# Top 10 Modular Alternatives & Competitors (1)3.5 out of 5 Many buyers researching Modular on G2 ultimately choose a competing solution from this list of highly rated tools. In most cases, users compare alternatives based on reliability and ease of use. The best overall alternative to Modular is [Databricks](https://www.g2.com/products/databricks/reviews), rated ~4.6 stars on G2 from 1335+ reviewers. It is frequently praised for collaboration and analytics. Other well-known alternatives to Modular are: - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) – known for analytics and data analysis (G2 star rating ~4.3) - [Snowflake](https://www.g2.com/products/snowflake/reviews) – highly rated for data management and performance (G2 star rating ~4.6) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) – offers machine learning and model variety (G2 star rating ~4.3) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) – best suited for teams that need easy integrations and speed (G2 star rating ~4.3) Browse top options below. Based on G2 review data, Modular is most commonly used in industries like [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution). Compare user ratings by vertical to find the best fit. ## Best Paid & Free Alternatives to Modular - Databricks - SAS Viya - Snowflake - Gemini Enterprise Agent Platform - SAP HANA Cloud - SuperAnnotate - Saturn Cloud - Dataiku ## Top 10 Alternatives to Modular Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how Modular stacks up to the competition, check reviews from current & previous users in industries like Education Management, and find the best product for your business. [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") ](https://www.g2.com/products/databricks/reviews) [ Databricks ](https://www.g2.com/products/databricks/reviews) By [Databricks Inc.](https://www.g2.com/sellers/databricks-inc) [ 4.6/5(1,364) ](https://www.g2.com/products/databricks/reviews#reviews) Product Description Making big data simple Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/c3e4922bb6835a32854c1dead2cda2bb/sas-sas-viya.jpg "Product Avatar Image") ](https://www.g2.com/products/sas-sas-viya/reviews) [ SAS Viya ](https://www.g2.com/products/sas-sas-viya/reviews) By [SAS Institute Inc.](https://www.g2.com/sellers/sas-institute-inc-df6dde22-a5e5-4913-8b21-4fa0c6c5c7c2) [ 4.3/5(817) ](https://www.g2.com/products/sas-sas-viya/reviews#reviews) Product Description As a cloud-native AI, analytics and data management platform, SAS Viya enables you to scale cost-effectively, increase productivity and innovate faster, backed by trust and transparency. SAS Viya makes it possible to integrate teams and technology enabling all users to work together successfully to turn critical questions into accurate decisions. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/2b00e05c107c3273cea5264090c3c1d0/snowflake.jpg "Product Avatar Image") ](https://www.g2.com/products/snowflake/reviews) [ Snowflake ](https://www.g2.com/products/snowflake/reviews) By [Snowflake, Inc.](https://www.g2.com/sellers/snowflake-inc) [ 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews#reviews) Product Description Snowflake’s platform eliminates data silos and simplifies architectures, so organizations can get more value from their data. The platform is designed as a single, unified product with automations that reduce complexity and help ensure everything “just works”. To support a wide range of workloads, it’s optimized for performance at scale no matter whether someone’s working with SQL, Python, or other languages. And it’s globally connected so organizations can securely access the most relevant content across clouds and regions, with one consistent experience. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Product Avatar Image") ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) [ Gemini Enterprise Agent Platform ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) By [Google](https://www.g2.com/sellers/google) [ 4.3/5(744) ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews#reviews) Product Description Gemini Enterprise Agent Platform is a managed machine learning (ML) platform that helps you build, train, and deploy ML models faster and easier. It includes a unified UI for the entire ML workflow, as well as a variety of tools and services to help you with every step of the process. Gemini Enterprise Agent Platform Workbench is a cloud-based IDE that is included with Gemini Enterprise Agent Platform. It makes it easy to develop and debug ML code. It provides a variety of features to help you with your ML workflow, such as code completion, linting, and debugging. Gemini Enterprise Agent Platform and Gemini Enterprise Agent Platform Workbench are a powerful combination that can help you accelerate your ML development. With Gemini Enterprise Agent Platform, you can focus on building and training your models, while Gemini Enterprise Agent Platform Workbench takes care of the rest. This frees you up to be more productive and creative, and it helps you get your models into production faster. If you're looking for a powerful and easy-to-use ML platform, then Gemini Enterprise Agent Platform is a great option. With Gemini Enterprise Agent Platform, you can build, train, and deploy ML models faster and easier than ever before. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/5e530c81ef1a1d98fe6a0d6eede0397b/sap-hana-cloud-2025-10-01.png "Product Avatar Image") ](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) [ SAP HANA Cloud ](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) By [SAP](https://www.g2.com/sellers/sap) [ 4.3/5(620) ](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews#reviews) Product Description SAP HANA Cloud is the cloud-native data foundation of SAP Business Technology Platform, it stores, processes and analyzes data in real time at petabyte scale and converges multiple data types in a single system while managing it more efficiently with integrated multitier storage. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/9a85895001c537f0499ee1e5f9f9cb2d/superannotate.png "Product Avatar Image") ](https://www.g2.com/products/superannotate/reviews) [ SuperAnnotate ](https://www.g2.com/products/superannotate/reviews) By [SuperAnnotate](https://www.g2.com/sellers/superannotate) [ 4.8/5(381) ](https://www.g2.com/products/superannotate/reviews#reviews) Product Description SuperAnnotate is the leading platform for building, fine-tuning, iterating, and managing your AI models faster with the highest-quality training data. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/03427dcbad4366f509528198014c8568/saturn-cloud-saturn-cloud.png "Product Avatar Image") ](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) [ Saturn Cloud ](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) By [Saturn Cloud](https://www.g2.com/sellers/saturn-cloud) [ 4.8/5(321) ](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews#reviews) Product Description Saturn Cloud is a data science and machine learning platform for scalable Python analytics with Dask and GPUs, on hosted notebooks. Share work and dashboards, access Your favorite Python libraries, connect from existing cloud-hosted services, and more. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/791b528c516cc1b08151fa6da3988161/dataiku.png "Product Avatar Image") ](https://www.g2.com/products/dataiku/reviews) [ Dataiku ](https://www.g2.com/products/dataiku/reviews) By [Dataiku](https://www.g2.com/sellers/dataiku) [ 4.4/5(224) ](https://www.g2.com/products/dataiku/reviews#reviews) Product Description Dataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/5015a6ccbbe12278ba4392c1c0d806be/ibm-watson-studio.png "Product Avatar Image") ](https://www.g2.com/products/ibm-watson-studio/reviews) [ IBM Watson Studio ](https://www.g2.com/products/ibm-watson-studio/reviews) By [IBM](https://www.g2.com/sellers/ibm) [ 4.2/5(170) ](https://www.g2.com/products/ibm-watson-studio/reviews#reviews) Product Description IBM Watson Studio accelerates the machine and deep learning workflows required to infuse AI into your business to drive innovation. It provides a suite of tools for data scientists, application developers and subject matter experts to collaboratively and easily work with data and use that data to build, train and deploy models at scale. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/5cf4ee793f73c672ce8aa94bc061fa90/jfrog-2024-03-28.png "Product Avatar Image") ](https://www.g2.com/products/jfrog-2024-03-28/reviews) [ JFrog ](https://www.g2.com/products/jfrog-2024-03-28/reviews) By [JFrog Ltd](https://www.g2.com/sellers/jfrog-ltd) [ 4.2/5(161) ](https://www.g2.com/products/jfrog-2024-03-28/reviews#reviews) Product Description The JFrog Platform is an end-to-end, hybrid, and universal binary-centric solution that continuously manages and secures your entire software supply chain from source to edge. We empower developers to be more efficient using JFrog’s services, Artifactory, Xray, Distribution, Pipelines, and Connect on a single unified platform. The JFrog Platform is an enterprise-grade solution that handles the scale of the largest development organizations in the world. The JFrog family of products includes: JFrog Artifactory: -Provides definitive artifact management for flexible development and trusted delivery at any scale. The industry leader. JFrog Xray: -The industry’s only DevOps-Centric Security solution offers protection across your supply chain and is integrated seamlessly with Artifactory and the other JFrog products for a single point of management and security. JFrog Pipelines: -Integrates with the leading CI/CD tools to manage all software pipelines in a single place with additional event triggers and easy-to-use templates. JFrog Distribution and JFrog PDN: -Creates trusted software releases and gets them where they need to be, fast. Handles the highest scale of throughput and consumption. JFrog Connect: -A comprehensive solution for updating, managing and monitoring software applications on Linux-based edge and IoT devices. JFrog Mission Control & Insights: -Enhances control over your JFrog Platform deployment with access to key metrics. Categories in common with Modular: [ MLOps Platforms ](/categories/mlops-platforms) ### Explore Articles [ Top conversation intelligence platforms for business ](https://www.g2.com/discussions/top-conversation-intelligence-platforms-for-business) [ Top-rated client onboarding solutions for financial services ](https://www.g2.com/discussions/top-rated-client-onboarding-solutions-for-financial-services) [ What is the best encryption software for securing sensitive files without degrading user workflow speed? ](https://www.g2.com/discussions/what-is-the-best-encryption-software-for-securing-sensitive-files-without-degrading-user-workflow-speed) [ Which event ticketing platforms are good for music venues or festivals that need to manage tiered pricing, reserved seating and high-volume sales at once? ](https://www.g2.com/discussions/which-event-ticketing-platforms-are-good-for-music-venues-or-festivals-that-need-to-manage-tiered-pricing-reserved-seating-and-high-volume-sales-at-once) [ best apm tools ](https://www.g2.com/discussions/best-apm-tools-what-s-your-favorite) [ Best Remote Desktop Software ](https://www.g2.com/discussions/what-is-your-favorite-remote-desktop-software) ### Spotlight Categories [ Account-Based Orchestration Platforms ](https://www.g2.com/categories/account-based-orchestration-platforms) [ CRM Software ](https://www.g2.com/categories/crm) [ Employee Intranet Software ](https://www.g2.com/categories/employee-intranet)