Dbt Labs Boosts ‘SQL Comprehension’ For Data Developers With Acquisition

The addition of startup SDF Labs’ technology to the Dbt Labs platform will help data teams improve data quality and velocity and make organizations’ data analytics practices more efficient.

Dbt Labs has acquired SDF Labs, a startup developer of SQL code analyzer tools, in a move to add “SQL comprehension” capabilities to dbt Labs’ data and analytics engineering platform.

Adding SDF Labs’ technology to the dbt Labs platform will improve the efficiency of developers and data engineers as they build data pipelines for analytical and AI tasks, according to the companies.

“The two teams are already working side-by-side to bring SDF’s SQL comprehension technology into the hands of dbt users everywhere. SDF will be a massive upgrade to the very heart of the dbt user experience moving forward,” said Tristan Handy (pictured), dbt Labs founder and CEO, in a blog post about the acquisition.

[Related: The Coolest Cloud Software Companies Of The 2025 Cloud 100]

SDF Labs, headquartered in Seattle, exited stealth in June 2024 with its Semantic Data Fabric framework and tools for tackling a major complexity for data teams: compiling and understanding SQL code written by users, regardless of platform.

The SDF Labs technology validates SQL code as it’s being written, allowing developers to utilize development accelerants such as code completion and content assist. It provides a holistic, end-to-end view of data assets and helps data teams track data as it moves across multiple systems, pinpoints errors and ensures data quality far earlier in the development process, according to the dbt Labs announcement.

The technology expedites data velocity, boosts data quality, and makes organizations much more efficient in their analytics practices, according to dbt Labs, which is based in Philadelphia.

“We are acquiring SDF to bring SQL comprehension into dbt and usher in a new era of ‘what’s possible’ for analytics: supercharging developer productivity and heightening data quality, all while optimizing data platform costs,” Handy said in a statement.

Handy said the two companies have already begun integrating their platforms: Getting SDF Lab’s SQL parsing capabilities integrated into dbt is the first goal. “The technology that SDF has built is foundational to the entire data control plane, and you should anticipate seeing it show up in more and more dbt experiences over the coming 12 months,” he said in his blog post.

SDF Labs was founded in 2022 by CEO Lukas Schulte, who previously led engineering at video tools developer Pinata Farms, and CTO Wolfram Schulte, who worked at Meta for nearly five years – including as principal architect of Meta’s data warehouse – and before that at Microsoft in various engineering roles for 17 years. The company had raised $9 million in seed funding.

Financial terms of the acquisition were not disclosed. The SDF Labs team will join dbt Labs.

“Bringing SDF and dbt together is going to completely transform the dbt user experience with unprecedented levels of speed, accuracy, and velocity,” Lukas Schulte said in a statement. “The SDF Team and I are so excited to magnify the impact that our technology can have by powering the data control plane that sets the standard for the future of data analytics.”