Real ChatGPT answer · index seedzo2GNBAPoMYcompleteB2B software · data and analytics platformscommercial

We are drowning in cloud storage costs using parquet files, so can Apache Iceberg really save us money and how hard is it to set up?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are drowning in cloud storage costs using parquet files, so can Apache Iceberg really save us money and how hard is it to set up?
2 real searches · 1 real-search pass
Apache Iceberg official documentation maintenance compaction expire snapshots orphan files partition evolution parquet metadata query planningGoogle ↗
OBSERVED
Apache Iceberg cloud data lake cost optimization small files compaction snapshot expiration storage costsGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Apache Iceberg official documentation maintenance compaction expire snapshots orphan files partition evolution parquet metadata query planning Google ↗
Apache Iceberg cloud data lake cost optimization small files compaction snapshot expiration storage costs Google ↗
  1. Maintenance · iceberg.apache.org
  2. Optimizing storage · docs.aws.amazon.com
  3. Iceberg architecture · iceberg.apache.org
  4. site/docs/maintenance.md - iceberg · apache.googlesource.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Apache Iceberg official documentation maintenance compaction expire snapshots orphan files partition evolution parquet metadata query planning
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Apache Iceberg cloud data lake cost optimization small files compaction snapshot expiration storage costs
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1