# Airbyte vs dbt Core

| Attribute | Airbyte | dbt Core |
|---|---|---|
| **Vioscale score** | 65.3 (76% (high)) | 64.9 (77% (high)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 7 | 553 |
| adoption.github_stars | 21,957 | 13,694 |
| adoption.package_downloads_weekly | 269,893 | 21,005,917 |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | 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. | 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. |
| features.capabilities | `{"paradigm":"both","python_first":true,"managed_cloud":true,"connector_count":"50+","self_hosted_oss":true,"incremental_runs":true}` | `{"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}` |
| integrations.count | 50 | 6 |
| 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":"Tableau"},{"name":"Fivetran"},{"name":"OpenAI"},{"name":"Snowflake"},{"name":"Azure AI"},{"name":"Databricks"}]` |
| language.primary | Python | Rust |
| 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}` | `{"cli":true,"mac":true,"web":true,"linux":true,"windows":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":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"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | open_source |
| pricing.price_level | low | free |
| pricing.transparent | yes | yes |
| release.cadence_days | 7 | 2 |
| 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/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.status_page | yes | yes |
| security.gdpr | yes | yes |
| security.iso27001 | yes | yes |
| security.scorecard | 4.3 | 6 |
| security.soc2 | yes | - |
| 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":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 | Airbyte | dbt Core |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | - | Transformation |
| Processing paradigm | Batch + streaming | Batch |
| **Connectivity** |  |  |
| Connector count | 50+ | 6+ named integrations with broader ecosystem |
| 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 2026-09-01T16:53:45.026Z. "-" = undocumented, not absent.*