Soda vs Google Cloud
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.
About
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.
Alphabet (GOOGL) cloud platform with $43.2B revenue and #3 global market share; BigQuery data analytics, Vertex AI/Gemini, and GKE competing with AWS and Azure for enterprise cloud and AI workloads.
About
Google Cloud is Alphabet's cloud computing platform — providing infrastructure (compute, storage, networking), managed data services (BigQuery, Cloud Spanner, Firestore), Kubernetes and container management (Google Kubernetes Engine, the origin of Kubernetes), AI/ML infrastructure (TPUs, Vertex AI, Gemini APIs), and developer tools to enterprises, startups, and developers globally. Listed under Alphabet (NASDAQ: GOOGL), Google Cloud generated $43.2 billion in revenue in fiscal year 2024 and achieved its first full year of consistent operating profitability, representing approximately 11% of Alphabet's total revenue.
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