List of the Top 25 Big Data Software for Amazon Redshift in 2025

StarTree Cloud functions as a fully-managed platform for real-time analytics, optimized for online analytical processing (OLAP) with exceptional speed and scalability tailored for user-facing applications. Leveraging the capabilities of Apache Pinot, it offers enterprise-level reliability along with advanced features such as tiered storage, scalable upserts, and a variety of additional indexes and connectors. The platform seamlessly integrates with transactional databases and event streaming technologies, enabling the ingestion of millions of events per second while indexing them for rapid query performance. Available on popular public clouds or for private SaaS deployment, StarTree Cloud caters to diverse organizational needs. Included within StarTree Cloud is the StarTree Data Manager, which facilitates the ingestion of data from both real-time sources—such as Amazon Kinesis, Apache Kafka, Apache Pulsar, or Redpanda—and batch data sources like Snowflake, Delta Lake, Google BigQuery, or object storage solutions like Amazon S3, Apache Flink, Apache Hadoop, and Apache Spark. Moreover, the system is enhanced by StarTree ThirdEye, an anomaly detection feature that monitors vital business metrics, sends alerts, and supports real-time root-cause analysis, ensuring that organizations can respond swiftly to any emerging issues. This comprehensive suite of tools not only streamlines data management but also empowers organizations to maintain optimal performance and make informed decisions based on their analytics.

Satori is an innovative Data Security Platform (DSP) designed to facilitate self-service data access and analytics for businesses that rely heavily on data. Users of Satori benefit from a dedicated personal data portal, where they can effortlessly view and access all available datasets, resulting in a significant reduction in the time it takes for data consumers to obtain data from weeks to mere seconds. The platform smartly implements the necessary security and access policies, which helps to minimize the need for manual data engineering tasks. Through a single, centralized console, Satori effectively manages various aspects such as access control, permissions, security measures, and compliance regulations. Additionally, it continuously monitors and classifies sensitive information across all types of data storage—including databases, data lakes, and data warehouses—while dynamically tracking how data is utilized and enforcing applicable security policies. As a result, Satori empowers organizations to scale their data usage throughout the enterprise, all while ensuring adherence to stringent data security and compliance standards, fostering a culture of data-driven decision-making.

DashboardFox is a powerful tool for business users, providing features like dashboards, interactive visualizations, codeless reporting, data security, mobile access, and scheduled reports. Unlike many other software options, DashboardFox operates on a one-time payment model, allowing users to purchase the software outright without the burden of ongoing subscription fees. It can be conveniently installed on your own server, ensuring that your data remains secure behind your firewall, while also offering managed hosting for those interested in Cloud BI—maintaining your ownership of data and licenses. With DashboardFox, users can easily interact with live data visualizations and create new reports without needing any technical expertise, thanks to its intuitive codeless builder. This makes it a compelling alternative to popular platforms like Tableau, Sisense, Looker, Domo, Qlik, and Crystal Reports, providing similar functionalities with added advantages. Whether you are a small business or a large enterprise, DashboardFox adapts to your needs, making data handling more efficient and accessible for everyone involved.

QuerySurge serves as an intelligent solution for Data Testing that streamlines the automation of data validation and ETL testing across Big Data, Data Warehouses, Business Intelligence Reports, and Enterprise Applications while incorporating comprehensive DevOps capabilities for ongoing testing. Among its various use cases, it excels in Data Warehouse and ETL Testing, Big Data (including Hadoop and NoSQL) Testing, and supports DevOps practices for continuous testing, as well as Data Migration, BI Report, and Enterprise Application/ERP Testing. QuerySurge boasts an impressive array of features, including support for over 200 data stores, multi-project capabilities, an insightful Data Analytics Dashboard, a user-friendly Query Wizard that requires no programming skills, and a Design Library for customized test design. Additionally, it offers automated business report testing through its BI Tester, flexible scheduling options for test execution, a Run Dashboard for real-time analysis of test processes, and access to hundreds of detailed reports, along with a comprehensive RESTful API for integration. Moreover, QuerySurge seamlessly integrates into your CI/CD pipeline, enhancing Test Management Integration and ensuring that your data quality is constantly monitored and improved. With QuerySurge, organizations can proactively uncover data issues within their delivery pipelines, significantly boost validation coverage, harness analytics to refine vital data, and elevate data quality with remarkable efficiency.

Gigasheet is an innovative big data spreadsheet that eliminates the need for setup, training, or coding expertise, allowing users to delve into large datasets without requiring SQL or Python knowledge or any IT infrastructure. This user-friendly platform democratizes access to big data insights for individuals who may not have a data science background, and the best part is that users can start with their first 3GB at no cost! With thousands of users and teams leveraging Gigasheet, insights that once took hours or days can now be obtained in just minutes, making it an invaluable tool for anyone familiar with spreadsheets. The platform also features intuitive sharing and collaboration tools that simplify the process of distributing large data sets. Additionally, Gigasheet seamlessly integrates with over 135 SaaS platforms and databases, enhancing its versatility and efficiency for users across various sectors.

Kyvos is a powerful semantic data lakehouse designed to accelerate BI and AI projects, offering fast, scalable analytics with maximum efficiency and a minimal carbon footprint. The platform provides high-performance storage that supports both structured and unstructured data, delivering reliable data solutions for AI-driven applications. With its seamless scalability, Kyvos serves as the foundation for enterprises looking to unlock the full potential of their data at a fraction of the cost of traditional solutions. The platform’s infrastructure-agnostic design allows it to fit seamlessly into any modern data or AI architecture, whether on-premises or hosted in the cloud. As a result, Kyvos has become a go-to tool for leading enterprises looking to drive cost-effective, high-performance analytics across diverse data sets. The platform enables users to engage in rich, insightful dialogues with data, unlocking the ability to develop sophisticated, context-aware AI applications. With Kyvos, companies can rapidly scale their data-driven initiatives while optimizing performance and reducing overall costs. Its flexibility and efficiency empower organizations to future-proof their data strategies, fostering innovation and enhancing overall business performance.

Row Zero stands out as a premier spreadsheet solution tailored for handling massive datasets. While it shares similarities with Excel and Google Sheets, it excels in managing over a billion rows, significantly speeding up data processing, and establishing live connections to your data warehouse along with various data sources. Its built-in connectors support platforms like Snowflake, Databricks, Redshift, Amazon S3, and Postgres. With Row Zero, users can effortlessly import entire database tables into a spreadsheet, enabling the creation of live pivot tables, charts, models, and metrics derived directly from your data warehouse. The tool allows for seamless access, editing, and sharing of large files, including multi-GB formats like CSV, parquet, and txt. Additionally, Row Zero prioritizes advanced security measures and operates in the cloud, allowing organizations to move away from unmanaged CSV exports and locally stored spreadsheets. This innovative spreadsheet not only retains all the familiar features users appreciate but is also specifically optimized for big data scenarios. If you have experience with Excel or Google Sheets, you’ll find Row Zero intuitive and straightforward to use, eliminating the need for any formal training to get started. Moreover, its robust capabilities ensure that teams can collaborate effectively and securely on data-driven projects.

Deepnote is creating an exceptional data science notebook designed specifically for collaborative teams. You can seamlessly connect to your data, delve into analysis, and collaborate in real time while benefiting from version control. Additionally, you can easily share project links with fellow analysts and data scientists or showcase your refined notebooks to stakeholders and end users. This entire experience is facilitated through a robust, cloud-based user interface that operates directly in your browser, making it accessible and efficient for all. Ultimately, Deepnote aims to enhance productivity and streamline the data science workflow within teams.

With the adaptable visual query builder, you can swiftly obtain answers to your data inquiries. Whether you're using a browser or a mobile device, you can analyze data from virtually any location. There’s no need for SQL knowledge, a data scientist, or a dedicated desktop application. You can gain insights from your colleagues and explore questions within your organization through shared inquiries. Features like @mentions, push notifications, and shared chat help involve the right individuals in discussions, transforming data into actionable insights. Additionally, you can easily copy and adjust shared questions, export data, and personalize the way charts are presented, allowing you to take ownership of your analysis instead of relying solely on someone else's work. You can also enable external sharing to grant access to data tables for partners beyond your organization. In just a couple of clicks, accessing the underlying data tables becomes a breeze, and smart typeaheads simplify the process of running custom SQL queries, enhancing your overall experience. This level of flexibility makes it easier than ever to engage with and understand your data.

Immuta's Data Access Platform is designed to provide data teams with both secure and efficient access to their data. Organizations are increasingly facing intricate data policies due to the ever-evolving landscape of regulations surrounding data management. Immuta enhances the capabilities of data teams by automating the identification and categorization of both new and existing datasets, which accelerates the realization of value; it also orchestrates the application of data policies through Policy-as-Code (PaC), data masking, and Privacy Enhancing Technologies (PETs) so that both technical and business stakeholders can manage and protect data effectively; additionally, it enables the automated monitoring and auditing of user actions and policy compliance to ensure verifiable adherence to regulations. The platform seamlessly integrates with leading cloud data solutions like Snowflake, Databricks, Starburst, Trino, Amazon Redshift, Google BigQuery, and Azure Synapse. Our platform ensures that data access is secured transparently without compromising performance levels. With Immuta, data teams can significantly enhance their data access speed by up to 100 times, reduce the number of necessary policies by 75 times, and meet compliance objectives reliably, all while fostering a culture of data stewardship and security within their organizations.

Qrvey stands out as the sole provider of embedded analytics that features an integrated data lake. This innovative solution allows engineering teams to save both time and resources by seamlessly linking their data warehouse to their SaaS application through a ready-to-use platform. Qrvey's comprehensive full-stack offering equips engineering teams with essential tools, reducing the need for in-house software development. It is specifically designed for SaaS companies eager to enhance the analytics experience for multi-tenant environments. The advantages of Qrvey's solution include: - An integrated data lake powered by Elasticsearch, - A cohesive data pipeline for the ingestion and analysis of various data types, - An array of embedded components designed entirely in JavaScript, eliminating the need for iFrames, - Customization options that allow for tailored user experiences. With Qrvey, organizations can focus on developing less software while maximizing the value they deliver to their users, ultimately transforming their analytics capabilities. This empowers companies to foster deeper insights and improve decision-making processes.

Revolutionize your perception of time in the realm of data analytics. With near-instant access to your business data, you can work directly from your dashboard without the constant need to rely on the IT department. Enter Indexima DataHub, a groundbreaking platform that empowers both operational staff and functional users to swiftly retrieve their data. By combining a specialized indexing engine with advanced machine learning techniques, Indexima allows organizations to enhance and expedite their analytics workflows. Built for durability and scalability, this solution enables firms to run queries on extensive datasets—potentially encompassing tens of billions of rows—in just milliseconds. The Indexima platform provides immediate analytics on all your data with a single click. Furthermore, with the introduction of Indexima's ROI and TCO calculator, you can determine the return on investment for your data platform in just half a minute, factoring in infrastructure costs, project timelines, and data engineering expenses while improving your analytical capabilities. Embrace the next generation of data analytics and unlock extraordinary efficiency in your business operations, paving the way for informed decision-making and strategic growth.

The Alteryx AI Platform is set to usher in a revolutionary era of analytics. By leveraging automated data preparation, AI-driven analytics, and accessible machine learning combined with built-in governance, your organization can thrive in a data-centric environment. This marks the beginning of a new chapter in data-driven decision-making for all users, teams, and processes involved. Equip your team with a user-friendly experience that makes it simple for everyone to develop analytical solutions that enhance both productivity and efficiency. Foster a culture of analytics by utilizing a comprehensive cloud analytics platform that enables the transformation of data into actionable insights through self-service data preparation, machine learning, and AI-generated findings. Implementing top-tier security standards and certifications is essential for mitigating risks and safeguarding your data. Furthermore, the use of open API standards facilitates seamless integration with your data sources and applications. This interconnectedness enhances collaboration and drives innovation within your organization.

Our platform empowers businesses to harness data for advanced analytics, machine learning, and AI, all while ensuring that customers, employees, and intellectual property remain secure. The Protegrity Data Protection Platform goes beyond mere data protection; it also identifies and classifies data while safeguarding it. To effectively protect data, one must first be aware of its existence. The platform initiates this process by categorizing data, enabling users to classify the types most frequently found in the public domain. After these classifications are set, machine learning algorithms come into play to locate the relevant data types. By integrating classification and discovery, the platform effectively pinpoints the data that requires protection. It secures data across various operational systems critical to business functions and offers privacy solutions such as tokenization, encryption, and other privacy-enhancing methods. Furthermore, the platform ensures ongoing compliance with regulations, making it an invaluable asset for organizations aiming to maintain data integrity and security.

Cognos Analytics with Watson elevates business intelligence by integrating AI capabilities that deliver a comprehensive and reliable overview of your organization. This powerful software can not only project future trends and predict potential outcomes but also provide explanations for these predictions. Its integrated AI accelerates data blending processes and identifies optimal tables for your analytical models. By leveraging AI, you can discover hidden patterns and influential factors while receiving real-time insights. The tool empowers users to generate compelling visualizations that narrate their data effectively, with the added convenience of sharing these insights through platforms like email or Slack. By combining advanced analytics with data science, new avenues for growth can be explored. The self-service analytics feature is both governed and secure, ensuring protection against data misuse while adapting to various user needs. This versatile solution can be deployed in numerous environments—whether on-premises, in the cloud, on IBM Cloud Pak® for Data, or through a hybrid approach—making it suitable for diverse operational contexts. Additionally, it fosters collaboration across teams, enhancing decision-making processes.

We simplify and enhance the efficiency of Business Intelligence (BI) and Big Data analytics. Our aim is to equip business users and BI specialists, as well as busy professionals, to work independently when tackling data-centric challenges. Querona serves as a solution for anyone who has experienced the frustration of insufficient data, slow report generation, or long wait times for BI assistance. With an integrated Big Data engine capable of managing ever-growing data volumes, Querona allows for the storage and pre-calculation of repeatable queries. The platform also intelligently suggests query optimizations, facilitating easier enhancements. By providing self-service capabilities, Querona empowers data scientists and business analysts to swiftly create and prototype data models, incorporate new data sources, fine-tune queries, and explore raw data. This advancement means reduced reliance on IT teams. Additionally, users can access real-time data from any storage location, and Querona has the ability to cache data when databases are too busy for live queries, ensuring seamless access to critical information at all times. Ultimately, Querona transforms data processing into a more agile and user-friendly experience.

Amazon QuickSight allows individuals in organizations to extract valuable insights from their data by asking questions in simple language, exploring interactive dashboards, or leveraging machine learning to detect trends and irregularities. It supports millions of dashboard interactions weekly for renowned companies like the NFL, Expedia, Volvo, Thomson Reuters, Best Western, and Comcast, helping their users make informed, data-driven decisions. Users can engage in natural language queries with Q's machine learning features, generating relevant visualizations without the need for extensive data preparation by authors or administrators. The platform also aids in uncovering hidden insights, provides accurate forecasting, and facilitates scenario analysis, while allowing users to enhance dashboards with clear, narrative-driven explanations, all thanks to AWS's machine learning capabilities. Furthermore, users can easily embed interactive visualizations, utilize sophisticated dashboard design tools, and access natural language querying features in their applications, thereby streamlining data analysis across different platforms. As a result, QuickSight significantly improves how organizations engage with their data while making it easier to convert raw data into actionable insights, ultimately fostering a culture of data literacy and informed decision-making within teams.

Ataccama offers a transformative approach to data management, significantly enhancing enterprise value. By integrating Data Governance, Data Quality, and Master Data Management into a single AI-driven framework, it operates seamlessly across both hybrid and cloud settings. This innovative solution empowers businesses and their data teams with unmatched speed and security, all while maintaining trust, security, and governance over their data assets. As a result, organizations can make informed decisions with confidence, ultimately driving better outcomes and fostering growth.

With the combination of specialized enterprise partnership expertise and a user-friendly, scalable data management suite, you can regain command over your data, access it globally, maintain security and compliance, and harness its potential for business growth. Why Choose Sesame Software? Relational Junction facilitates the automatic building, population, and incremental refreshing of your data. Improve Data Quality - Transform data from diverse sources into a uniform format, resulting in enhanced accuracy that underpins sound decision-making. Extract Insights - By automating the aggregation of information into a centralized location, you can leverage your internal BI tools to create valuable reports, helping you sidestep expensive errors. Consistent Pricing - Eliminate unpredictable costs with fixed yearly pricing and long-term discounts, regardless of your data volume. With these advantages, your organization can unlock new opportunities and streamline operations.

Embark on a comprehensive journey of crafting machine learning algorithms and predicting outcomes with remarkable ease in just one click. It's important to recognize that not every dataset is ideal for machine learning applications; utilize the Data Dialog to seamlessly enhance your data without the need for tedious file edits. Share your prediction reports effortlessly with your team or opt for public access, enabling anyone to interact with your model and produce their own forecasts. Through our intuitive low-code API, you can incorporate dynamic ML predictions directly into your applications. Evaluate important metrics such as willingness to pay, assess potential leads, and conduct various analyses in real-time. Obviously AI provides cutting-edge algorithms while ensuring high performance throughout the process. Accurately project revenue, optimize supply chain management, and customize marketing strategies according to specific consumer needs. With a simple CSV upload or a swift integration with your preferred data sources, you can easily choose your prediction column from a user-friendly dropdown and observe as the AI is automatically built for you. Furthermore, benefit from beautifully designed visual representations of predicted results, pinpoint key influencers, and delve into "what-if" scenarios to gain insights into possible future outcomes. This revolutionary approach not only enhances your data interaction but also elevates the standard for predictive analytics in your organization.

There are no charges for each connection when establishing the automated connections you require. You won't face any per-connection fees for all your necessary automated connections. Setting up and scaling your cloud data warehouse or processing tasks does not demand any technical expertise. With Conversionomics, you are encouraged to make mistakes and engage in challenging inquiries regarding your data. You have complete freedom to manipulate your data as you see fit. This platform generates intricate SQL to integrate source data along with lookups and table relationships seamlessly. You can take advantage of preset joins and standard SQL, or even design your own SQL queries for further customization. Conversionomics serves as a user-friendly data aggregation tool that allows for the swift creation of data API sources. Additionally, you can build interactive dashboards and reports from these sources by utilizing our templates and your preferred data visualization tools. This flexibility ensures that your data presentation can be tailored to meet specific needs and preferences.

IRI Voracity is a comprehensive software platform designed for efficient, cost-effective, and user-friendly management of the entire data lifecycle. This platform accelerates and integrates essential processes such as data discovery, governance, migration, analytics, and integration within a unified interface based on Eclipse™. By merging various functionalities and offering a broad spectrum of job design and execution alternatives, Voracity effectively reduces the complexities, costs, and risks linked to conventional megavendor ETL solutions, fragmented Apache tools, and niche software applications. With its unique capabilities, Voracity facilitates a wide array of data operations, including: * profiling and classification * searching and risk-scoring * integration and federation * migration and replication * cleansing and enrichment * validation and unification * masking and encryption * reporting and wrangling * subsetting and testing Moreover, Voracity is versatile in deployment, capable of functioning on-premise or in the cloud, across physical or virtual environments, and its runtimes can be containerized or accessed by real-time applications and batch processes, ensuring flexibility for diverse user needs. This adaptability makes Voracity an invaluable tool for organizations looking to streamline their data management strategies effectively.

The Databricks Data Intelligence Platform empowers every individual within your organization to effectively utilize data and artificial intelligence. Built on a lakehouse architecture, it creates a unified and transparent foundation for comprehensive data management and governance, further enhanced by a Data Intelligence Engine that identifies the unique attributes of your data. Organizations that thrive across various industries will be those that effectively harness the potential of data and AI. Spanning a wide range of functions from ETL processes to data warehousing and generative AI, Databricks simplifies and accelerates the achievement of your data and AI aspirations. By integrating generative AI with the synergistic benefits of a lakehouse, Databricks energizes a Data Intelligence Engine that understands the specific semantics of your data. This capability allows the platform to automatically optimize performance and manage infrastructure in a way that is customized to the requirements of your organization. Moreover, the Data Intelligence Engine is designed to recognize the unique terminology of your business, making the search and exploration of new data as easy as asking a question to a peer, thereby enhancing collaboration and efficiency. This progressive approach not only reshapes how organizations engage with their data but also cultivates a culture of informed decision-making and deeper insights, ultimately leading to sustained competitive advantages.

Introducing the industry's pioneering SaaS solution for access governance, designed for multi-cloud data security through a unified interface. With the cloud landscape becoming increasingly fragmented and data dispersed across various platforms, managing sensitive information can pose significant challenges due to a lack of visibility. This complexity in data onboarding also slows down productivity for data scientists. Furthermore, maintaining data governance across different services often requires a manual and piecemeal approach, which can be inefficient. The process of securely transferring data to the cloud can also be quite labor-intensive. By enhancing visibility and evaluating the risks associated with sensitive data across various cloud service providers, this solution allows organizations to oversee their data policies from a consolidated system. It effectively supports compliance requests, such as RTBF and GDPR, across multiple cloud environments. Additionally, it facilitates the secure migration of data to the cloud while implementing Apache Ranger compliance policies. Ultimately, utilizing one integrated system makes it significantly easier and faster to transform sensitive data across different cloud databases and analytical platforms, streamlining operations and enhancing security. This holistic approach not only improves efficiency but also strengthens overall data governance.

WhereScape is a powerful solution designed to assist IT organizations, regardless of their size, in leveraging automation to expedite the construction, deployment, management, and upkeep of data infrastructure. With its automation capabilities, WhereScape is relied upon by over 700 clients globally, streamlining the process by removing monotonous and time-intensive tasks like hand-coding that typically plague data infrastructure initiatives. As a result, organizations can achieve the delivery of data warehouses, vaults, and lakes in mere days or weeks, significantly reducing the traditional timelines that often span months or even years. This efficiency not only accelerates project timelines but also enhances overall productivity within the IT sector.