Best Databricks Alternatives ranked by AI · updated May 2025

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Databricks is a unified data analytics platform that provides a collaborative environment for big data and machine learning.

Price: Contact for pricing 🎯 databricks.com

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Top 6 Databricks alternatives

Snowflake

Snowflake is a cloud data platform for storing, processing, sharing, and analyzing enterprise data. It serves data teams, analysts, and developers with...

Pros

Broader cloud data warehouse ecosystem than 1010data
Strong separation of storage and compute for flexible scaling
Extensive data-sharing and governance capabilities

Cons

Costs can be difficult to predict without workload controls
Requires more tooling for advanced data preparation and machine learning
Less specialized for 1010data's retail-focused analytical workflows

Usage-based; contact sales

Alternatives to Snowflake → Visit site

Apache Spark

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

Open-source

Alternatives to Apache Spark → Visit site

Google Cloud Dataproc

Google Cloud Dataproc is a fast, easy-to-use, fully-managed cloud service for running Apache Spark and Apache Hadoop clusters.

Pricing varies based on usage

Alternatives to Google Cloud Datap... → Visit site

Amazon EMR

Amazon Web Services

Amazon EMR is a managed AWS service for running Apache Spark, Hadoop, Hive, and related big-data frameworks on clusters or serverless infrastructure....

Pros

Deep integration with Amazon S3, Lake Formation, IAM, and other AWS services
Supports popular open-source engines including Spark, Hive, Trino, and Presto
Offers both managed clusters and serverless deployment models

Cons

More cluster and infrastructure management than Databricks or serverless Glue
Pricing is complex because EMR, compute, storage, and networking are billed separately
Primarily optimized for AWS environments rather than multicloud portability

Usage-based; EMR and AWS infrastructure billed separately

Alternatives to Amazon EMR → Visit site