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Head-to-head · Data Lakehouse Platforms

Google Cloud Lakehouse for Apache Iceberg vs Onehouse Cloud

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side

Google Cloud Lakehouse for Apache Iceberg leads on 0 checks, Onehouse Cloud on 0, and 5 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreGoogle Cloud Lakehouse for Apache Iceberg · 8.5/10

Google Cloud Lakehouse for Apache Iceberg scores higher on our rubric for data lakehouse platforms: 8.5 against 8.3 out of 10; our editors rank them #6 and #8.

Google Cloud Lakehouse for Apache Iceberg is the better fit for managed Iceberg on Google Cloud. Onehouse Cloud is the better fit for open-format lakehouse optimization and CDC.

  • Google Cloud Lakehouse for Apache Iceberg fits best

    Managed Iceberg on Google Cloud

  • Onehouse Cloud fits best

    Open-format lakehouse optimization and CDC

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Side by side

Feature Google Cloud Lakehouse for Apache Iceberg 8.5/10 Visit ↗ Onehouse Cloud 8.3/10 Visit ↗
At a glance
Editor score 8.5 8.3
Ranking #6 in Data Lakehouse Platforms #8 in Data Lakehouse Platforms
Best for Managed Iceberg on Google Cloud Open-format lakehouse optimization and CDC
Pricing model Paid Paid
Starting price — Not checked yet
Free plan — Not checked yet
Free trial — —
Deployment Cloud Cloud, Self-hosted
Platforms Web Web
Support Tickets, Community, Docs · 24/7 Email, Docs
Compliance SOC 2, ISO 27001, GDPR, HIPAA SOC 2, PCI DSS
Integrations 13 integrations 12 integrations
Built for Mid-market, Enterprise Mid-market, Enterprise
Features Google Cloud Lakehouse for Apache Iceberg 4/4 · Onehouse Cloud 4/4
SQL analytics ✓ ✓
ACID transactions ✓ ✓
Streaming ingestion ✓ ✓
Governance catalog ✓ ✓
Specs
Storage model Both Both
Table format support Both Both
Our review
Pros
  • Managed Iceberg tables with REST Catalog and BigQuery SQL
  • Interoperability with Spark, Flink, Hive, and Trino
  • Governance, CDC, automated maintenance, and federation features
  • Supports Apache Hudi, Apache Iceberg, and Delta Lake
  • Combines SQL, Spark, streaming, and database CDC pipelines
  • Synchronizes external catalogs and access controls
Cons
  • No standalone free plan
  • Usage-based pricing spans several charge categories
  • Cross-cloud federation supports selected external catalogs
  • Customers pay their own cloud infrastructure costs
  • Requires a customer virtual private cloud deployment
  • Founded in 2021, with a shorter operating history
Our verdict

Google Cloud Lakehouse for Apache Iceberg is a managed lakehouse platform for analytical, transactional, streaming, and AI workloads built on open table formats. It is aimed at organizations that want managed Apache Iceberg tables, a…

Read the review →

Onehouse Cloud is a managed data lakehouse platform for data engineering, analytics, artificial intelligence, and machine-learning workloads. It runs in the customer's virtual private cloud and supports ingestion from streaming, database,…

Read the review →
  1. Google Cloud Lakehouse for Apache IcebergData Lakehouse Platforms 8.5Paid
  2. Onehouse CloudData Lakehouse Platforms 8.3Paid

Strengths and trade-offs

  • Google Cloud Lakehouse for Apache Iceberg — where it wins

    • Managed Iceberg tables with REST Catalog and BigQuery SQL
    • Interoperability with Spark, Flink, Hive, and Trino
    • Governance, CDC, automated maintenance, and federation features

    Where it doesn't

    • No standalone free plan
    • Usage-based pricing spans several charge categories
    • Cross-cloud federation supports selected external catalogs
  • Onehouse Cloud — where it wins

    • Supports Apache Hudi, Apache Iceberg, and Delta Lake
    • Combines SQL, Spark, streaming, and database CDC pipelines
    • Synchronizes external catalogs and access controls

    Where it doesn't

    • Customers pay their own cloud infrastructure costs
    • Requires a customer virtual private cloud deployment
    • Founded in 2021, with a shorter operating history

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update