Real ChatGPT answer · index seedlnWMiyZJDHwcompleteB2B software · data and analytics platformscommercial
I need a breakdown of the performance differences between Apache Iceberg and Hudi to help our engineering team choose the right open table format this quarter.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a breakdown of the performance differences between Apache Iceberg and Hudi to help our engineering team choose the right open table format this quarter.
5 real searches · 1 real-search pass
Apache Iceberg vs Apache Hudi performance benchmark upserts analytical reads 2025 2026Google ↗
OBSERVED
Apache Iceberg documentation table maintenance manifest scan planning write distribution Apache Hudi documentation indexing record level index MOR COWGoogle ↗
OBSERVED
Apache Hudi vs Iceberg benchmark CDC streaming ingestion query performance benchmarkGoogle ↗
OBSERVED
site:iceberg.apache.org/docs/latest performance query planning manifests compaction delete files maintenance Apache IcebergGoogle ↗
OBSERVED
Apache Iceberg Hudi engine support interoperability Spark Flink Trino documentation 2026Google ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 5 queries…
Searches and sources
ChatGPT5 real searches · gpt-6
Apache Iceberg vs Apache Hudi performance benchmark upserts analytical reads 2025 2026 Google ↗
Apache Iceberg documentation table maintenance manifest scan planning write distribution Apache Hudi documentation indexing record level index MOR COW Google ↗
Apache Hudi vs Iceberg benchmark CDC streaming ingestion query performance benchmark Google ↗
site:iceberg.apache.org/docs/latest performance query planning manifests compaction delete files maintenance Apache Iceberg Google ↗
Apache Iceberg Hudi engine support interoperability Spark Flink Trino documentation 2026 Google ↗
- Indexes · hudi.apache.org
- Performance · hudi.apache.org
- The Hudi Stack · hudi.apache.org
- Spec · iceberg.apache.org
- Maintenance · iceberg.apache.org
- Structured Streaming · iceberg.apache.org
- Using Apache Hudi with Apache Iceberg: Interoperability via Apache XTable · hudi.incubator.apache.org
- Apache Hudi vs Apache Iceberg Performance: What Benchmarks Show, and What We Measured · hudi.apache.org
- iceberg/site/docs/multi-engine-support.md at main · apache/iceberg · github.com
- Multi-Engine Support · iceberg.apache.org
- Integrations · hudi.apache.org
Queries
5 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Apache Iceberg vs Apache Hudi performance benchmark upserts analytical reads 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Apache Iceberg documentation table maintenance manifest scan planning write distribution Apache Hudi documentation indexing record level index MOR COW OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Apache Hudi vs Iceberg benchmark CDC streaming ingestion query performance benchmark OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
site:iceberg.apache.org/docs/latest performance query planning manifests compaction delete files maintenance Apache Iceberg OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Apache Iceberg Hudi engine support interoperability Spark Flink Trino documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |