What is the best approach to implement Apache Iceberg open table format on top of our existing S3 data lake using AWS Glue catalogs
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best approach to implement Apache Iceberg open table format on top of our existing S3 data lake using AWS Glue catalogs
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). 2 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
AWS Glue Data Catalog Apache Iceberg documentation create migrate existing tables Athena Glue Spark Iceberg 2026 Google ↗
Apache Iceberg AWS Glue catalog best practices compaction orphan files Glue 5.0 documentation Google ↗
- Apache Iceberg AWS integration documentation · github.com
- Optimizing Iceberg tables · docs.aws.amazon.com
- Compaction optimization · docs.aws.amazon.com
- Deleting orphan files · docs.aws.amazon.com
- AWS Glue Data Catalog now supports storage optimization of Apache Iceberg tables · aws.amazon.com
- AWS Glue Data Catalog supports automatic optimization of Apache Iceberg tables through your Amazon VPC · aws.amazon.com
- Migrating existing tables to Iceberg · docs.aws.amazon.com
- AWS Prescriptive Guidance · docs.aws.amazon.com
- Query Apache Iceberg tables · docs.aws.amazon.com
- General best practices · docs.aws.amazon.com
- Using Apache Iceberg on AWS · docs.aws.amazon.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AWS Glue Data Catalog Apache Iceberg documentation create migrate existing tables Athena Glue Spark Iceberg 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Apache Iceberg AWS Glue catalog best practices compaction orphan files Glue 5.0 documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |