Tobiko Data
Tobiko Data builds SQL-based open-source and managed data transformation tools (SQLGlot, SQLMesh, Tobiko Cloud) featuring state-aware architecture and column-level lineage, serving data engineering teams across enterprises. Acquired by Fivetran in September 2025; SQLMesh later donated to the Linux Foundation.
- Company typePrivate
- Founded2022
- HeadquartersSan Mateo, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Tobiko Data does
Tobiko Data is a data infrastructure company founded in 2022 in San Mateo, California, that builds SQL-based tools for data transformation and modeling. The company's product portfolio is structured in three tiers: SQLGlot, an open-source Python framework for SQL parsing, transpiling, and column-level lineage across 20+ dialects; SQLMesh, an open-source next-generation transformation framework built on SQLGlot featuring state-aware architecture, virtual data environments, automatic column-level impact analysis, and intelligent incremental processing; and Tobiko Cloud, a managed enterprise platform launched in March 2025 that wraps SQLMesh with team collaboration, observability, cost tracking, and enterprise security. The underlying technical differentiator is state-aware processing, which automatically tracks SQL changes and run history to update only impacted tables, eliminating the wasteful recomputation common in frameworks like dbt Core — benchmarks cite 9x efficiency gains, 35% lower warehouse costs, and 134x faster production promotion versus dbt Core.
The company's go-to-market combines product-led growth through free open-source frameworks (SQLMesh and SQLGlot on GitHub) with an enterprise field-sales motion for Tobiko Cloud, supported by a Slack community of over 1,000 members, technical blog content, benchmark studies (notably with Databricks), and case-study-driven demand generation. Pricing follows a hybrid model combining a recurring platform fee with usage-based compute consumption, quote-based and tailored per organization, with no seat or project limits. Customer segments span data engineering teams and large enterprise organizations across industries including technology (Harness, Fivetran, Pitchbook, Dune), gaming (Dreamhaven), financial services (Benzinga), fintech (Pipe), biotechnology (Strella), travel (Hopper), and data infrastructure (Zitcha, Open Source Observer, ATM.com, Textio). The company raised $21.8 million in 2024 (seed and Series A led by Unusual Ventures and Theory Ventures) and was acquired by Fivetran in September 2025 to consolidate data movement, transformation, and activation; SQLMesh was subsequently donated to the Linux Foundation in March 2026 under an Open Data Infrastructure initiative.
Tobiko Data firmographics
Firmographics- Name
- Tobiko Data
- Legal name
- Tobiko Data, Inc.
- Website
- https://tobikodata.com
- Company type
- Private
- Founded year
- 2022
- Operating status
- Acquired
- Headcount range
- 11–50 employees
- Short description
- Tobiko Data builds SQL-based open-source and managed data transformation tools (SQLGlot, SQLMesh, Tobiko Cloud) featuring state-aware architecture and column-level lineage, serving data engineering teams across enterprises. Acquired by Fivetran in September 2025; SQLMesh later donated to the Linux Foundation.
- Ownership category
- akta.pro rank
Tobiko Data industry classification
Industry- Product category
- Data Transformation Software
- NAICS
- Computer Systems Design and Related Services (5415), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821), Custom Computer Programming Services (541511)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming Services (7371)
- akta.pro primary industry
- Database/Application Data Layer Modernization (DB migration, ORM, caching) (BPAEAFAL)
- akta.pro secondary industry
- Database Tools & Ecosystem (Replication, Backup/Recovery, HA/DR, Monitoring) (HDAEAAAO)
Keywords
Where Tobiko Data is headquartered
LocationHeadquarters
- HQ city
- San Mateo
- HQ country
- United States
- HQ region
- North America
Markets served
Tobiko Data business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations
Revenue model
- Tobiko Cloud Platform: Subscription-based platform fee providing access to all features including collaboration, observability, and cost tracking. Combined with consumption-based pricing for compute usage.
- Consumption-based Compute: Pay-as-you-go consumption fee for data warehouse compute operations, allowing flexible scaling based on usage without seat or project limits.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Hybrid | Monthly | Enterprise Platform with Consumption Pricing |
Go-to-market motion3 records
Distribution channels4 records
Marketing channels8 records
Tobiko Data product offering
Product offeringCore offering
Tobiko Data provides SQL-based data transformation tools through three offerings: SQLGlot (an open-source Python framework for SQL parsing, transpiling, and column-level lineage across 20+ dialects), SQLMesh (an open-source transformation and modeling framework with state-aware architecture), and Tobiko Cloud (a managed enterprise platform built on SQLMesh for team collaboration, observability, and cost tracking). The platform tracks SQL changes and run history to update only impacted tables, eliminating redundant warehouse processing.
Product overview
Tobiko Data offers a three-tier product portfolio: SQLGlot (open-source SQL parsing and transpiling engine), SQLMesh (open-source data transformation framework built on SQLGlot), and Tobiko Cloud (managed enterprise platform built on SQLMesh). SQLGlot provides the foundational SQL parsing technology supporting 20+ dialects with column-level lineage analysis. SQLMesh extends this with a state-aware transformation framework featuring virtual data environments, automatic impact analysis, and intelligent incremental processing. Tobiko Cloud wraps SQLMesh with team collaboration features, a web UI, enterprise security, and cost tracking for production deployments.
Differentiator
Problem solved
Functional benefit
Brands
- SQLMesh: Open-source next-generation data transformation and modeling framework for scalable, intelligent data pipelines.
- SQLGlot
- Tobiko Cloud
Products and services
- SQLGlot Open-source Python-based framework for SQL parsing, transpiling, and column-level lineage. Supports parsing and transpiling of 20+ SQL dialects including DuckDB, Spark, Databricks, Snowflake, BigQuery, and Postgres. Powers semantic understanding of SQL in SQLMesh.
- SQLMesh Open-source next-generation data transformation and modeling framework. Enables scalable, intelligent data pipelines with state-aware architecture, virtual data environments, column-level lineage, and automatic impact analysis. Supports incremental models with cron scheduling and built-in testing/auditing.
- Tobiko Cloud State-of-the-art enterprise data transformation platform with team collaboration, observability, and cost tracking at scale. Built on SQLMesh with additional features including a web UI, advanced security, and orchestration. Supports multiple data warehouses (Databricks, Snowflake, BigQuery, Redshift, DuckDB, and more).
Quantifiable outcome
- 6x faster model build time compared to alternatives
- +7 more outcomes
Companies that use Tobiko Data
Customer profileNamed customers7 records
Segments3 records
Ideal customer profiles2 records
Tobiko Data technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration16 records
Feature7 records
Tobiko Data partnerships and signals
Strategic signalPartnerships
Three partnerships are on record, tiered major.
- Linux FoundationmajorFivetran donated SQLMesh to the Linux Foundation to establish community governance and encourage broader participation in data transformation technology development. Founding members include Benzinga, CloudKitchens, Harness, Infinite Lambda, Jump AI, and Minerva.
- FivetranmajorFivetran acquired Tobiko Data in September 2025 to strengthen its position as a fully managed, end-to-end data platform combining data movement, transformation, and activation. SQLMesh and SQLGlot technologies are integrated into Fivetran's governed platform.
- DatabricksmajorTobiko partnered with Databricks to conduct benchmark studies comparing SQLMesh against dbt Core. Databricks serves as the warehouse platform for testing and validation of SQLMesh performance claims.
Scale indicators7 records
Recent moves6 records
Expansion highlights6 records
Tobiko Data competitors and assessment
Company assessmentBroad incumbents
- Airbyte: Open-source data movement/EL platform with growing transformation capabilities. Competes in the broader data infrastructure space and represents an alternative consolidation path in ELT.
- Fivetran: Parent company of Tobiko and the leading fully managed data movement/ELT platform. Comparable as a broader data platform incumbent into which Tobiko's transformation capabilities are now integrated.
Direct peers
- dbt Labs: Creator of dbt, the dominant open-source SQL data transformation framework that Tobiko/SQLMesh directly competes with. Both target data engineers building ELT pipelines on cloud warehouses with SQL-based transformation and testing.
- Coalesce: Data transformation platform focused on Snowflake and Databricks with column-level lineage, CI/CD, and automation. Targets the same analytics engineering persona as Tobiko with a more UI-driven approach.
- Dataform (Google Cloud): Acquired by Google and now part of BigQuery, Dataform offers SQL-based data transformation with dependency management. Directly comparable in functionality and competes inside the BigQuery ecosystem.
Emerging players
- Dagster: Cloud-native data orchestration platform with asset-based modeling and lineage. Comparable in addressing data pipeline observability and lineage, and integrated with SQLMesh for scheduling and execution.
- Prefect: Workflow orchestration platform for data pipelines with strong Python-native developer experience. Comparable in addressing data engineering workflow and orchestration needs adjacent to transformation.
- Census: Reverse ETL platform for syncing warehouse data into operational systems, now also part of Fivetran. Comparable as a fellow Fivetran acquisition and as a complementary piece of the modern data stack.
- MotherDuck: Serverless DuckDB-based analytics platform that integrates with SQLMesh as a supported warehouse engine. Comparable as a modern data infrastructure player with overlapping investor ecosystem (Jordan Tigani).
- Cube: Semantic layer and data modeling platform that sits on top of warehouses. Comparable in the analytics engineering stack and addresses some overlapping lineage and modeling concerns.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks5 records
Key highlights6 records
Customer concentration
Tobiko Data social profiles
Digital presenceTobiko Data compliance and trust
Trust signalCompliance1 record
Tobiko Data financial estimates
Financial estimateRevenue estimate
Valuation estimate
Tobiko Data leadership team
Management profileNumber of profiles
Profiles3 records
Tobiko Data funding detail
Funding detailFunding overview
Funding rounds2 records
Investors3 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Tobiko Data M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Tobiko Data
What does Tobiko Data do?
Tobiko Data provides SQL-based data transformation tools through three offerings: SQLGlot (an open-source Python framework for SQL parsing, transpiling, and column-level lineage across 20+ dialects), SQLMesh (an open-source transformation and modeling framework with state-aware architecture), and Tobiko Cloud (a managed enterprise platform built on SQLMesh for team collaboration, observability, and cost tracking). The platform tracks SQL changes and run history to update only impacted tables, eliminating redundant warehouse processing.
Is Tobiko Data a public or private company?
Tobiko Data is a private company. It is classified as corporate owned and is currently acquired.
When was Tobiko Data founded?
Tobiko Data was founded in 2022. It employs 11 to 50 people.
Where is Tobiko Data based?
Tobiko Data is headquartered in San Mateo, United States, in the North America region.
How does Tobiko Data make money?
Two revenue lines are on record. Tobiko Cloud Platform is the primary driver. The others are consumption-based Compute.
Who are Tobiko Data's main competitors?
Broad incumbents on record are Airbyte and Fivetran. Direct peers are dbt Labs, Coalesce and Dataform (Google Cloud). Emerging players are Dagster, Prefect, Census, MotherDuck and Cube.
Does Tobiko Data have an API?
Yes. SQLMesh provides a Python API for programmatic execution, specifically for the table_diff functionality. Fivetran has leveraged this API to automate table comparisons across multiple tables programmatically. The table_diff command compares tables and surfaces mismatches using syntax like: sqlmesh --ignore-warnings table_diff : -o --show-sample. The API also supports schema_diff() and record_diff() methods for detailed comparison results.
What industry is Tobiko Data in?
Tobiko Data's product category is Data Transformation Software. Its primary akta.pro industry code is BPAEAFAL, Database/Application Data Layer Modernization (DB migration, ORM, caching), with a secondary code of HDAEAAAO, Database Tools & Ecosystem (Replication, Backup/Recovery, HA/DR, Monitoring). Its NAICS code is 5415 and its SIC code is 7372.