Spark SQL Alternatives (September 2025)

Realtime distributed OLAP datastore

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

A cross-language development platform for in-memory analytics

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.

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.

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

Apache Eagle - Analyze Big Data Platforms For Security and Performance

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

Apache Kafka: A Distributed Streaming Platform.

Data consolidation on the fly | Virtual database | Vendor-agnostic dashboards | BI and Big Data analytics on steroids

Real-time analytics database for instant aggregations and hybrid search. No more need for complex indexing strategies, everything is indexed automatically. Execute ad-hoc queries, perform hybrid search effortlessly, and boost developer productivity with native SQL.

The Oracle Berkeley DB family of open source, embeddable databases provides developers with fast, reliable, local persistence with zero administration. Often deployed as an 'edge' database, Oracle Berkeley DB provides very high performance, reliability, scalability, and availability for application use cases that do not require SQL

Firebolt is a complete redesign of the cloud data warehouse for the era of cloud and data lakes. Data warehousing with extreme speed & elasticity at scale.

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

32/64-bit ODBC drivers for Windows, macOS and Linux to access Oracle, SQL Server, MySQL, PostgreSQL, Firebird, InterBase, SQLite, SQL Azure, Salesforce, ASE, SugarCRM, BigCommerce, QuickBooks Online, FreshBooks, Magento databases, and various clouds

MonetDB - MonetDB

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.

Base, database, database frontend, LibreOffice, ODF, Open Standards, SQL, ODBC

Snowflake enables organizations to learn, build, and connect with their data-driven peers. Collaborate, build data apps & power diverse workloads in the AI Data Cloud.

SQLite Data Access Components is a SQLite connectivity solution, which provides direct access to SQLite from Delphi.

Apache Marmotta - An Open Platform for Linked Data - Home

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

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

Cloudera Operational Database is a cloud-native service that speeds up, automates, and simplifies the development and deployment of mission-critical applications.

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

With DBAmp by CData, you can easily access all your Salesforce data through SQL Server, using standard SQL. Get started with CData today.

Apache PredictionIO® Open Source Machine Learning Server

QuestDB is the world's fastest growing open-source time-series database. It offers massive ingestion throughput, millisecond queries, powerful time-series SQL extensions, and scales well with minimal and maximal hardware. Save costs with better performance and efficiency.

Fauna combines the relational power, strong consistency, and schema capabilities of a relational database with the flexibility and scalability of documents, all delivered as a Cloud API with zero engineering operations.

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

Qubole is the open data lake company . Open, simple and secure data lakes for machine learning, streaming analytics, data exploration, and ad-hoc analytics.

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

Manage all types of time series data in a single, purpose-built database. Optimized for speed in any environment in the cloud, on-premises, or at the edge.

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

Store and sync data with our NoSQL cloud database. Data is synced across all clients in realtime, and remains available when your app goes offline.

Make Big Data your biggest ally with SAP IQ software, our extreme-scale relational database management system (RDBMS).

RocksDB is an embeddable persistent key-value store for fast storage.

IBM Informix is an embeddable, high-performance database for integrating SQL, NoSQL, JSON, time-series and spatial data. It is available as a managed service on IBM Cloud, as standalone software, and within IBM Cloud Pak for Data.

Mode is a collaborative data platform that combines SQL, R, Python, and visual analytics in one place. Connect, analyze, and share, faster.

Materialize's Cloud Operational Data Store offers real-time data insights for effective business operations & decision-making.

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

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

Small, fast, reliable database management system Persistent and/or in-memory data storage for edge-cloud, powerful for professional developers

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

Download ODBC driver for SAP Sybase on your Windows, Linux, or macOS system for an easy data connection. Synchronize your data between multiple services with our powerful ODBC solution.

Library to write SQL queries

Build blazing fast search and AI applications in record time.

Create a REST API from any database. Hook up any SQL or NoSQL database and the CData API Server instantly generates flexible, comprehensive, & fully documented APIs.

Designed for applications, analytics and AI, SingleStore is the world's only real-time data platform to read, write and reason on petabyte-scale data in a few milliseconds.

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

Get your ideas to market faster with a developer data platform built on the leading modern database. MongoDB makes working with data easy.

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

<p>by Angela Guess According to a recent press release, “Accelerite, a provider of infrastructure software for digital transformation, today announced ShareInsights 2.0, an end-to-end, self-service big data analytics platform. Unlike other solutions, ShareInsights unifies the big data analytics stack, enabling data preparation (ETL), OLAP, visualization and collaboration — all via a single interface — giving […]</p>

Datastore is a highly scalable NoSQL database for your web and mobile applications.

Aerospike provides organizations with a real-time, multi-model database that fits their needs to scale, manage cloud services, and reduce cost.

ArangoDB is the leading multi-model database for high-performance applications. Try it now for flexible data modeling and efficient querying.

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.

Vertica provides a best-in-class, unified analytics platform that will forever be independent from underlying infrastructure.

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.

BangDB is an AI database platform with Graph and time-series data analysis. It is designed for modern use cases for edge computing

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.

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

With AI2sql, engineers and non-engineers can easily write efficient, error-free SQL queries without knowing SQL.

InterSystems IRIS is a database management system (DBMS) that makes it easier to build machine learning-enabled applications that connect data and application silos.

NoSQL Database can be run in the cloud or on-premises for applications that require either flexible data models, workloads, demanding predictable, lighting fast access to data or easy to use APIs.

The only open source, AI-ready graph database that gives developers the tools to quickly build distributed applications at scale.

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.

High-speed & lightweight database solution which securly stores your data privatly on-device and syncs it seamless to millions of devices

Active Query Builder. A Visual SQL Query Builder to add friendly ad-hoc querying module to your software.

An in-memory, distributed, NoSQL datastore solution that lets your applications access, process, and analyze data.

Build ClickHouse-based analytics applications that detect, analyze, and leverage real-time insights for any use case in any environment.

This article provides an introduction to Spark in HDInsight and the different scenarios in which you can use Spark cluster in HDInsight.

TapData is a real-time data integration and data as a service platform that provides seamless connectivity with over 100+ databases, MongoDB,SaaS, and file systems.

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

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

Easily develop rich applications using a fully managed, scalable, and serverless document database.

Amazon Athena is a serverless, interactive analytics service that provides a simplified and flexible way to analyze petabytes of data where it lives.

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.

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

MariaDB provides enterprise open source database and cloud managed database services to support scalability, mission-critical deployments, and more.

Our NoSQL Object Database manages data without the need for mapping code to store & retrieve objects in Java & C++ applications.

IBM Cloudant is a fully managed JSON document database that offers independent serverless scaling of provisioned throughput capacity and storage. Cloudant is compatible with Apache CouchDB and accessible through a simple to use HTTPS API for web, mobile, and IoT applications.

Toshiba GridDBâ„¢ is a highly scalable, in-memory NoSQL time series database optimized for IoT and Big Data.

Coginiti offers a powerful set of SQL analytics tools to access & integrate your data in any SQL database. Create & build sophisticated data workflows with ease.

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

Amazon DocumentDB is a fast, scalable, and highly available document database that is MongoDB compatible.

AWS certified developer. Custom nodejs developer. Custom python programmer. Snowflake and Redshift developer.

Oracle SQL Developer is a free, development environment that simplifies the management of Oracle Database in both traditional and Cloud deployments. It offers development of your PL/SQL applications, query tools, a DBA console, a reports interface, and more.

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Oracle ZFS Storage Appliance ZS9-2 simplifies IT environments and lowers customer costs with high-performance unified storage capabilities and Oracle Database optimizations.

Unlock meaning from all of your organization’s data – structured or unstructured – with SAP Data Services software. Turn your data into a trusted, ever-ready resource with some of the very best functionality for data integration, quality, and cleansing.

Azure Synapse Analytics is a limitless analytics service that brings together enterprise SQL data warehousing and big data analytics services.

Get started with Microsoft SQL Server downloads. Choose a SQL Server trial, edition, tool, or connector that best meets your data and workload needs.

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

Atatus is a full-stack observability tool that let you identify the performance bottlenecks and helps you optimize your application at the right time. Try it for free!!

Tableau can help anyone see and understand their data. Connect to almost any database, drag and drop to create visualizations, and share with a click.

Autocomplete queries in the mongo shell, drag and drop, or even query with SQL. Try Studio 3T, your ultimate GUI for MongoDB.

Amazon Timestream is a fast, scalable, serverless time series database service for Internet of Things (IoT) and operational applications that helps you store and analyze time series data.

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