Best Apache Beam Alternatives & Competitors in 2025

Google Cloud Dataflow is a fully-managed cloud service and programming model for batch and streaming big data processing.

A fully managed data warehouse for large-scale data analytics.

Open Source

Turn SQL Data into Decisions. Build professional dashboards and data visualizations without technical expertise. Easily embed analytics anywhere, receive automated alerts, and discover AI-powered insights all through a straightforward interface.

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Qubole delivers a self-service platform for big aata analytics built on Amazon, Microsoft and Google Clouds.

Open Source

Snowflake is the only data platform built for the cloud for all your data & all your users. Learn more about our purpose-built SQL cloud data warehouse.

Amazon Elastic MapReduce is a web service that makes it easy to quickly process vast amounts of data.

Apache Spark is an engine for big data processing, with built-in modules for streaming, SQL, machine learning and graph processing.

Open Source

Databricks provides a Unified Analytics Platform that accelerates innovation by unifying data science, engineering and business.‎What is Apache Spark?

Open Source

Snowplow is an enterprise-strength event analytics platform.

Open Source

Apache Storm is a free and open source distributed realtime computation system.

Open Source

Managed Apache Spark and Apache Hadoop service which is fast, easy to use, and low cost

Azure HDInsight is a managed Apache Hadoop cloud service that lets you run Apache Spark, Apache Hive, Apache Kafka, Apache HBase, and more.

The Hortonworks Data Platform is a 100% open source distribution of Apache Hadoop that is truly...

Azure Data Lake Storage Gen2 is highly scalable and secure storage for big data analytics. Maximize costs and efficiency through full integrations with other Azure products.