DEV Community

Apache SeaTunnel
Apache SeaTunnel

Posted on

What Happened in Apache SeaTunnel? This March You Shouldn’t Miss

Hey there! The March 2026 report is here. The Apache SeaTunnel community has been incredibly active. A total of 26 contributors participated, version 2.3.13 was released, five new connectors were added, and major improvements were made across the core engine, file connectors, CDC, and Transform modules. More than 20 bugs were also fixed.

On top of that, infrastructure upgrades were rolled out. Whether you’re an enterprise or individual user, it’s a great time to upgrade, explore new features, and stay in sync with the community momentum.

Reporting period March 1, 2026 to March 30, 2026

1. Release Overview

Version Release Date Notes
2.3.13 March 14, 2026 Released this month with 50+ new features and 20+ bug fixes

Download
https://seatunnel.apache.org/download

2. Key Updates in Version 2.3.13

2.1 New Connectors

Connector Description PR
HugeGraph Sink Adds support for Apache HugeGraph #10002
DuckDB Introduces DuckDB as both Source and Sink #10285
Lance Adds support for writing to Lance datasets #9894
AWS DSQL Adds AWS DSQL Sink connector #9739
IoTDB Adds Source and Sink support for IoTDB 2.x #9872

2.2 Core Engine Enhancements

Module Feature PR
Zeta Engine Supports arbitrarily nested arrays and map types #9881
Zeta Engine Adds min-pause checkpoint configuration #9804
Zeta Engine Introduces REST API to inspect pending queue details #10078
Flink Adds support for Flink 1.20.1 #9576
Flink Enables schema evolution for CDC sources #9867
Metrics Adds sink committed metrics and commit rate calculation #10233

2.3 File Connector Improvements

Connector Enhancement PR
HdfsFile Enables parallel reading for large files #10332
LocalFile Supports chunked parallel reading for CSV, TEXT, JSON files #10142
Parquet Adds logical partitioning support #10239
HdfsFile and LocalFile Adds sync_mode=update support #10437, #10268
HBase Supports time-range scanning #10318
Hive Supports automatic failover across multiple Metastore URIs #10253

2.4 CDC Improvements

Feature Description PR
Maxwell Canal Debezium Optimizes JSON format and supports merging update_before and update_after #9805
Kafka Adds Protobuf deserialization support via Schema Registry wire format #10183
Kafka Injects record timestamp as EventTime metadata #9994
MySQL CDC Optimizes wait time for schema evolution #10040

2.5 Transform Enhancements

Transformation Feature PR
Multimodal Embeddings Adds support for multimodal embeddings #9673
RegexExtract Introduces regex-based extraction transform #9829
SQL to Paimon Adds support for MERGE INTO syntax #10206

3. Bug Fixes in Version 2.3.13

Module Issue PR
CSV Reader Fixes parsing failure caused by empty first column #10383
ClickHouse Improves batch parallel reads by replacing limit offset with last batch sort value #9801
PostgreSQL Adds support for TIMESTAMP_TZ type #10048
Redis Fixes cluster mode bug and adds end-to-end tests #9869
MongoDB Improves writer close logic #10051
Elasticsearch Optimizes resource cleanup for Scroll API #10124
MySQL CDC Optimizes schema evolution wait time #10040

4. Community Highlights

Contributors in March 2026

Rank Contributor PR Count Role
🏅 @zhangshenghang 6 Contributor
🥈 @yzeng1618 4 Contributor
🥈 @davidzollo 4 Contributor
🥈 @chl-wxp 4 Contributor
🥉 @liunaijie 3 Contributor
🥉 @dybyte 3 Contributor
🥉 @ricky2129 3 Contributor
🥉 @corgy-w 3 Contributor
@zooo-code 2 Contributor
@kuleat 2 Contributor
@LeonYoah 2 Contributor
@OmkarK-7 1 Contributor
@icekimchi 1 Contributor
@assokhi 1 Contributor
@Sephiroth1024 1 Contributor
@Best2Two 1 Contributor
@ic4y 1 Contributor
@misi1987107 1 Contributor
@CosmosNi 1 Contributor
@chocoboxxf 1 Contributor
@xiaochen-zhou 1 Contributor
@qingzheguo-flash 1 Contributor
@rameshreddy-adutla 1 Contributor
@CNF96 1 Contributor
@MuraliMon 1 Contributor
@ocean-zhc 1 Contributor

A total of 51 PRs were merged in March. Huge thanks to all 26 contributors.

Full contributor list
https://github.com/apache/seatunnel/graphs/contributors

Infrastructure Updates

End-to-end test Docker images migrated to the seatunnelhub repository
JDK Docker images upgraded
CI timeout optimization with Kafka set to 140 minutes and Kudu to 60 minutes
Added Metalake support for managing data source metadata

5. Recommendations for Enterprises

Upgrade Guidance

Production environments are strongly recommended to upgrade to version 2.3.13
This release includes more than 50 new features and over 20 bug fixes

Features to Watch

New connectors including HugeGraph, DuckDB, IoTDB, AWS DSQL, and Lance
Improved large file processing with parallel chunked reads in HdfsFile and LocalFile
Enhanced CDC capabilities including schema evolution and multi-format Kafka support
Improved observability with new sink committed metrics
Support for Flink 1.20.1

Notes

Some connector APIs have changed, so reviewing the upgrade documentation is recommended
Using the seatunnelhub image repository is strongly encouraged

6. Key Metrics

Metric March Data
Releases 1 release (2.3.13)
New Connectors 5+
Feature Enhancements 50+
Bug Fixes 20+
Contributors 50+

7. What’s Coming Next

Further optimization of CDC performance
More cloud-native data source integrations
Improved metrics and monitoring capabilities

Compiled and edited by the SeaTunnel Community

Top comments (0)