Collibra vs Google Cloud Lakehouse for Apache Iceberg

Collibra Platform connects data producers and consumers and brings together structured and unstructured sources for trusted, AI-ready data. Its product stack includes AI Command Center, Data Catalog, Data Privacy, Data Governance, Data Quality & Observability, Data Lineage and Data Marketplace. Collibra AI Governance lets organizations catalog, assess and monitor AI use cases, models and agents. Automated workflows coordinate governance decisions and help address knowledge gaps, while Data Quality & Observability offers profiling and automated or custom monitoring to detect and address anomalies. Data can be collected through Excel or CSV imports, JDBC connectors, native integrations, APIs or manual creation. Collibra says it offers 100+ native integrations, partner integrations and APIs. Its Collibra Everywhere extension shows business context in web applications and BI tools including Salesforce, Databricks, Tableau and Slack. Product versions include Collibra Platform and Collibra Platform Self-Hosted. The company was founded in Belgium in 2008 and is headquartered in New York and Brussels. Pricing is on request; support is available during normal business hours and around the clock for Severity 1 incidents.

Google Cloud Lakehouse for Apache Iceberg is a web service for working with Apache Iceberg tables. Its listed capabilities include SQL analytics, ACID transactions, streaming ingestion, and a governance catalog, with both listed storage models and table-format categories supported. Charges are organized by metadata storage, table management, metadata access, and catalog federation refresh rather than a single stated plan price. Metadata storage includes 1 GiB free each month; additional storage starts at $0.04 per GiB per month. Table management starts at $0.12 per DCU-hour and includes storage optimization, adaptive file sizing, automatic clustering, garbage collection, and BigQuery metadata generation. Class A metadata access includes 5,000 free operations monthly, and Class B includes 50,000. Catalog federation metadata refresh lists 0 to 5,001 free operations per account each month. The service is paid overall and has no free plan, despite those component-level free allowances. Listed billing thresholds are above 5,001 operations for Class A and catalog refresh, and above 50,001 for Class B. Google was founded in 1998 and is headquartered in Mountain View, California.