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Can you compare Apache Iceberg and Hudi for update-heavy transactional data lakes running on top of Amazon S3 storage?

ChatGPTgpt-63 queries10/31/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Apache Iceberg and Hudi for update-heavy transactional data lakes running on top of Amazon S3 storage?
3 real searches · 1 real-search pass
Apache Iceberg official documentation updates deletes snapshots AWS S3 object storage commit requirementsGoogle ↗
OBSERVED
Apache Hudi official documentation record level index upsert Copy on Write Merge on Read S3Google ↗
OBSERVED
AWS guidance Apache Iceberg vs Apache Hudi Amazon S3 transactional data lakeGoogle ↗
OBSERVED

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Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Apache Iceberg official documentation updates deletes snapshots AWS S3 object storage commit requirements Google ↗
Apache Hudi official documentation record level index upsert Copy on Write Merge on Read S3 Google ↗
AWS guidance Apache Iceberg vs Apache Hudi Amazon S3 transactional data lake Google ↗
  1. Spec · iceberg.apache.org
  2. Indexes · hudi.apache.org
  3. Concepts · hudi.apache.org
  4. Table & Query Types · hudi.apache.org
  5. Write Operations · hudi.apache.org
  6. Working with Apache Iceberg V3 · docs.aws.amazon.com
  7. What is Upsert on a Data Lake? · hudi.incubator.apache.org
  8. Performance · hudi.apache.org
  9. Modern data lakes · docs.aws.amazon.com
  10. Apache Hudi vs Apache Iceberg Performance: What Benchmarks Show, and What We Measured · hudi.apache.org
  11. Optimizing storage · docs.aws.amazon.com
  12. Apache Hudi Technical Specification 1.0 · hudi.apache.org
  13. Apache Hudi vs Apache Iceberg for Streaming Ingestion · hudi.apache.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Apache Iceberg official documentation updates deletes snapshots AWS S3 object storage commit requirements
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Apache Hudi official documentation record level index upsert Copy on Write Merge on Read S3
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
AWS guidance Apache Iceberg vs Apache Hudi Amazon S3 transactional data lake
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1