diff --git a/docs/understanding/compatibility-engines.mdx b/docs/understanding/compatibility-engines.mdx
index 361afe62..41e5b5d8 100644
--- a/docs/understanding/compatibility-engines.mdx
+++ b/docs/understanding/compatibility-engines.mdx
@@ -8,26 +8,26 @@ sidebar_label: Compatibility with Query Engines
 
 You can query OLake Go Iceberg tables from multiple engines. The table below shows catalog compatibility at a glance, with links to setup guides.
 
-| Query Tool            | AWS Glue | Hive Metastore | JDBC  | REST Generic  | Lakekeeper | Unity | Polaris | S3 Tables | Nessie | Docs                                                                                      |
-|-----------------------|--------|--------|--------|--------|------------|-------|---------|-----------|--------|-------------------------------------------------------------------------------------------|
-| Amazon Athena         | ✅        | ❌              | ❌     | ❌     | ❌          | ❌     | ❌       | ✅         | ❌      | [AWS Docs](https://docs.aws.amazon.com/athena/latest/ug/querying-iceberg.html)            |
-| Apache Spark (v3.3+)  | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | [Spark Docs](https://iceberg.apache.org/docs/latest/spark-configuration/)                 |
-| Apache Flink (v1.18+) | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | [Flink Docs](https://iceberg.apache.org/docs/latest/flink-configuration/)                 |
-| Trino (v475 +)        | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | [Trino Docs](https://trino.io/docs/current/object-storage/metastores.html)                |
-| Starburst Enterprise  | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | [Starburst Docs](https://docs.starburst.io/latest/object-storage/metastores.html)         |
-| [Presto](/blog/building-open-data-lakehouse-with-olake-presto) (v0.288 +)     | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ❌         | ✅      | [Presto Guide](https://ibm.github.io/presto-iceberg-lab/lab-1/)                           |
-| Apache Hive (v4.2.0)    | ✅        | ✅              | ❌     | ✅     | ✅          | ✅     | ✅       | ❌         | ✅      | [Hive Docs](https://iceberg.apache.org/docs/latest/hive/)                                 |
-| Apache Impala (v5.0)  | ❌        | ✅              | ❌     | ✅     | ✅          | ❌      | ✅       | ❌         | ✅      | [Impala Docs](https://impala.apache.org/docs/build/html/topics/impala_iceberg.html)       |
-| Dremio (v25/26)       | ✅        | ✅              | ❌     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | [Dremio Docs](https://docs.dremio.com/dremio-cloud/bring-data/connect/catalogs/)         |
-| DuckDB (v1.2.1)       | ✅        | ❌              | ❌     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | [DuckDB Docs](https://duckdb.org/docs/stable/extensions/iceberg/overview.html)            |
-| ClickHouse (v25.8 +)  | ✅        | ✅              | ❌     | ✅     | ✅          | ✅     | ✅       | ❌         | ✅      | [ClickHouse Docs](https://clickhouse.com/docs/engines/table-engines/integrations/iceberg) |
-| StarRocks (v4.0 +)    | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | [StarRocks Docs](https://docs.starrocks.io/docs/quick_start/iceberg/)                     |
-| Apache Doris (v3.1 +) | ✅        | ✅              | ❌     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | [Doris Docs](https://doris.apache.org/docs/dev/lakehouse/best-practices/doris-iceberg)    |
-| BigQuery (BigLake)    | ✅        | ❌              | ❌     | ❌     | ❌          | ⚠️     | ❌       | ❌         | ❌      | [BigQuery Docs](https://docs.cloud.google.com/lakehouse/docs/about-cross-cloud-lakehouse)           |
-| Snowflake (GA)        | ⚠️        | ❌              | ❌     | ⚠️     | ⚠️          | ⚠️     | ⚠️       | ⚠️         | ⚠️      | [Snowflake Docs](https://docs.snowflake.com/en/user-guide/tables-iceberg)                 |
-| Databricks (Spark)    | ✅        | ✅              | ✅     | ✅     | ✅          | ⚠️     | ✅       | ✅         | ✅      | [Databricks Docs](https://docs.databricks.com/external-access/iceberg)                    |
-| AWS Redshift              | ✅        | ❌               | ❌      | ❌       |  ❌          | ⚠️        | ✅         |  ✅          |  ❌      |  [Redshift Docs](https://docs.aws.amazon.com/redshift/latest/dg/querying-iceberg.html)                          |
-| Azure Synapse Analytics              | ✅        | ✅               | ✅      | ✅       |  ✅          | ❌       |  ✅        |  ✅          | ✅       |   [Synapse Docs](https://learn.microsoft.com/en-us/azure/data-factory/format-iceberg)                         |
+| Query Tool            | AWS Glue | Hive Metastore | JDBC  | REST Generic  | Lakekeeper | Unity | Polaris | S3 Tables | Nessie | BigLake | Docs                                                                                      |
+|-----------------------|--------|--------|--------|--------|------------|-------|---------|-----------|--------|--------|-------------------------------------------------------------------------------------------|
+| Amazon Athena         | ✅        | ❌              | ❌     | ❌     | ❌          | ❌     | ❌       | ✅         | ❌      | ❌      | [AWS Docs](https://docs.aws.amazon.com/athena/latest/ug/querying-iceberg.html)            |
+| Apache Spark (v3.3+)  | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | ✅      | [Spark Docs](https://iceberg.apache.org/docs/latest/spark-configuration/)                 |
+| Apache Flink (v1.18+) | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | ✅      | [Flink Docs](https://iceberg.apache.org/docs/latest/flink-configuration/)                 |
+| Trino (v475 +)        | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | ✅      | [Trino Docs](https://trino.io/docs/current/object-storage/metastores.html)                |
+| Starburst Enterprise  | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | ✅      | [Starburst Docs](https://docs.starburst.io/latest/object-storage/metastores.html)         |
+| [Presto](/blog/building-open-data-lakehouse-with-olake-presto) (v0.288 +)     | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ❌         | ✅      | ❌      | [Presto Guide](https://ibm.github.io/presto-iceberg-lab/lab-1/)                           |
+| Apache Hive (v4.2.0)    | ✅        | ✅              | ❌     | ✅     | ✅          | ✅     | ✅       | ❌         | ✅      | ✅  | [Hive Docs](https://iceberg.apache.org/docs/latest/hive/)                                 |
+| Apache Impala (v5.0)  | ❌        | ✅              | ❌     | ✅     | ✅          | ❌      | ✅       | ❌         | ✅      | ❌      | [Impala Docs](https://impala.apache.org/docs/build/html/topics/impala_iceberg.html)       |
+| Dremio (v25/26)       | ✅        | ✅              | ❌     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | ✅ | [Dremio Docs](https://docs.dremio.com/dremio-cloud/bring-data/connect/catalogs/)         |
+| DuckDB (v1.2.1)       | ✅        | ❌              | ❌     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | ❌ | [DuckDB Docs](https://duckdb.org/docs/stable/extensions/iceberg/overview.html)            |
+| ClickHouse (v25.8 +)  | ✅        | ✅              | ❌     | ✅     | ✅          | ✅     | ✅       | ❌         | ✅      | ✅ | [ClickHouse Docs](https://clickhouse.com/docs/engines/table-engines/integrations/iceberg) |
+| StarRocks (v4.0 +)    | ✅        | ✅              | ✅     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | ✅ | [StarRocks Docs](https://docs.starrocks.io/docs/quick_start/iceberg/)                     |
+| Apache Doris (v3.1 +) | ✅        | ✅              | ❌     | ✅     | ✅          | ✅     | ✅       | ✅         | ✅      | ✅  | [Doris Docs](https://doris.apache.org/docs/dev/lakehouse/best-practices/doris-iceberg)    |
+| BigQuery (BigLake)    | ✅        | ❌              | ❌     | ❌     | ❌          | ⚠️     | ❌       | ❌         | ❌      | ✅ | [BigQuery Docs](https://docs.cloud.google.com/lakehouse/docs/about-cross-cloud-lakehouse)           |
+| Snowflake (GA)        | ⚠️        | ❌              | ❌     | ⚠️     | ⚠️          | ⚠️     | ⚠️       | ⚠️         | ⚠️      | ⚠️ | [Snowflake Docs](https://docs.snowflake.com/en/user-guide/tables-iceberg)                 |
+| Databricks (Spark)    | ✅        | ✅              | ✅     | ✅     | ✅          | ⚠️     | ✅       | ✅         | ✅      | ✅ | [Databricks Docs](https://docs.databricks.com/external-access/iceberg)                    |
+| AWS Redshift              | ✅        | ❌               | ❌      | ❌       |  ❌          | ⚠️        | ✅         |  ✅          |  ❌      | ❌ | [Redshift Docs](https://docs.aws.amazon.com/redshift/latest/dg/querying-iceberg.html)                          |
+| Azure Synapse Analytics              | ✅        | ✅               | ✅      | ✅       |  ✅          | ❌       |  ✅        |  ✅          | ✅       | ❌ |  [Synapse Docs](https://learn.microsoft.com/en-us/azure/data-factory/format-iceberg)                         |
 
 :::info Symbol Guide
 - ✅  — Query Engine connects to this catalog and reliably reads what OLake Go writes