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Trino query engine on Apache Iceberg — optimization, predicate pushdown, connector tuning, and integration with Iceberg lakehouses.

4 articles

Apache Iceberg Multi-Engine Architecture — Spark, Trino, Snowflake, and Athena on the same Iceberg tables
Data PlatformsApache IcebergTrinoApache Spark

Apache Iceberg Multi-Engine Architecture: Spark, Trino, Snowflake, Athena on the Same Tables

How production Iceberg lakehouses run Spark, Trino, Snowflake, Athena, Flink, and DuckDB on the same tables — covering engine decoupling, write isolation, conflict resolution, catalog coordination, read path optimization, query routing, cross-engine governance, and the control plane that ties it together.

Jonathan Saring
Jonathan Saring
26 min read
Apache Iceberg with Trino Optimization — Trino logo with an optimization gauge sending query streams into a geometric iceberg, with performance metric icons for throughput, latency, and efficiency
Apache IcebergTrinoCompactionLakeOps

Apache Iceberg with Trino: Performance Optimization Guide

A practical guide to optimizing Apache Iceberg queries and table maintenance with Trino — covering scan planning, predicate pushdown, file pruning, Trino-side tuning, maintenance procedures, physical layout optimization, and how a dedicated control plane eliminates JVM overhead while adding cross-engine intelligence.

Chris P
Chris P
18 min read
Multiple Query Engines with Iceberg — Ferris the Rust crab routing queries to Trino, Snowflake, DataFusion, Databricks, Presto, ClickHouse, DuckDB, and Apache Spark over an Iceberg Lakehouse
Apache IcebergQueryFluxTrinoLakehouse

Routing Multiple Query Engines with Iceberg

How to route queries across Trino, Spark, DuckDB, Snowflake, Athena, and Flink on shared Iceberg tables — covering the architecture of a SQL routing proxy, dialect translation, routing strategies, table-aware optimization, and the tooling that makes it work.

Rob M
Rob M
18 min read
Introducing QueryFlux: Open-Source Universal Multi-Engine Query Router and SQL ProxyExternal
QueryFluxApache IcebergData PlatformsTrino

Introducing QueryFlux: Open-Source Universal Multi-Engine Query Router and SQL Proxy

QueryFlux is a universal SQL proxy and multi-engine query router in Rust—one access layer in front of Trino, DuckDB, StarRocks, and Athena with routing, dialect translation, and observability.

Jonathan Saring
12 min read