Best Big Data Infrastructure Products in 2026

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

Key Amazon EMR features:

Scalability Cost-effectiveness Ease of Use Managed Service

Do-It-Yourself Data Analytics & Business Intelligence, Powered by AI.

Key Grapple features:

Automatic Data Refresh Universal Data Library Natural Language Map Data

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

Key Apache Spark features:

Speed Ease of Use Advanced Analytics Scalability

Open Source

SQream empowers organizations to analyze the full scope of their Massive Data, from terabytes to petabytes, to achieve critical insights which were previously unattainable.

Fujitsu Symfoware Analytics Server is a high-performance database software that is designed for use with data warehouses.

Key Fujitsu Symfoware Analytics Server features:

High Performance Scalability Integration Security Features

Impala is a modern, open source, distributed SQL query engine for Apache Hadoop.

Open Source

Voldemort is a distributed data store that is designed as a key-value store.

Key Voldemort features:

High Availability Horizontal Scalability Decentralized Versioning

Open Source

Amazon S3 is an object storage where users can store data from their business on a safe, cloud-based platform. Amazon S3 operates in 54 availability zones within 18 graphic regions and 1 local region.

Key Amazon S3 features:

Scalability Durability Security Integrations

Bit Refinery is an enterprise VMware and Big Data hosting provider.

Key BitRefiney features:

Data Analysis Customization User Support Scalability

GridDB is a database that offers both speed and scaling for mission critical big-data applications.

Key GridDB features:

High Performance for Time-Series Data Hybrid Storage Architecture ACID Compliance Horizontal Scalability

Open Source

Apache AsterixDB is a scalable, open source Big Data Management System.

ClusterGX vAppliance platform offers discrete components for end-to-end big data solutions.

Key ClusterGX vAppliance features:

Ease of Use Performance Optimization Scalability Integration

Enabling purposeful digital initiatives which enhance decision making, customer experience, business productivity, and technology-led innovation.

Key Advaiya Solutions features:

Expertise in Digital Transformation Experienced Team Custom Solutions Strong Partnership with Microsoft