z","type":"stable","version":"v1.11.13"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.10.23","date":"2026-08-12T16:28:10Z","type":"stable","version":"v1.10.23"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v2.0.0-beta.1","date":"2026-08-10T15:35:44Z","type":"prerelease","version":"v2.0.0-beta.1"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v2.0.0-alpha.5","date":"2026-07-20T10:03:00Z","type":"prerelease","version":"v2.0.0-alpha.5"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.12.0","date":"2026-07-16T13:56:39Z","type":"stable","version":"v1.12.0"},{"url":"https://github.com/dbt-labs/dbt-core/releases/tag/v1.12.0rc3","date":"2026-07-14T22:48:06Z","type":"prerelease","version":"v1.12.0rc3"}]` | - |
| reliability.sla_pct | - | 99.9 |
| reliability.status_page | yes | yes |
| 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: Vioscale. Generated 2026-09-01T15:16:21.791Z. "-" = undocumented, not absent.*