The ReplacingMergeTree Alternative for Predictable ClickHouse Deduplication

If you've run into ReplacingMergeTree's unpredictable merge timing, FINAL query overhead, or inability to handle late events, GlassFlow fixes all three by moving deduplication upstream, before data reaches ClickHouse.

GlassFlow, ReplacingMergeTree ClickHouse, OpenTelemetry, Kafka, ClickHouse performance

More control

With GlassFlow your data is immediately deduplicated. That means that your query results are correct without any delays.

Less Load

Drop duplicates and reduce the data volume on your ClickHouse. That makes your system faster and cheaper to run.

Clean Data

By deduplicating before ingestion you ensure that only clean data reaches your ClickHouse.

How GlassFlow compares to ReplacingMergeTree

See how GlassFlow performs against to ClickHouse's ReplacingMergeTree or any self-built services for data deduplication

Deduplication

Immediate range

Late event management

Stateful store included

Quick to start

Reduced load for ClickHouse

Low maintanance effort

Open source

ClickHouse

ReplaceMergingTree

Go
Service

Why Teams Move Away from ReplacingMergeTree

Uncontrollable merge timing, FINAL query overhead, and no late-event handling. Read why RMT falls short for real-time deduplication and what to use instead.

Frequently asked questions

Feel free to contact us if you have any questions after reviewing our FAQs.

Do you have a demo?
How is GlassFlow’s deduplication different from ClickHouse’s ReplacingMergeTree?
How does GlassFlow’s deduplication work?
Why do duplicates happen in real-time data pipelines?
What happens during failures? Can you lose or duplicate data?
What is the load that GlassFlow can handle?
How do I self-host GlassFlow?

Data transformations at TB scale for ClickHouse

Get query ready data, lower ClickHouse load, and reliable pipelines at enterprise scale.

Data transformations at TB scale for ClickHouse

Get query ready data, lower ClickHouse load, and reliable pipelines at enterprise scale.

Data transformations at TB scale for ClickHouse

Get query ready data, lower ClickHouse load, and reliable pipelines at enterprise scale.