Real ChatGPT answer · index seedpjPy002BBJQcompleteB2B software · data and analytics platformscommercial
I need a breakdown of the best analytics platforms that make setting up open table formats like Iceberg or Delta Lake relatively painless.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a breakdown of the best analytics platforms that make setting up open table formats like Iceberg or Delta Lake relatively painless.
7 real searches · 1 real-search pass
best analytics platforms managed Apache Iceberg Delta Lake support 2026 Databricks Snowflake BigQuery Microsoft Fabric Dremio Starburst officialGoogle ↗
OBSERVED
Databricks Unity Catalog Iceberg Delta Lake managed tables official documentation 2026Google ↗
OBSERVED
Snowflake Apache Iceberg tables catalog integration managed Iceberg official documentationGoogle ↗
OBSERVED
Google BigQuery Apache Iceberg BigLake tables official documentationGoogle ↗
OBSERVED
Microsoft Fabric lakehouse Delta Lake Apache Iceberg support official documentationGoogle ↗
OBSERVED
Dremio Apache Iceberg lakehouse catalog reflections official documentationGoogle ↗
OBSERVED
Starburst Galaxy Apache Iceberg managed catalog official documentationGoogle ↗
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 7 queries…
Searches and sources
ChatGPT7 real searches · gpt-6
best analytics platforms managed Apache Iceberg Delta Lake support 2026 Databricks Snowflake BigQuery Microsoft Fabric Dremio Starburst official Google ↗
Databricks Unity Catalog Iceberg Delta Lake managed tables official documentation 2026 Google ↗
Snowflake Apache Iceberg tables catalog integration managed Iceberg official documentation Google ↗
Google BigQuery Apache Iceberg BigLake tables official documentation Google ↗
Microsoft Fabric lakehouse Delta Lake Apache Iceberg support official documentation Google ↗
Dremio Apache Iceberg lakehouse catalog reflections official documentation Google ↗
Starburst Galaxy Apache Iceberg managed catalog official documentation Google ↗
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
7 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best analytics platforms managed Apache Iceberg Delta Lake support 2026 Databricks Snowflake BigQuery Microsoft Fabric Dremio Starburst official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Databricks Unity Catalog Iceberg Delta Lake managed tables official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Snowflake Apache Iceberg tables catalog integration managed Iceberg official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Google BigQuery Apache Iceberg BigLake tables official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Microsoft Fabric lakehouse Delta Lake Apache Iceberg support official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Dremio Apache Iceberg lakehouse catalog reflections official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Starburst Galaxy Apache Iceberg managed catalog official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |