Side-by-side record

Dremio vs. Rivery

Built from each tool’s researched, reviewed record. Figures are checked against public pricing pages at research time — always confirm current pricing with the vendor before buying.

The short version

Dremio starts at Free per seat, versus Rivery at $1. Rivery carries the higher aggregate rating (4.7/5 vs 4.6/5).

Full comparison

	Dremiofrom Free	Riveryfrom $1 per BDU credit
Audyense Score	78ASStrong	61AS*Fair
Positioning	A unified lakehouse platform that lets teams query and analyze data across S3, Snowflake, Redshift, and dozens of other sources directly on open formats like Apache Iceberg.	Usage-based ETL, ELT, orchestration, and reverse ETL for modern data teams.
Free tier	Yes	No
Deployment	Cloud / SaaS, On-premise, Hybrid	Cloud / SaaS
Best fit	SMB, Mid-market, Enterprise	SMB, Mid-market, Enterprise
Pricing plans	Community EditionFree Dremio Cloud$0 Dremio EnterpriseCustom pricing	Base$1 ProfessionalCustom pricing Pro PlusCustom pricing EnterpriseCustom pricing
Workflow automation	NoAutomation is scoped to query acceleration and AI-agent query assistance, not general workflow automation.	—
AI features	YesAI Semantic Layer and built-in AI Agent, plus MCP integration for Claude/ChatGPT/Gemini.	—
Public API	YesDocumented ODBC/JDBC/Arrow Flight interfaces and a Dremio CLI/MCP integration.	—
Self-hosting / on-prem	YesCommunity Edition and Dremio Enterprise both support self-hosted deployment.	—
Pre-built connectors	Yes20+ named native connectors plus ODBC/JDBC/Arrow Flight generic connectivity.	—
Data pipelines / ETL	PartialPositioned to reduce/eliminate traditional ETL via federated live querying rather than being a pipeline/orchestration tool.	—
Scheduling & triggers	NoNo evidence of job/workflow scheduling distinct from query execution and Reflections refresh.	—
Data governance & lineage	YesFine-grained RBAC down to rows/columns, Open Catalog governance, plus compliance certifications.	—
Role-based access control	YesRole-based access control with row/column-level granularity.	—
API and CLI	—	YesAvailable on Professional and above.
ETL and ELT	—	Yes
SSO and SCIM	—	YesAvailable on Pro Plus and above.
Reverse ETL	—	Yes
Private networking	—	YesPrivateLink, VPN, and reverse SSH vary by plan.
Workflow orchestration	—	Yes
Python transformations	—	Yes
Custom data sources	—	Yes
Integrations verified	23+	—
Aggregate rating	4.6 · 69 reviews	4.7 · 120 reviews
Integrations	Amazon S3Azure Data Lake StorageGoogle Cloud StorageAWS Glue Data CatalogApache HiveApache Iceberg REST Catalog+17 more	SnowflakeAmazon RedshiftGoogle BigQueryDatabricksSalesforceHubSpot+9 more
Security & compliance	SOC 2 Type IIISO/IEC 27001:2022HIPAAGDPR+1 more	SOC 2 Type IIHIPAA
Pros	Federated SQL queries across many disparate data sources without moving or duplicating data Reflections acceleration feature delivers sub-second BI query response times Rated highly for ease of use and fast, direct data exploration by both technical and non-technical users Strong data lake / lakehouse integration and cloud processing scores from reviewers	One product covers extraction, transformation, orchestration, and reverse ETL. No per-connector or per-user charge on most plans. Python, custom sources, API/CLI, branching, dependencies, and built-in versioning support engineering workflows. PrivateLink, VPN, SSO, SCIM, audit logs, and custom file zones cover serious governance needs.
Cons	Some users report occasional out-of-memory (OOM) errors without clear diagnostic explanations High resource demands and difficulty maintaining the environment at scale Steep learning curve for advanced features despite a low barrier for basic querying Review volume on major platforms is relatively thin for a company of Dremio's market position	BDU/RPU pricing requires workload measurement rather than simple seat budgeting. Base is limited to two users and one environment; larger teams need higher tiers. Enterprise security and connectivity features are not available at the entry level. Less ecosystem maturity and review volume than the largest data-integration incumbents.
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