Apache Beam Alternatives (September 2025)

Apache Beam is an open source, unified model and set of language-specific SDKs for defining and executing data processing workflows, and also data ingestion and integration flows, supporting Enterprise Integration Patterns (EIPs) and Domain Specific Languages (DSLs). Dataflow pipelines simplify the mechanics of large-scale batch and streaming data processing and can run on a number of runtimes like Apache Flink, Apache Spark, and Google Cloud Dataflow (a cloud service). Beam also brings DSL in different languages, allowing users to easily implement their data integration processes.

4.1/5

16+ reviews

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1.
Apache Apex
https://apex.apach
.org/

Apex is an enterprise grade native YARN big data-in-motion platform that unifies stream processing as well as batch processing.

2.
Apache Airflow
https://airflow.apach
.org/

Platform created by the community to programmatically author, schedule and monitor workflows.

4.
Apache OODT - Distributed Data Management
https://oodt.apach
.org/

Apache Object Oriented Data Technology (OODT) is the smart way to integrate and archive your processes, your data, and its metadata. It facilitates the generation, processing, management, distribution, analysis of data management, data archiving, and data analytics systems allowing for the integration of data, computation, visualization and other components.

5.
Confluent | Apache Kafka® Reinvented for the Cloud
https://www.confluen
.io/

Confluent makes it easy to connect your apps, data systems, and entire business with secure, scalable, fully managed Kafka and real-time data streaming, processing, and analytics.

6.
Apache Arrow | Apache Arrow
https://arrow.apach
.org/

A cross-language development platform for in-memory analytics

8.
Build production-grade data and ML workflows, hassle-free with Flyte
https://flyt
.org/

Flyte is the infinitely scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.

9.
DataFlow | Cloudera
https://www.clouder
.com/products/dataflow.html/

Discover Cloudera DataFlow, a cloud-native universal data distribution service powered by Apache NiFi. Get started today.

10.
The Developer Experience for any Apache Kafka | Lenses.io
https://lense
.io/

Lenses is the leading enterprise-grade Developer Experience for any Apache Kafka, revolutionizing the way engineers build event-driven apps: Intuitive Kafka UI, open-source Kafka Connectors, fine-grained access controls.

11.
Efficient Enterprise Data Distribution with TIBCO Platform Messaging | TIBCO
https://www.tibc
.com/platform/messaging/

Discover the TIBCO® Platform––Messaging for seamless, real-time data distribution across your enterprise. Our platform offers diverse messaging components like TIBCO Enterprise Message Service™, TIBCO® Messaging Quasar, and more, ensuring high-performance, secure, and reliable data exchange for complex IT environments. Explore our solutions tailored for cloud integration, IoT, and event-driven architectures

12.
Apache ServiceComb
https://servicecomb.apach
.org/

Open-Source, Full-Stack Microservice Solution.With out of the box, high performance, compatible with popular ecology, multi-language support Get started

13.
Data Integration: Ingest, Blend, Orchestrate, and Transform Data
https://pentah
.com/products/pentaho-data-integration/

Unlock full potential of your data with Pentaho+ Data Integration - designed to seamlessly combine diverse data types from various sources into singular, coherent pipelines.

14.
Data Integration Platform for Enterprise Companies | StreamSets
https://docs.streamset
.com/

StreamSets data integration platform is a single interface for creating, reusing and sharing data pipelines to unlock your data without ceding control.

15.
Astronomer: The Best Place to Run Apache Airflow®
https://www.astronome
.io/

Unlock the full potential of Apache Airflow® with Astronomer’s managed platform. Ensure reliable data delivery, seamless integrations, and dynamic scaling to power your data products and AI. Trusted by top data teams globally.

18.
Deep.BI | The #1 Choice for Open-Source Apache Druid Support
http://www.dee
.bi/

Deep.BI offers expert assistance in building and maintaining real-time analytics and observability platforms, powered by technologies like Apache Druid, Flink, and Kafka. With 7 years on the market, we've served over 50 enterprises globally, managing 200+ Druid & Flink clusters. Contact us for your next-gen data pipelines solutions.

19.
Managed Apache Kafka as a service | Aiven
https://aive
.io/kafka/

Aiven for Apache Kafka – Managed event streaming Kafka service ✓ Microservices ✓ Event-driven architecture ✓ Streaming pipelines ✓

20.
Data Lakehouse Platform Powered by Apache Iceberg | Dremio
https://www.dremi
.com/

The Unified Data Lakehouse Platform for Self-Service Analytics and AI. Dremio provides the fastest SQL engine with the best price-performance for Apache Iceberg

21.
Introducing Red Hat OpenShift Streams for Apache Kafka
https://www.redha
.com/en/blog/introducing-red-hat-openshift-streams-apache-kafka/

Red Hat OpenShift Streams for Apache Kafka makes it easier to create, discover and connect to real-time data streams regardless of where they exist.

22.
Apache CloudStack | Apache CloudStack
https://cloudstack.apach
.org/

Apache CloudStack is an opensource infrastructure-as-a-service cloud computing platform that is easy to use, turnkey, highly available and highly scalable.

23.
Apache Marmotta - Home
https://marmotta.apach
.org/

Apache Marmotta - An Open Platform for Linked Data - Home

25.
Apache Mesos
https://mesos.apach
.org/

Apache Mesos abstracts resources away from machines, enabling fault-tolerant and elastic distributed systems to easily be built and run effectively.

26.
Apache Kudu - Fast Analytics on Fast Data
https://kudu.apach
.org/

A new open source Apache Hadoop ecosystem project, Apache Kudu completes Hadoop's storage layer to enable fast analytics on fast data

27.
Redpanda | The streaming data platform for developers
https://www.redpand
.com/

Redpanda is a powerful, simple, and cost-efficient streaming data platform that is compatible with Kafka® APIs while eliminating Kafka complexity.

28.
Spark NLP - State of the Art NLP Library for Large Language Models (LLMs)
https://sparknl
.org/

Experience the power of Large Language Models like never before! Unleash the full potential of Natural Language Processing with Spark NLP, the open-source library that delivers scalable LLMs

29.
Apache NiFi
https://nifi.apach
.org/

Apache NiFi is an easy to use, powerful, and reliable system to process and distribute data

30.
Workflow Orchestration Made Simple | Prefect
https://www.prefec
.io/

Prefect offers modern workflow orchestration tools for building, observing & reacting to data pipelines efficiently.

32.
Spark SQL & DataFrames | Apache Spark
https://spark.apach
.org/sql/

Spark SQL is Spark's module for working with structured data, either within Spark programs or through standard JDBC and ODBC connectors.

33.
Data Insights for Apache Flink® Developers - Datorios
http://www.datorio
.com/

Apache FlinkIntroducing a new development console that puts the full power of Apache Flink in the hands of your entire development team.

34.
Talend Data Integration — Software to Connect, Access, and Transform Data | Talend
https://www.talen
.com/products/integrate-data/

Talend Data Integration is an enterprise data integration tool to connect, transform, and manage data from different sources to deliver business value.

35.
Airbyte | Open-Source Data Movement for LLMs | AI Platform
https://airbyt
.com/

Explore Airbyte, your go-to data integration platform and ELT tool. Seamlessly integrate, transform, and load data with our powerful, user-friendly solution.

36.
Aiven - Your Trusted Data & AI Platform
https://aive
.io/free-redis-database/

Aiven simplifies cloud data infrastructure management by deploying open-source technologies across multiple clouds, enabling fast and confident creation of next-generation applications.

37.
Prophecy | Low-code data transformation
https://www.prophec
.io/

Prophecy enables data users to ship trusted data products through a low-code data platform by turning visual design into high quality code applying software engineering best practices.

38.
Open Source Durable Execution | Temporal Technologies
https://tempora
.io/

Build invincible apps with Temporal's open-source durable execution platform to guarantee successful execution, even in the presence of failures.

39.
Aiven - Your Trusted Data & AI Platform
https://aive
.io/

Aiven simplifies cloud data infrastructure management by deploying open-source technologies across multiple clouds, enabling fast and confident creation of next-generation applications.

40.
TensorFlow
https://www.tensorflo
.org/

An end-to-end open source machine learning platform for everyone. Discover TensorFlow's flexible ecosystem of tools, libraries and community resources.

42.
Tekton  |  Google Cloud
https://cloud.googl
.com/tekton/

A Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines to build, test, and deploy software.

43.
Red Hat AMQ
https://www.redha
.com/en/technologies/jboss-middleware/amq/

A flexible messaging platform that enables real-time integration and connects the Internet of Things (IoT).

44.
Cloudera | The hybrid data company
https://www.clouder
.com/

Cloudera delivers a hybrid data platform with secure data management and portable cloud-native data analytics.

45.
Estuary | Real-Time Data Integration, CDC & ETL Platform
https://estuar
.dev/

Estuary Flow is the most reliable real-time data integration platform for ETL, ELT, CDC and streaming pipelines. Build and automate data pipelines. Try it free!

46.
Keboola - Self-Service Data Operations Platform
https://www.kebool
.com/

Keboola: All-in-one data platform, 700+ integrations, AI tools. Empower your teams with self-serviced data reports. Start your free project today.

47.
IBM DataStage
https://www.ib
.com/products/datastage/

IBM DataStage is a data integration tool that offers a visual interface for designing, developing and deploying data pipelines.

48.
Enterprise-grade Data Integration Platform
https://nexl
.com/

An enterprise-grade data integration platform built around data-products, making it easy and fast for Analytics and AI users to get ready-to-use data

49.
gRPC
https://grp
.io/

A high performance, open source universal RPC …

50.
Ultra-Automated Data Transformation for Productivity and Agility
https://vaultspee
.com/

VaultSpeed is the only solution that lets you automate every step of your cloud data warehouse, lakehouse or mesh. Setup, maintenance and beyond.

51.
Flux
https://flu
.ly/

SIMPLIFY BATCH & FILE PROCESSES WITH FLUX JOB SCHEDULER & FILE ORCHESTRATOR

52.
CloverDX | Data Integration Platform
http://www.cloverd
.com/

CloverDX is a flexible, scalable and all-encompassing data integration platform. Discover how it can enhance your organization’s data processes.

53.
No-code Data Integration | Astera Data Pipeline Builder
https://www.aster
.com/products/centerprise-data/

Kickstart your data integration projects with Astera Centerprise – an ETL platform to cleanse, transform, and consolidate disparate data.

54.
Managed PostgreSQL service | Aiven
https://aive
.io/postgresql/

Aiven for PostgreSQL – Managed Postgres database service with Postgres extensions, database forking, connection pooling.

55.
dbt Labs | Transform Data in Your Warehouse
https://www.getdb
.com/

Use dbt to build reliable data models quickly and collaboratively—featuring version control, automated documentation, and integrated testing.

56.
TimeXtender - Build Data Solutions 10X Faster
https://www.timextende
.com/

TimeXtender is a holistic, metadata-driven solution for data integration, empowering you to build data solutions 10x faster while reducing costs by 70%.

57.
Talend | A Complete, Scalable Data Management Solution | Talend
https://www.talen
.com/

Talend Data Fabric offers a scalable, cloud-independent data fabric that supports the full data lifecycle, from integration and quality to observability and governance.

58.
KubeMQ: Kubernetes Message Queue Broker Platform
https://kubem
.io/

Kubernetes message broker and message queue platform. An open-source project providing the most efficient way to connect microservices.

59.
Apache TomEE
https://tomee.apach
.org/

Apache TomEE is a lightweight, yet powerful, JavaEE Application server with feature rich tooling.

60.
Hevo Data | ETL, Data Integration & Data Pipeline Platform
https://hevodat
.com/

Hevo provides Automated Unified Data Platform, ETL Platform that allows you to load data from 150+ sources into your warehouse, transform,and integrate the data into any target database.

61.
Cloud ELT Tool | Data Pipeline & Integration Platform - Rivery
https://river
.io/

Easily solve your most complex data pipeline challenges with Rivery’s fully-managed cloud ELT tool. Start a FREE trial now!

62.
Talend Data Fabric: The Complete Data Integration Platform | Talend
https://www.talen
.com/products/data-fabric/

Maximize the power and value of your data. Talend Data Fabric integrates, cleans, governs, and delivers the right data to the right users.

63.
Apache Usergrid — the BaaS not made for Hipsters
https://usergrid.apach
.org/

An open-source Backend-as-a-Service stack for web & mobile applications, based on RESTful APIs.

64.
Juju | The simplest way to deploy and maintain applications in the cloud
https://juj
.is/

Software operations are easier with Juju - the open source orchestration engine for software operators. Deploy, integrate, scale and manage your applications' lifecycle at any scale, on any infrastructure with Juju and charms.

65.
Open Source Continuous Delivery and Release Automation Server | GoCD
https://www.goc
.org/index.html/

GoCD is an open source build and release tool from Thoughtworks. GoCD supports modern infrastructure and helps enterprise businesses get software delivered faster, safer, and more reliably.

66.
Managed Kafka - Amazon Managed Streaming for Apache Kafka (MSK) - AWS
https://aws.amazo
.com/msk/

Amazon MSK is a fully managed, secure, and highly available Apache Kafka service that makes it easy to ingest and process streaming data in real time at a low cost.

67.
Qlik Replicate: Data Ingestion & Data Replication Solutions
https://www.qli
.com/us/products/qlik-replicate/

Accelerate data replication, ingestion, & data streaming for the widest range of data sources & targets with Qlik Replicate. Explore data replication solutions.

68.
ZeroMQ
https://zerom
.org/

An open-source universal messaging library

69.
Pub/Sub for Application & Data Integration | Google Cloud
https://cloud.googl
.com/pubsub/

Ingest events into Pub/Sub to stream to BigQuery, data lakes and databases; messaging middleware for streaming analytics and service integrations

70.
Capture & Record Video Streams - Amazon Kinesis Video Streams - AWS
https://aws.amazo
.com/kinesis/video-streams/

Capture, process, and store video streams & media streams for computer vision apps, smart home apps, smart city apps, and real-time video analytics.

71.
Open Source Cloud Computing Infrastructure - OpenStack
https://www.openstac
.org/

OpenStack is an open source cloud computing infrastructure software project and is one of the three most active open source projects in the world.

72.
Integrate.io - One Platform To Support Your Entire Data Journey | Integrate.io
https://www.integrat
.io/

Integrate.io - Unify your data while building & managing clean, secure pipelines for better decision making. Power your data warehouse with ETL, ELT, CDC, Reverse ETL, and API Management.

73.
Cloud Development Framework - AWS Cloud Development Kit - AWS
https://aws.amazo
.com/cdk/

AWS Cloud Development Kit (CDK) is an open-source software development framework used to model and provision your cloud application resources with familiar programming languages.

74.
Home Page | Pachyderm
https://www.pachyder
.com/

Data-driven pipelines automatically trigger based on detecting data changes.

75.
Azure HDInsight - Hadoop, Spark, and Kafka | Microsoft Azure
https://azure.microsof
.com/en-us/products/hdinsight/

Get HDInsight, an open-source analytics service that runs Hadoop, Spark, Kafka, and more. Integrate HDInsight with big data processing by Azure for even more insights.

76.
HCL Workload Automation | Optimize and Automate Workflows
https://www.hcl-softwar
.com/workload-automation/

Optimize your IT operations with HCL Workload Automation. Streamline processes, enhance efficiency, and achieve reliable automation for your business.

77.
3Dflow - Computer Vision Specialists - home of 3DF Zephyr
https://www.3dflo
.net/

3Dflow is committed to providing cutting-edge computer vision software components for 3D modeling from photos, 3D video processing and image synthesis.

78.
IBM Event Streams
https://www.ib
.com/products/event-streams/

IBM Event Streams is an event streaming software built on open-source Apache Kafka. It is available as a fully managed service on IBM Cloud or for self-hosting.

79.
FST | Dynamic Data Orchestration - Collaborative data pipelines
https://www.fs
.network/

Stitching all of your systems, services and applications together to build end-to-end pipelines in a governable and collaborative way.

80.
SoftwareMill - proactively transforming your business with technology
https://softwaremil
.com/

Custom software solutions: web applications, backend systems & enterprise applications. Scala, Java, Big Data, Machine Learning, Blockchain.

81.
Oracle Data Integrator
https://www.oracl
.com/middleware/technologies/data-integrator.html/

Oracle Data Integrator is a comprehensive data integration platform for all data integration requirements — from high-volume, high-performance batches, to event-driven, trickle-feed integration processes, to SOA-enabled data services.

82.
Soda Data Quality Platform
https://www.sod
.io/

Embed tests into your workflows and monitor data quality health any way you like–through out-of-the-box observability or declarative testing. Data Quality Management for Data Engineers, Producers, and Consumers.

83.
Pulumi - Infrastructure as Code in Any Programming Language
https://www.pulum
.com/

Pulumi's open source infrastructure as code SDK enables you to create, deploy, and manage infrastructure on any cloud, using your favorite languages.

84.
Tensor Processing Units (TPUs) | Google Cloud
https://cloud.googl
.com/tpu/

Google Cloud's Tensor Processing Units (TPUs) are custom-built to help speed up machine learning workloads. Contact Google Cloud today to learn more.

85.
Tensor Processing Units (TPUs) | Google Cloud
https://cloud.googl
.com/edge-tpu/

Google Cloud's Tensor Processing Units (TPUs) are custom-built to help speed up machine learning workloads. Contact Google Cloud today to learn more.

86.
Analytics Hub | Data Exchange and Data Sharing | Google Cloud
https://cloud.googl
.com/analytics-hub/

Easily and securely exchange valuable datasets and analytics assets across any organizational boundary with a fully managed service.

87.
OpenBOM ᐈ Bill of Materials, Cloud PDM, PLM, BOM, inventory, engineering and manufacturing SaaS platform
https://www.openbo
.com/

OpenBOM™ ☝ Integrated Cloud PDM, PLM, bill of material and inventory management system for engineering teams, manufacturing companies. ✔️ Helps users to manage CAD files, BOM, purchases and collaborate in real time across global networks of engineers, contractors and suppliers.

88.
DataLakeHouse.io (DLH.io)
https://datalakehous
.io/

DataLakeHouse.io (DLH.io) is a Data Orchestration and Data Security Platform built for People and Customer Insights. As an advanced end-to-end analytics platform it offers a suite of data tools including ELT and PII Data Security scanning, industry-specific pre-built Models using DBT and Google DataForm, combining analytics with Machine Learning to offer actionable insights and predictions for extremely effective business decision-making.

89.
The AI-native database developers love | Weaviate
https://weaviat
.io/

Bring AI-native applications to life with less hallucination, data leakage, and vendor lock-in

90.
Databricks Data Intelligence Platform | Databricks
https://www.databrick
.com/product/data-intelligence-platform/

With a Data Intelligence Engine that understands your data’s uniqueness, the Databricks Platform allows you to infuse AI into every facet of your business.

91.
Big Data Platform - Amazon EMR - AWS
https://aws.amazo
.com/emr/

Amazon EMR is a cloud big data platform for running large-scale distributed data processing jobs, interactive SQL queries, and machine learning applications using open-source analytics frameworks such as Apache Spark, Apache Hive, and Presto.

92.
Kubeflow
https://www.kubeflo
.org/

Kubeflow makes deployment of ML Workflows on Kubernetes straightforward and automated

93.
Docker Images for Machine Learning - AWS Deep Learning Containers - AWS
https://aws.amazo
.com/machine-learning/containers/

AWS Deep Learning Containers are Docker images preinstalled with deep learning frameworks that make it easy to deploy custom machine learning environments.

94.
Insigna - Real-time Analytics, Data Orchestration, Data Ops and Data Quality Automation Platform
https://insign
.io/

Insigna - The complete Platform for Real-time Analytics, Data Orchestration, Data Ops and Data Quality Automation

95.
Talend Data Quality: Trusted Data for the Insights You Need | Talend
https://www.talen
.com/products/data-quality/

Talend Data Quality gives you quality controls to profile, clean, and mask data in any format or size to deliver data governance for trusted and compliant data.

96.
D2iQ | Enterprise Kubernetes Platform
https://d2i
.com/

D2iQ makes it easier to build and run Kubernetes at scale, reducing time to market from months to days.

98.
The Fastest Real-Time Analytics on Planet Earth | StarTree
https://startre
.ai/

Transform your business with the leading real-time analytics solution, trusted at scale, from the creators of Apache Pinot.

99.
The integrated data platform for teams that run on data
https://www.adverit
.com/

Adverity is the fully-integrated data platform for businesses to easily automate the connectivity, transformation, and governance of data at scale.