Side-by-side comparison of AI visibility scores, market position, and capabilities
Soda provides a data quality platform with a DSL for writing data checks that run in the data warehouse, enabling both technical and business teams to define and monitor data quality.
Soda is a data quality company founded in 2017 in Ghent, Belgium that has raised $76M to build a data quality platform that makes testing and monitoring accessible to both engineers and business stakeholders. The company's Soda Checks Language (SoCL) provides a human-readable syntax for defining data quality checks that execute directly within the data warehouse using SQL, avoiding data movement overhead. The platform allows data engineers to embed quality checks in dbt transformations and Airflow pipelines while giving data analysts and business users a no-code interface to define their own checks for business-critical metrics. Soda integrates with major warehouses and observability tools and provides a collaborative interface for tracking data quality across teams. The company targets the full organizational data quality problem rather than just technical monitoring, helping organizations create a shared understanding of data quality standards between technical and business teams. Soda's European heritage and strong data governance focus make it particularly popular with companies in regulated industries and with those navigating GDPR compliance requirements.
NYSE-listed (ESTC) Elasticsearch creator at $1.42B revenue with search, observability, and SIEM; 21,000+ customers competing with Splunk and Datadog while powering AI RAG vector search infrastructure.
Elastic N.V. is an Amsterdam-based enterprise search and observability company — the creator and primary commercial distributor of Elasticsearch, the world's most widely used open-source search engine — providing the Elastic Stack (Elasticsearch distributed search, Kibana visualization, Logstash data pipelines, Beats lightweight data shippers) for enterprise search, application observability, SIEM security analytics, and vector search for AI applications. Listed on NYSE (NYSE: ESTC), Elastic was founded in 2012 by Shay Banon and generated $1.42 billion in revenue in fiscal year 2025, serving 21,000+ customers including Microsoft, Verizon, and Spotify.
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