# dbt Core vs Rivery

**Leader by vioscaleAI score:** Rivery

| Attribute | dbt Core | Rivery |
|---|---|---|
| **vioscaleAI score** | 65.7 (73% (medium)) | 78.6 (74% (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":"Cloud ELT platform for building end-to-end data pipelines with data ingestion, transformation, orchestration, reverse ETL, and CDC replication. Supports no-code and custom Python code for analytics and AI use cases. It is indexed under Data Engineering Tools.","source":"https://rivery.io","question":"What is Rivery?","confidence":0.6},{"answer":"Rivery does not publish its prices. Pricing is quoted on request, across 4 plans (Base, Professional, Pro Plus and Enterprise), so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://rivery.io","question":"How much does Rivery cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Rivery. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://rivery.io","question":"What platforms does Rivery support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Rivery, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://rivery.io","question":"Can Rivery be self-hosted?","confidence":0.6},{"answer":"We have confirmed 9 integrations for Rivery, including Salesforce, HubSpot, Slack, Tableau, Snowflake, BigQuery, Amazon Redshift and Azure Synapse Analytics, plus 1 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://rivery.io","question":"What does Rivery integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 for Rivery. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Rivery not holding them. Always confirm compliance directly before you rely on it.","source":"https://rivery.io","question":"What security certifications does Rivery have?","confidence":0.6}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | A data transformation framework that applies software engineering principles—such as version control, testing, and modularity—to SQL-based analytics workflows. | Rivery is a SaaS ELT platform that enables users to extract data from multiple sources (apps, databases, APIs) and load it into data warehouses with SQL or Python transformations. It includes reverse ETL capabilities to push processed data back into business applications. |
| 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","data_quality":true,"elt_pushdown":true,"python_first":true,"managed_cloud":true,"connector_count":"200+","incremental_runs":true,"reverse_etl_addon":true,"custom_connector_sdk":true,"self_hosted_available":false}` |
| integrations.count | 6 | 200 |
| integrations.list | `[{"name":"Tableau"},{"name":"Fivetran"},{"name":"OpenAI"},{"name":"Snowflake"},{"name":"Azure AI"},{"name":"Databricks"}]` | `[{"name":"Salesforce"},{"name":"HubSpot"},{"name":"Slack"},{"name":"Tableau"},{"name":"Snowflake"},{"name":"BigQuery"},{"name":"Amazon Redshift"},{"name":"Azure Synapse Analytics"},{"name":"Databricks"},{"name":"NetSuite","native":true,"category":"erp","direction":"inbound"},{"name":"dbt","native":true,"category":"transformation","direction":"bidirectional"},{"name":"Airflow","native":true,"category":"orchestration","direction":"bidirectional"}]` |
| language.primary | Rust | - |
| license.spdx | Apache-2.0 | - |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US","EU"],"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":"usage","plans":[{"free":false,"name":"Starter","summary":"$0.75 per RPU (PAYG), lower rate with annual commitment","features":["Basic ETL functionality","Unlimited users","Orchestration workflows"],"components":[{"per":{"qty":1,"unit":"RPU"},"kind":"metered","amount":0.75,"currency":"USD"}],"description":"For smaller businesses with smaller data volumes","contactSales":false},{"free":false,"name":"Professional","summary":"$1.20 per RPU (PAYG or annual)","features":["Advanced transformation capabilities","Unlimited users","Multiple workflows"],"components":[{"per":{"qty":1,"unit":"RPU"},"kind":"metered","amount":1.2,"currency":"USD"}],"description":"For fast-growing organizations needing advanced transformation capabilities","contactSales":false},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Unlimited users, environments, workspaces","SSO, VPN","Built-for-you connectors","Dedicated solutions engineers"],"description":"For advanced data teams handling large data loads, migrations, strict security needs","contactSales":true}],"addOns":[{"name":"High Sync Frequency"}],"summary":"From $0.75 per RPU. Usage-based pricing (100MB data = 1 RPU). Free tier available. Annual and pay-as-you-go options.","currency":"USD","freeTier":true,"sourceUrl":"https://rivery.io/blog/rivery-unlimited-pricing/","retrievedAt":"2026-10-06T22:12:35.460Z","startingPrice":{"unit":"RPU","amount":0.75,"currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | low |
| pricing.starting_price | - | `{"amount":0.75,"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 |
| reliability.status_page | yes | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO/IEC 27001","level":"2013","status":"active"},{"name":"HIPAA","status":"active"},{"name":"GDPR","status":"active"}]` |
| security.gdpr | yes | yes |
| security.hipaa | - | yes |
| security.iso27001 | yes | yes |
| security.scorecard | 6 | - |
| security.soc2 | - | yes |
| security.trust_center | - | https://rivery.io/product/security-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"}` | - |

## Capabilities (Data Engineering Tools)

| Capability | dbt Core | Rivery |
|---|:--:|:--:|
| **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 2026-10-16T18:31:47.496Z. "-" = undocumented, not absent.*