Collibra vs Qubole

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.

Qubole is a cloud data lake platform for data engineering, data management, streaming analysis, machine learning, data exploration, and ad-hoc analytics. It lists support for AWS, Microsoft Azure, Google Cloud Platform, and Oracle Cloud Infrastructure, alongside Apache Spark, Presto, Hive/Hadoop, TensorFlow, and Airflow. Workbench lets users author, save, template, and share reports and queries, with optimized Presto SQL, Tableau and Looker integrations, and Git integration. The Assisted Pipeline Builder combines batch or streaming sources into streaming pipelines using fault-tolerant infrastructure. Qubole says it provisions, manages, and optimizes cloud resources, including workload-aware autoscaling and real-time spot buying. Security controls include encryption, role-based access, and integration with cloud IAM, Active Directory, and LDAP. The service states a 99.9% availability commitment, excluding scheduled and communicated maintenance. A 30-day full-featured trial is listed. Enterprise Edition is priced on request, billed per QCU per hr, and requires an annual contract; On-Demand is priced on request, billed per QCU per hr. Both exclude user fees; On-Demand lists them as $108 per user per month.