Best Big Data Platforms for Startups
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Compare the Top Big Data Platforms for Startups as of December 2025
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What are Big Data Platforms for Startups?
Big data platforms are systems that provide the infrastructure and tools needed to store, manage, process, and analyze large volumes of structured and unstructured data. These platforms typically offer scalable storage solutions, high-performance computing capabilities, and advanced analytics tools to help organizations extract insights from massive datasets. Big data platforms often support technologies such as distributed computing, machine learning, and real-time data processing, allowing businesses to leverage their data for decision-making, predictive analytics, and process optimization. By using these platforms, organizations can handle complex datasets efficiently, uncover hidden patterns, and drive data-driven innovation. Compare and read user reviews of the best Big Data platforms for Startups currently available using the table below. This list is updated regularly.
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1
Teradata VantageCloud
Teradata
Teradata VantageCloud: Scalable Cloud Analytics and AI Platform VantageCloud is Teradata’s enterprise cloud platform built to manage the largest and most complex data ecosystems. It brings together data from across the organization, enabling advanced analytics, seamless AI deployment, and real-time insights — all within a single, scalable environment. With support for multi-cloud and hybrid deployments, VantageCloud allows businesses to manage data across AWS, Azure, Google Cloud, and on-premises systems with ease. Its open architecture ensures compatibility with modern tools and industry standards, reducing complexity and avoiding vendor lock-in. By delivering trusted AI, harmonized data, and high-performance analytics, VantageCloud equips organizations to uncover new opportunities, accelerate innovation, and make confident, data-driven decisions at scale. -
2
Google Cloud BigQuery
Google
BigQuery is designed to handle and analyze big data, making it an ideal tool for businesses working with massive datasets. Whether you are processing gigabytes or petabytes, BigQuery scales automatically and delivers high-performance queries, making it highly efficient. With BigQuery, organizations can analyze data at unprecedented speed, helping them stay ahead in fast-moving industries. New customers can leverage the $300 in free credits to explore BigQuery's big data capabilities, gaining practical experience in managing and analyzing large volumes of information. The platform’s serverless architecture ensures that users never have to worry about scaling issues, making big data management simpler than ever.Starting Price: Free ($300 in free credits) -
3
MongoDB Atlas
MongoDB
The most innovative cloud database service on the market, with unmatched data distribution and mobility across AWS, Azure, and Google Cloud, built-in automation for resource and workload optimization, and so much more. MongoDB Atlas is the global cloud database service for modern applications. Deploy fully managed MongoDB across AWS, Google Cloud, and Azure with best-in-class automation and proven practices that guarantee availability, scalability, and compliance with the most demanding data security and privacy standards. The best way to deploy, run, and scale MongoDB in the cloud. MongoDB Atlas offers built-in security controls for all your data. Enable enterprise-grade features to integrate with your existing security protocols and compliance standards. With MongoDB Atlas, your data is protected with preconfigured security features for authentication, authorization, encryption, and more.Starting Price: $0.08/hour -
4
Google Cloud Platform
Google
Google Cloud Platform excels in managing and analyzing big data through tools like BigQuery, a serverless data warehouse for fast querying and analysis. GCP also offers services such as Dataflow, Dataproc, and Pub/Sub, which allow businesses to efficiently process and analyze large datasets. With the added benefit of $300 in free credits for new customers to run, test, and deploy workloads, organizations can start exploring big data solutions without the financial commitment, accelerating their data-driven insights and innovations. The platform’s highly scalable architecture enables companies to process terabytes to petabytes of data quickly and at a fraction of the cost of traditional data solutions. GCP's big data solutions are designed to integrate well with machine learning tools, creating a comprehensive environment for data scientists and analysts to gain valuable insights.Starting Price: Free ($300 in free credits) -
5
dbt
dbt Labs
dbt helps data teams transform raw data into trusted, analysis-ready datasets faster. With dbt, data analysts and data engineers can collaborate on version-controlled SQL models, enforce testing and documentation standards, lean on detailed metadata to troubleshoot and optimize pipelines, and deploy transformations reliably at scale. Built on modern software engineering best practices, dbt brings transparency and governance to every step of the data transformation workflow. Thousands of companies, from startups to Fortune 500 enterprises, rely on dbt to improve data quality and trust as well as drive efficiencies and reduce costs as they deliver AI-ready data across their organization. Whether you’re scaling data operations or just getting started, dbt empowers your team to move from raw data to actionable analytics with confidence.Starting Price: $100 per user/ month -
6
DataBuck
FirstEigen
DataBuck is an AI-powered data validation platform that automates risk detection across dynamic, high-volume, and evolving data environments. DataBuck empowers your teams to: ✅ Enhance trust in analytics and reports, ensuring they are built on accurate and reliable data. ✅ Reduce maintenance costs by minimizing manual intervention. ✅ Scale operations 10x faster compared to traditional tools, enabling seamless adaptability in ever-changing data ecosystems. By proactively addressing system risks and improving data accuracy, DataBuck ensures your decision-making is driven by dependable insights. Proudly recognized in Gartner’s 2024 Market Guide for #DataObservability, DataBuck goes beyond traditional observability practices with its AI/ML innovations to deliver autonomous Data Trustability—empowering you to lead with confidence in today’s data-driven world. -
7
RaimaDB
Raima
RaimaDB is an embedded time series database for IoT and Edge devices that can run in-memory. It is an extremely powerful, lightweight and secure RDBMS. Field tested by over 20 000 developers worldwide and has more than 25 000 000 deployments. RaimaDB is a high-performance, cross-platform embedded database designed for mission-critical applications, particularly in the Internet of Things (IoT) and edge computing markets. It offers a small footprint, making it suitable for resource-constrained environments, and supports both in-memory and persistent storage configurations. RaimaDB provides developers with multiple data modeling options, including traditional relational models and direct relationships through network model sets. It ensures data integrity with ACID-compliant transactions and supports various indexing methods such as B+Tree, Hash Table, R-Tree, and AVL-Tree. -
8
DashboardFox
5000fish
Dashboards, codeless reporting, interactive data visualizations, data level security, mobile access, scheduled reports, embedding, sharing via link, and more. DashboardFox is a dashboard and data visualization solution designed for business users with a no-subscription pricing model. Pay once and you own the software for life. DashboardFox is self-hosted, install on your own server, behind your firewall. Looking for Cloud BI? We offer managed hosting services, but you still retain ownership of your DashboardFox licenses and data. DashboardFox allows your users to drill-down and interact with live data visualizations via dashboards and reports. Business users can create new visualization in a codeless report builder without needing a technical pedigree. An alternative to Tableau, Sisense, Looker, Domo, Qlik, Crystal Reports, and others.Starting Price: $495 one-time payment -
9
Saturn Cloud
Saturn Cloud
Saturn Cloud is an AI/ML platform available on every cloud. Data teams and engineers can build, scale, and deploy their AI/ML applications with any stack. Quickly spin up environments to test new ideas, then easily deploy them into production. Scale fast—from proof-of-concept to production-ready applications. Customers include NVIDIA, CFA Institute, Snowflake, Flatiron School, Nestle, and more. Get started for free at: saturncloud.ioStarting Price: $0.005 per GB per hour -
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Omniscope Evo
Visokio
Visokio builds Omniscope Evo, complete and extensible BI software for data processing, analytics and reporting. A smart experience on any device. Start from any data in any shape, load, edit, blend, transform while visually exploring it, extract insights through ML algorithms, automate your data workflows, and publish interactive reports and dashboards to share your findings. Omniscope is not only an all-in-one BI tool with a responsive UX on all modern devices, but also a powerful and extensible platform: you can augment data workflows with Python / R scripts and enhance reports with any JS visualisation. Whether you’re a data manager, scientist or analyst, Omniscope is your complete solution: from data, through analytics to visualisation.Starting Price: $59/month/user -
11
iceDQ
iceDQ
iceDQ is the #1 data reliability platform offering powerful, unified capabilities for Data Testing, Data Monitoring, and Data Observability. Designed for modern data environments, iceDQ automates complex data pipelines and data migration testing to ensure accuracy, integrity, and trust in your data systems. Its AI-based observability engine continuously monitors data in real-time, quickly detecting anomalies and minimizing business risks. With robust cross-platform connectivity, iceDQ supports seamless data validation, data profiling, and data reconciliation across diverse sources — including databases, files, data lakes, SaaS applications, and cloud environments. Whether you're migrating data, ensuring ETL/ELT process quality, or monitoring live data streams, iceDQ helps enterprises deliver high-quality, reliable data at scale. From financial services to healthcare and beyond, organizations rely on iceDQ to make confident, data-driven decisions backed by trusted data pipelines.Starting Price: $1000 -
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People Data Labs
People Data Labs
We build workforce data, so you don't have to. People Data Labs provides comprehensive workforce profiles built with quality, coverage, and depth in mind. We collect, standardize, and refresh data, so you can build innovative products.Starting Price: $0 for 100 API Calls -
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MongoDB
MongoDB
MongoDB is a general purpose, document-based, distributed database built for modern application developers and for the cloud era. No database is more productive to use. Ship and iterate 3–5x faster with our flexible document data model and a unified query interface for any use case. Whether it’s your first customer or 20 million users around the world, meet your performance SLAs in any environment. Easily ensure high availability, protect data integrity, and meet the security and compliance standards for your mission-critical workloads. An integrated suite of cloud database services that allow you to address a wide variety of use cases, from transactional to analytical, from search to data visualizations. Launch secure mobile apps with native, edge-to-cloud sync and automatic conflict resolution. Run MongoDB anywhere, from your laptop to your data center.Starting Price: Free -
14
Looker
Google
Looker, Google Cloud’s business intelligence platform, enables you to chat with your data. Organizations turn to Looker for self-service and governed BI, to build custom applications with trusted metrics, or to bring Looker modeling to their existing environment. The result is improved data engineering efficiency and true business transformation. Looker is reinventing business intelligence for the modern company. Looker works the way the web does: browser-based, its unique modeling language lets any employee leverage the work of your best data analysts. Operating 100% in-database, Looker capitalizes on the newest, fastest analytic databases—to get real results, in real time. -
15
Microsoft Azure
Microsoft
Microsoft's Azure is a cloud computing platform that allows for rapid and secure application development, testing and management. Azure. Invent with purpose. Turn ideas into solutions with more than 100 services to build, deploy, and manage applications—in the cloud, on-premises, and at the edge—using the tools and frameworks of your choice. Continuous innovation from Microsoft supports your development today, and your product visions for tomorrow. With a commitment to open source, and support for all languages and frameworks, build how you want, and deploy where you want to. On-premises, in the cloud, and at the edge—we’ll meet you where you are. Integrate and manage your environments with services designed for hybrid cloud. Get security from the ground up, backed by a team of experts, and proactive compliance trusted by enterprises, governments, and startups. The cloud you can trust, with the numbers to prove it. -
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Microsoft Power BI
Microsoft
Power BI is a business intelligence platform that enables users to analyze data using AI-driven tools and intuitive report creation. It consolidates data from various sources into OneLake, creating a centralized data source. This platform aids in embedding actionable insights into applications like Microsoft 365, aiding decision-making. Power BI integrates with Microsoft Fabric, enhancing data management. It offers scalability to handle large data volumes and integrates seamlessly with Microsoft services. Its AI capabilities efficiently identify patterns and generate insights. Power BI ensures data security and compliance. Its Copilot feature allows rapid report generation. Additionally, Power BI Pro offers self-service analytics, and its free version includes data modeling and visualization tools. It's known for unified data management, empowering users with accessibility and training resources. Power BI has demonstrated a significant ROI and economic benefit, as evidenced in a ForresStarting Price: $10 per user per month -
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IBM SPSS Statistics software is used by a variety of customers to solve industry-specific business issues to drive quality decision-making. Advanced statistical procedures and visualization can provide a robust, user friendly and an integrated platform to understand your data and solve complex business and research problems. • Addresses all facets of the analytical process from data preparation and management to analysis and reporting • Provides tailored functionality and customizable interfaces for different skill levels and functional responsibilities • Delivers graphs and presentation-ready reports to easily communicate results Organizations of all types have relied on proven IBM SPSS Statistics technology to increase revenue, outmaneuver competitors, conduct research, and data driven decision-making.Starting Price: $99/month
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18
Sadas Engine
Sadas
Sadas Engine is the fastest Columnar Database Management System both in Cloud and On Premise. Turn Data into Information with the fastest columnar Database Management System able to perform 100 times faster than transactional DBMSs and able to carry out searches on huge quantities of data over a period even longer than 10 years. Every day we work to ensure impeccable service and appropriate solutions to enhance the activities of your specific business. SADAS srl, a company of the AS Group , is dedicated to the development of Business Intelligence solutions, data analysis applications and DWH tools, relying on cutting-edge technology. The company operates in many sectors: banking, insurance, leasing, commercial, media and telecommunications, and in the public sector. Innovative software solutions for daily management needs and decision-making processes, in any sector -
19
Snowflake
Snowflake
Snowflake is a comprehensive AI Data Cloud platform designed to eliminate data silos and simplify data architectures, enabling organizations to get more value from their data. The platform offers interoperable storage that provides near-infinite scale and access to diverse data sources, both inside and outside Snowflake. Its elastic compute engine delivers high performance for any number of users, workloads, and data volumes with seamless scalability. Snowflake’s Cortex AI accelerates enterprise AI by providing secure access to leading large language models (LLMs) and data chat services. The platform’s cloud services automate complex resource management, ensuring reliability and cost efficiency. Trusted by over 11,000 global customers across industries, Snowflake helps businesses collaborate on data, build data applications, and maintain a competitive edge.Starting Price: $2 compute/month -
20
Cyfe
Cyfe by Traject
Cyfe is a business intelligence platform that helps businesses of all sizes with KPI monitoring, search engine optimization, scheduling, social media marketing, custom reports, data export & archiving and more. Find the perfect online dashboard template, connect your data, and start monitoring your KPIs. Modify the template to meet your business needs. From zero to data in under 5 minutes, get started quickly with a free plan or one of our free 14-day trials. Create dashboards to visualize data for your individual departments, the C-suite or all of your clients. Everything from analytics, to sales, social, and online reviews. Pull data from popular services like Google and Salesforce with over 100 integrations and 250+ metrics included out of the box. Get set up in minutes by configuring pre-populated widgets including Google Analytics, Facebook Pages, Facebook Ads, Grade.us, SERPs, Moz, Twitter, Mailchimp, and Instagram.Starting Price: Free -
21
Juicebox
Juice Analytics
Create Reports Your Customer Will Love Juicebox takes the pain out of producing data reports and presentations—and you’ll delight customers with beautiful, interactive web experiences. Design once, deliver to 5 or 500 customers. Personalized to each. Modern, interactive charts that tell a story – no coding required. Build with simple spreadsheets, or connect to your database. Imagine if PowerPoint and Tableau had a baby 👶 — and it was beautiful! 😍 Save Time. Build once, use often. Whether you need to present similar data across time, customers, or locations, no need to manually recreate the same report. Design Like a Pro. Our built-in templates, styling themes, and smart layouts will ensure your customers get a premium experience. Inspire Action. Data stories go beyond traditional dashboards and reports. Our connected data stories enable guided flow and interactive exploration.Starting Price: $15/editor/month -
22
Inzata Analytics
Inzata Analytics
Inzata Analytics: An AI-powered, end-to-end data analytics software solution. Inzata takes your raw, unrefined data and transforms it into actionable insights, all on one platform. Build your entire data warehouse in less than one day using Inzata Analytics. Inzata’s library of over 700 data connectors ensures as seamless and hasty data integration process. Our patented aggregation engine promises prepped, blended, and organized data models in seconds. Create automated data pipeline workflows for real-time data analysis updates in Inzata’s newest too, InFlow. Finally, display your business data confidently on 100% customizable interactive dashboards. Realize the power of real-time analytics to supercharge your business agility and responsiveness, with Inzata. -
23
Neural Designer
Artelnics
Neural Designer is a powerful software tool for developing and deploying machine learning models. It provides a user-friendly interface that allows users to build, train, and evaluate neural networks without requiring extensive programming knowledge. With a wide range of features and algorithms, Neural Designer simplifies the entire machine learning workflow, from data preprocessing to model optimization. In addition, it supports various data types, including numerical, categorical, and text, making it versatile for domains. Additionally, Neural Designer offers automatic model selection and hyperparameter optimization, enabling users to find the best model for their data with minimal effort. Finally, its intuitive visualizations and comprehensive reports facilitate interpreting and understanding the model's performance.Starting Price: $2495/year (per user) -
24
Altair Monarch
Altair
An industry leader with over 30 years of experience in data discovery and transformation, Altair Monarch offers the fastest and easiest way to extract data from any source. Simple to construct workflows that require no coding enable users to collaborate as they transform difficult data such as PDFs spreadsheets, text files, as well as from big data and other structured sources, into rows and columns. Whether data is on premises or in the cloud, Altair can automate preparation tasks for expedited results and deliver data you trust for smart business decision making. To learn more about Altair Monarch or download a free version of its enterprise software, please click the links below. -
25
Strategy ONE
Strategy Software
Strategy ONE (formerly MicroStrategy) is an AI-powered platform designed to accelerate business intelligence and data-driven insights. It combines advanced AI with business intelligence (BI) tools to help organizations streamline workflows, automate processes, and improve data accessibility. With its ability to integrate multiple data sources, Strategy ONE ensures that businesses can trust the data they analyze and make informed decisions faster. The platform supports cloud-native technologies, enabling seamless scalability and adaptability. Additionally, Strategy ONE’s AI chat interface allows for intuitive data querying and analysis, making it easier for users to interact with their data and drive impactful results. -
26
List & Label
combit
List & Label is a report generator for software developers to integrate reporting functions in their web, cloud and desktop applications. Made for development environments such as .NET, C#, Delphi, C++, ASP.NET, ASP.NET MVC, .NET Core etc. It is seamless to integrate, supports a huge variety of data sources and extends applications with extensive print, export and preview functions. With the WYSIWYG Report Designer, developers or end users create or edit different print templates for printing information that originates either from a database or another data source. In the Designer, you then have all the data at your disposal to prepare it for printing in different ways. The additionally included and entirely browser-based Web Report Designer for ASP.NET MVC offers more flexibility in development and is independent from printer drivers. Reports for web applications can be designed anywhere at any time in the browser of your choice.Starting Price: €650/license -
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AnswerDock
AnswerDock
AnswerDock is an AI-driven analytics platform for the enterprise. It provides answers to business users' questions and allows them to make better and faster decisions, without the need for data analysts. Get instant insights from your data warehouse via live query (available for Snowflake, Amazon Redshift, Microsoft Synapse, Google Bigquery). You can also upload excel files or connect to traditional relational databases (Mysql, SQL Server, etc.) and 3rd-party APIs such as Google Analytics. Try AnswerDock on a sample retail dataset. No need for registration or login. Try AnswerDock on your own data by signing up to the free version (all features). Using AnswerDock, business users create their own reports and dashboards by typing their questions, just like using a web search engine. Need a sales report? type Top 10 Sales People by growth in number of leads this quarter. AnswerDock runs the analysis and displays the optimal visualization instantly, its that simple.Starting Price: $495 per month -
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Azure Analysis Services
Microsoft
Use Azure Resource Manager to create and deploy an Azure Analysis Services instance within seconds, and use backup restore to quickly move your existing models to Azure Analysis Services and take advantage of the scale, flexibility and management benefits of the cloud. Scale up, scale down, or pause the service and pay only for what you use. Combine data from multiple sources into a single, trusted BI semantic model that’s easy to understand and use. Enable self-service and data discovery for business users by simplifying the view of data and its underlying structure. Reduce time-to-insights on large and complex datasets. Fast response times mean your BI solution can meet the needs of your business users and keep pace with your business. Connect to real-time operational data using DirectQuery and closely watch the pulse of your business. Visualize your data using your favorite data visualization tool.Starting Price: $0.81 per hour -
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AnswerMiner
Answerminer
AnswerMiner is a new data exploration and visualisation tool that puts the tone on usability and simplicity instead of hard programming and requiring extra-knowledge to use it. The user-friendly interface helps to get familiar with the app quickly and makes the use of the features understandable. AnswerMiner is a cloud-based application that is available from anywhere at any time to find relations and meaningful insights in the data, even if the users are not data scientists, programmers, or statisticians. We believe that everybody can be a data analyst, they just need the right tool to get the most out of their data. Features: *Smart Data View *Automatic Charts *Correlation Matrix and Table *Relation Map *Prediction Tree *Report (Canvas) *Connectors: Mailchimp, Analytics, URL, MySQL, Google Drive, FTP, and more.Starting Price: $47.00/month -
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Elasticsearch
Elastic
Elastic is a search company. As the creators of the Elastic Stack (Elasticsearch, Kibana, Beats, and Logstash), Elastic builds self-managed and SaaS offerings that make data usable in real time and at scale for search, logging, security, and analytics use cases. Elastic's global community has more than 100,000 members across 45 countries. Since its initial release, Elastic's products have achieved more than 400 million cumulative downloads. Today thousands of organizations, including Cisco, eBay, Dell, Goldman Sachs, Groupon, HP, Microsoft, Netflix, The New York Times, Uber, Verizon, Yelp, and Wikipedia, use the Elastic Stack, and Elastic Cloud to power mission-critical systems that drive new revenue opportunities and massive cost savings. Elastic has headquarters in Amsterdam, The Netherlands, and Mountain View, California; and has over 1,000 employees in more than 35 countries around the world.
