Apache Spark alternatives in 2026: 22 tools like Apache Spark

Closest: Data Processing

dbt

Data transformation tool for analytics engineers

CuratedLinuxMacWebWindows

0 use thisCompare with Apache Spark
Redpanda

Kafka-compatible streaming platform without ZooKeeper

Curated

0 use thisCompare with Apache Spark
AF

Apache Flink

Stateful stream processing framework

CuratedLinuxMac

0 use thisCompare with Apache Spark
AH

Apache Hadoop

Distributed storage and processing framework

CuratedLinux

0 use thisCompare with Apache Spark
AK

Apache Kafka

Distributed event streaming platform

Curated

0 use thisCompare with Apache Spark
AP

Apache Pulsar

Cloud-native distributed messaging and streaming

Curated

0 use thisCompare with Apache Spark

More in Data Engineering

Airbyte

Open-source data integration platform

CuratedWeb

0 use thisCompare with Apache Spark
dltHub

Open-source data load tool for Python-first pipelines

Curated

0 use thisCompare with Apache Spark
Fivetran

Automated data movement platform

CuratedWeb

0 use thisCompare with Apache Spark
Meltano

Open-source ELT platform for Singer taps and targets

Curated

0 use thisCompare with Apache Spark
Stitch

Cloud ETL platform, now part of Qlik

Curated

0 use thisCompare with Apache Spark
Apache Iceberg

Open table format for large analytic datasets

Curated

0 use thisCompare with Apache Spark
Delta Lake

Open-source storage framework for data lakehouses

Curated

0 use thisCompare with Apache Spark
Alation

Enterprise data intelligence platform

Curated

0 use thisCompare with Apache Spark
Amundsen

Archived data discovery and metadata engine originally built at Lyft

Curated

0 use thisCompare with Apache Spark
Apache Atlas

Data governance and metadata management

Curated

0 use thisCompare with Apache Spark
DataHub

Metadata platform for data ecosystem

CuratedWeb

0 use thisCompare with Apache Spark
OpenMetadata

Open standard for metadata and data discovery

Curated

0 use thisCompare with Apache Spark
Mostly AI

Enterprise synthetic data generation platform

Curated

0 use thisCompare with Apache Spark
SDV

Synthetic Data Vault for tabular and relational data

Curated

0 use thisCompare with Apache Spark
YData

Synthetic data generation for ML and testing

Curated

0 use thisCompare with Apache Spark
AH

Apache Hudi

Transactional data lake platform

Curated

0 use thisCompare with Apache Spark

Questions

What are the closest alternatives to Apache Spark?

dbt, Redpanda and Apache Flink sit on the same sub-line as Apache Spark (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 Apache Spark's sub-line before the rest, then by name until members have marked enough of them.