Google Cloud Lakehouse for Apache Iceberg vs Qubole
Google Cloud Lakehouse for Apache Iceberg
cloud.google.com
Qubole
qubole.comSide by side
| Figure | Google Cloud Lakehouse for Apache Iceberg | Qubole |
|---|---|---|
| Price from | $0.04/mo | — |
| Free plan | Yes | — |
| Free trial | Yes | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| Linux | Yes | — |
| API | Yes | Yes |
| Self-hosted | Yes | — |
| Plans published | 11 | 3 |
| Spec score · Ai Data Platforms | 9.1 (#1) | 7.2 (#8) |
| Compliance | Google Cloud lists ISO 27001, ISO 27017, ISO 27018, ISO 27701, SOC 1/2/3, PCI DSS, FedRAMP, GDPR and HIPAA offerings or alignments. | Qubole's trust page identifies a SOC 2 Type II report and describes third-party validation for SOC 2, HIPAA, and PCI in its shared responsibility model. |
| Headquarters | Mountain View, California, United States | Santa Clara, California, United States |
| Security controls | Google Cloud states that data is encrypted in transit and at rest and that access to encryption keys is audited. | Qubole describes encryption, role-based access controls, and integration with cloud IAM, Active Directory, and LDAP for data access governance. |
Plans
Google Cloud Lakehouse for Apache Iceberg
- Metadata storage free tierPriced on request
- Metadata storagePriced on request
- Table managementPriced on request
- Class A metadata accessPriced on request
- Class B metadata accessPriced on request
- Catalog federation metadata refreshPriced on request
- Metadata storage included tierFree
- Metadata storage overage$0.04 a month
- Lakehouse table management$0.12 a month
- Class B metadata access$0.90 a month
In their own words
Google Cloud Lakehouse for Apache Iceberg
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.
Qubole
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.