dbt alternatives in 2026: 22 tools like dbt

Closest: Data Processing

Apache Spark

Unified analytics engine for large-scale data

Curated

0 use thisCompare with dbt
Redpanda

Kafka-compatible streaming platform without ZooKeeper

Curated

0 use thisCompare with dbt
AF

Apache Flink

Stateful stream processing framework

CuratedLinuxMac

0 use thisCompare with dbt
AH

Apache Hadoop

Distributed storage and processing framework

CuratedLinux

0 use thisCompare with dbt
AK

Apache Kafka

Distributed event streaming platform

Curated

0 use thisCompare with dbt
AP

Apache Pulsar

Cloud-native distributed messaging and streaming

Curated

0 use thisCompare with dbt

More in Data Engineering

Airbyte

Open-source data integration platform

CuratedWeb

0 use thisCompare with dbt
dltHub

Open-source data load tool for Python-first pipelines

Curated

0 use thisCompare with dbt
Fivetran

Automated data movement platform

CuratedWeb

0 use thisCompare with dbt
Meltano

Open-source ELT platform for Singer taps and targets

Curated

0 use thisCompare with dbt
Stitch

Cloud ETL platform, now part of Qlik

Curated

0 use thisCompare with dbt
Apache Iceberg

Open table format for large analytic datasets

Curated

0 use thisCompare with dbt
Delta Lake

Open-source storage framework for data lakehouses

Curated

0 use thisCompare with dbt
Alation

Enterprise data intelligence platform

Curated

0 use thisCompare with dbt
Amundsen

Archived data discovery and metadata engine originally built at Lyft

Curated

0 use thisCompare with dbt
Apache Atlas

Data governance and metadata management

Curated

0 use thisCompare with dbt
DataHub

Metadata platform for data ecosystem

CuratedWeb

0 use thisCompare with dbt
OpenMetadata

Open standard for metadata and data discovery

Curated

0 use thisCompare with dbt
Mostly AI

Enterprise synthetic data generation platform

Curated

0 use thisCompare with dbt
SDV

Synthetic Data Vault for tabular and relational data

Curated

0 use thisCompare with dbt
YData

Synthetic data generation for ML and testing

Curated

0 use thisCompare with dbt
AH

Apache Hudi

Transactional data lake platform

Curated

0 use thisCompare with dbt

Questions

What are the closest alternatives to dbt?

Apache Spark, Redpanda and Apache Flink sit on the same sub-line as dbt (Data Processing) on AI Landscape, with 3 more.

How are these alternatives chosen?

They are the other products on the Data Engineering stop of the map: curated products first, the ones on dbt's sub-line before the rest, then by name until members have marked enough of them.