Real ChatGPT answer · index seedQ4f4lDmyFgIcompleteB2B software · data and analytics platformscommercial
What are the best open table format tools for a growing e-commerce startup that uses AWS and needs to keep storage costs low?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best open table format tools for a growing e-commerce startup that uses AWS and needs to keep storage costs low?
2 real searches · 1 real-search pass
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.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Apache Iceberg Delta Lake Apache Hudi comparison AWS S3 Glue Athena open table formats 2026 Google ↗
AWS guidance Apache Iceberg S3 storage optimization compaction small files Athena Glue Data Catalog Google ↗
- Official website · iceberg.apache.org
- Compaction optimization · docs.aws.amazon.com
- Optimizing Iceberg tables · docs.aws.amazon.com
- Choosing an open table format for your transactional data lake on AWS · aws.amazon.com
- Official website · delta.io
- Official website · hudi.apache.org
- Official website · paimon.apache.org
- Using Data Lake frameworks with AWS Glue Studio · docs.aws.amazon.com
- Maintaining tables by using compaction · docs.aws.amazon.com
- Apache Iceberg documentation · iceberg.apache.org
- AWS Prescriptive Guidance for Iceberg · docs.aws.amazon.com
- Apache Hudi documentation · hudi.apache.org
- Delta Lake documentation · docs.delta.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Apache Iceberg Delta Lake Apache Hudi comparison AWS S3 Glue Athena open table formats 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
AWS guidance Apache Iceberg S3 storage optimization compaction small files Athena Glue Data Catalog OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |