Starburst Data Platform vs Google Cloud Lakehouse for Apache Iceberg

Starburst Data Platform8.9Visit Google Cloud Lakehouse for Apache Iceberg8.5Visit

Higher score Starburst Data Platform #3 in Data Lakehouse Platforms 8.9/10 Free plan · 30-day trial Free planFree trial✓ 4 of 4 features Visit Starburst

vs

Google Cloud Lakehouse for Apache Iceberg #6 in Data Lakehouse Platforms 8.5/10 Paid ✓ 4 of 4 features Visit Google Cloud

• Starburst Data Platform fits best

  Trino-based lakehouse and federated analytics

• Google Cloud Lakehouse for Apache Iceberg fits best

  Managed Iceberg on Google Cloud

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature	Starburst Data Platform 8.9/10 Visit ↗	Google Cloud Lakehouse for Apache Iceberg 8.5/10 Visit ↗
At a glance
Editor score	8.9	8.5
Ranking	#3 in Data Lakehouse Platforms	#6 in Data Lakehouse Platforms
Best for	Trino-based lakehouse and federated analytics	Managed Iceberg on Google Cloud
Pricing model	Free plan + paid	Paid
Starting price	$0.50/unit usage-based	—
Free plan	✓ (best)	—
Free trial	30 days	—
Deployment	Cloud, Self-hosted	Cloud
Platforms	Web	Web
Support	Live chat, Community, Docs, Tickets · 24/7	Tickets, Community, Docs · 24/7
Compliance	SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML	SOC 2, ISO 27001, GDPR, HIPAA
Integrations	50+ integrations	13 integrations
Built for	Small business, Mid-market, Enterprise	Mid-market, Enterprise
Features Starburst Data Platform 4/4 · Google Cloud Lakehouse for Apache Iceberg 4/4
SQL analytics	✓	✓
ACID transactions	✓	✓
Streaming ingestion	✓	✓
Governance catalog	✓	✓
Specs
Storage model	Both	Both
Table format support	Both	Both
Our review
Pros	Federated querying across 50+ data sources Trino SQL with Apache Iceberg lakehouse tables Governance controls, compaction, and metadata discovery	Managed Iceberg tables with REST Catalog and BigQuery SQL Interoperability with Spark, Flink, Hive, and Trino Governance, CDC, automated maintenance, and federation features
Cons	Usage-based pricing varies by tier, provider, and region Free is limited to 3 clusters and standard execution Advanced governance and support require higher tiers	No standalone free plan Usage-based pricing spans several charge categories Cross-cloud federation supports selected external catalogs
Our verdict	Starburst Data Platform brings SQL analytics, federation, ingestion, governance, and data sharing into one lakehouse platform. It is designed for teams working across cloud, on-premises, and hybrid environments, with Starburst Galaxy as a… Read the review →	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 →

Strengths and trade-offs

• Starburst Data Platform — where it wins

  • Federated querying across 50+ data sources
  • Trino SQL with Apache Iceberg lakehouse tables
  • Governance controls, compaction, and metadata discovery

  Where it doesn't

  • Usage-based pricing varies by tier, provider, and region
  • Free is limited to 3 clusters and standard execution
  • Advanced governance and support require higher tiers

• 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

• Starburst Data Platform8.9/10 · Free plan · 30-day trial

  A broad Trino-based lakehouse for federated SQL, ingestion, and governed analytics.

  Visit StarburstFull verdict →
• Google Cloud Lakehouse for Apache Iceberg8.5/10 · Paid

  A managed Iceberg lakehouse for Google Cloud teams using BigQuery and open engines.

  Visit Google CloudFull verdict →