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 (DT) enterprise observability platform with automatic full-stack discovery and Davis AI root cause; $1.57B revenue competing with Datadog and New Relic for cloud-native application performance monitoring.
Dynatrace is a Waltham, Massachusetts-based software intelligence platform providing enterprise-grade observability, AIOps, and application security — delivering full-stack monitoring of cloud-native applications, Kubernetes infrastructure, databases, and digital user experiences through the Dynatrace OneAgent (automatic instrumentation) and the Davis AI causation engine that identifies root causes of performance problems without manual correlation. Listed on NYSE (NYSE: DT), Dynatrace was founded in 2005 and generated $1.57 billion in revenue in fiscal year 2024 at 20%+ growth, serving 4,600+ enterprise customers including SAP, Delta Airlines, BNY Mellon, and federal government agencies for mission-critical application observability.
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