# Page 3 | Best Big Data Software 2026 | Capterra > Page 3 - Find the top Big Data software of 2026 on Capterra. Based on millions of verified user reviews - compare and filter for whats important to you to find the best tools for your needs. Source: https://www.capterra.com/big-data-software --- # Best Big Data Software - Page 3 [## PromptCloud](https://www.capterra.com/p/153968/PromptCloud/) [4.2 (14)](https://www.capterra.com/p/153968/PromptCloud/reviews/) Our quick turnover turnover time in web scraping makes us a reliable data partner for enterprises worldwide. [Learn more about PromptCloud](https://www.capterra.com/p/153968/PromptCloud/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## import.io](https://www.capterra.com/p/135185/import-io/) [4.1 (14)](https://www.capterra.com/p/135185/import-io/reviews/) Import.io is a global leader in web data extraction and integration, trusted by enterprises. [Learn more about import.io](https://www.capterra.com/p/135185/import-io/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Dataiku](https://www.capterra.com/p/142192/Data-Science-Studio-DSS/) [4.6 (13)](https://www.capterra.com/p/142192/Data-Science-Studio-DSS/reviews/) Dataiku connects people, technologies and processes to pave a fast, stable and sustainable path to enterprise AI. [Learn more about Dataiku](https://www.capterra.com/p/142192/Data-Science-Studio-DSS/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. [## Authoritas](https://www.capterra.com/p/144374/Analytics-SEO/) [4.2 (13)](https://www.capterra.com/p/144374/Analytics-SEO/reviews/) Authoritas is a data science-driven SEO and content marketing platform for Enterprises and E-commerce Businesses [Learn more about Authoritas](https://www.capterra.com/p/144374/Analytics-SEO/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Exasol](https://www.capterra.com/p/175158/Exasol/) [4.8 (12)](https://www.capterra.com/p/175158/Exasol/#reviews) Cloud-based data analytics platform that helps businesses with data warehousing and real-time business intelligence metrics. [Learn more about Exasol](https://www.capterra.com/p/175158/Exasol/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Dataedo](https://www.capterra.com/p/199871/Dataedo/) [4.7 (12)](https://www.capterra.com/p/199871/Dataedo/reviews/) Data catalog and database documentation tool with data dictionary, business glossary, data lineage, and data community. [Learn more about Dataedo](https://www.capterra.com/p/199871/Dataedo/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Couchbase Server](https://www.capterra.com/p/132494/Couchbase-Server/) [4.1 (12)](https://www.capterra.com/p/132494/Couchbase-Server/reviews/) Couchbase is the operational data platform for AI that connects and mobilizes your data, so you can power peak experiences, harness the [Learn more about Couchbase Server](https://www.capterra.com/p/132494/Couchbase-Server/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Neural Designer](https://www.capterra.com/p/156274/Neural-Designer/) [4.9 (11)](https://www.capterra.com/p/156274/Neural-Designer/reviews/) Neural Designer is a user-friendly app for data science and machine learning. It allows you to build AI-powered applications without c [Learn more about Neural Designer](https://www.capterra.com/p/156274/Neural-Designer/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## MachEye](https://www.capterra.com/p/215665/MachEye/) [4.6 (11)](https://www.capterra.com/p/215665/MachEye/reviews/) Data made consumable and actionable with a cloud analytics platform for search and decision intelligence. [Learn more about MachEye](https://www.capterra.com/p/215665/MachEye/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Sailthru](https://www.capterra.com/p/155116/Sailthru-Customer-Retention-Cloud/) [3.9 (11)](https://www.capterra.com/p/155116/Sailthru-Customer-Retention-Cloud/reviews/) Marketing personalization platform with omnichannel data collection, customer profiles building, and analytics. [Learn more about Sailthru](https://www.capterra.com/p/155116/Sailthru-Customer-Retention-Cloud/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## 9Spokes](https://www.capterra.com/p/163744/9-Spokes/) [4.8 (10)](https://www.capterra.com/p/163744/9-Spokes/#reviews) 9 Spokes make benefiting from Big Data a smaller task, recommending business apps and putting important information in front of you. [Learn more about 9Spokes](https://www.capterra.com/p/163744/9-Spokes/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Apteco Orbit](https://www.capterra.com/p/178726/Apteco-Orbit/) [4.7 (10)](https://www.capterra.com/p/178726/Apteco-Orbit/reviews/) INSIGHT INTO ACTION Online access to your data, insights, and campaigns for everyone who needs it. [Learn more about Apteco Orbit](https://www.capterra.com/p/178726/Apteco-Orbit/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## TimeXtender](https://www.capterra.com/p/235842/TimeXtender/) [4.6 (10)](https://www.capterra.com/p/235842/TimeXtender/reviews/) By unifying each layer of the data stack, TimeXtender empowers you to build data solutions 10x faster, while reducing costs by 70-80%. [Learn more about TimeXtender](https://www.capterra.com/p/235842/TimeXtender/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Opinum Data Hub](https://www.capterra.com/p/146844/Opinum-Data-Hub/) [4.5 (10)](https://www.capterra.com/p/146844/Opinum-Data-Hub/reviews/) Data Hub is a secured data platform that allows energy and environmental actors to centralise, enhance, analyse, and visualize data [Learn more about Opinum Data Hub](https://www.capterra.com/p/146844/Opinum-Data-Hub/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Unit4 Financial Planning & Analysis](https://www.capterra.com/p/253570/Unit4-FPA/) [4.5 (10)](https://www.capterra.com/p/253570/Unit4-FPA/reviews/) Unit4 FP&A becomes a single source of truth for planning, budgeting, forecasting, data analysis, dashboarding and operational planning. [Learn more about Unit4 Financial Planning & Analysis](https://www.capterra.com/p/253570/Unit4-FPA/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Apteco FastStats](https://www.capterra.com/p/101009/FastStats/) [4.8 (9)](https://www.capterra.com/p/101009/FastStats/reviews/) INSIGHT INTO ACTION Apteco FastStats® is the first part of your journey to a true understanding of your customers and prospects. [Learn more about Apteco FastStats](https://www.capterra.com/p/101009/FastStats/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Decile](https://www.capterra.com/p/240539/Decile/) [4.8 (9)](https://www.capterra.com/p/240539/Decile/reviews/) Helping brands grow profitably through e-commerce and marketing insights and analytics. [Learn more about Decile](https://www.capterra.com/p/240539/Decile/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Collibra](https://www.capterra.com/p/145719/Collibra/) [4.6 (9)](https://www.capterra.com/p/145719/Collibra/reviews/) Cloud-based platform that helps businesses govern data, monitor catalog and manage privacy policies to build a data-driven culture. [Learn more about Collibra](https://www.capterra.com/p/145719/Collibra/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Centralpoint](https://www.capterra.com/p/161470/Centralpoint/) [4.6 (9)](https://www.capterra.com/p/161470/Centralpoint/reviews/) Centralpoint harmonizes big (disparate) data through scheduled, automated tasks which mine, index and aggregate from multiple sources. [Learn more about Centralpoint](https://www.capterra.com/p/161470/Centralpoint/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Litmus Edge](https://www.capterra.com/p/179785/LitmusEdge/) [4.4 (9)](https://www.capterra.com/p/179785/LitmusEdge/reviews/) Litmus Edge is a flexible and scalable edge platform that collects, analyzes, manages and integrates data from all industrial assets. [Learn more about Litmus Edge](https://www.capterra.com/p/179785/LitmusEdge/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Cloudera Enterprise](https://www.capterra.com/p/116729/Cloudera-Enterprise/) [4.3 (9)](https://www.capterra.com/p/116729/Cloudera-Enterprise/reviews/) Cloudera delivers the modern platform for machine learning and analytics optimized for the cloud [Learn more about Cloudera Enterprise](https://www.capterra.com/p/116729/Cloudera-Enterprise/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## What's The Price](https://www.capterra.com/p/215644/What-s-The-Price/) [4.1 (9)](https://www.capterra.com/p/215644/What-s-The-Price/reviews/) WTP combines big data about companies, commodities, labor costs, and currencies to get insight into a product's cost structure. [Learn more about What's The Price](https://www.capterra.com/p/215644/What-s-The-Price/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## DataHero](https://www.capterra.com/p/170664/DataHero/) [4.0 (9)](https://www.capterra.com/p/170664/DataHero/reviews/) Easy to use Cloud BI visualization and data dashboards for business owners. Get insights faster with DataHero. [Learn more about DataHero](https://www.capterra.com/p/170664/DataHero/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## ZIPPYDOC](https://www.capterra.com/p/276890/ZIPPYDOC/) [4.8 (8)](https://www.capterra.com/p/276890/ZIPPYDOC/#reviews) ZIPPYDOC is a business Integration and automation platform that can be used on the web or in Excel. [Learn more about ZIPPYDOC](https://www.capterra.com/p/276890/ZIPPYDOC/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Pipestream](https://www.capterra.com/p/238481/Pipestream/) [4.6 (8)](https://www.capterra.com/p/238481/Pipestream/reviews/) Pipestream is a powerful ETL pipeline that enables you to stream raw data from your website to BigQuery within 60 seconds or less. [Learn more about Pipestream](https://www.capterra.com/p/238481/Pipestream/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Confluent Platform](https://www.capterra.com/p/191177/Confluent-Platform/) [4.4 (8)](https://www.capterra.com/p/191177/Confluent-Platform/reviews/) Confluent is an enterprise ready, fully managed Kafka service that helps you process streaming data in real-time. [Learn more about Confluent Platform](https://www.capterra.com/p/191177/Confluent-Platform/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## AWS for Data](https://www.capterra.com/p/251481/AWS-Cloud-Databases/) [4.9 (7)](https://www.capterra.com/p/251481/AWS-Cloud-Databases/#reviews) AWS provides purpose-built analytics and database services that enable businesses to extract data insights at any scale. [Learn more about AWS for Data](https://www.capterra.com/p/251481/AWS-Cloud-Databases/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Gigasheet](https://www.capterra.com/p/10001444/Gigasheet/) [4.9 (7)](https://www.capterra.com/p/10001444/Gigasheet/#reviews) If you can use a spreadsheet, you can analyze big data from data warehouses and other cloud platforms. Gigasheet makes big data easy! [Learn more about Gigasheet](https://www.capterra.com/p/10001444/Gigasheet/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Zuar Runner](https://www.capterra.com/p/229838/Mitto/) [4.7 (7)](https://www.capterra.com/p/229838/Mitto/reviews/) Mitto automates data flows from hundreds of potential sources into a single destination, fully prepped and ready for analytics. [Learn more about Zuar Runner](https://www.capterra.com/p/229838/Mitto/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Excelero NVMesh](https://www.capterra.com/p/238293/Excelero-NVMesh/) [4.7 (7)](https://www.capterra.com/p/238293/Excelero-NVMesh/reviews/) Excelero NVMesh is a cloud-based big data storage and large-scale data management solution. [Learn more about Excelero NVMesh](https://www.capterra.com/p/238293/Excelero-NVMesh/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## PI System](https://www.capterra.com/p/175718/PI-System/) [4.3 (7)](https://www.capterra.com/p/175718/PI-System/reviews/) Big data tool that helps small to midsize businesses collect data from various sources and use it to build operational intelligence. [Learn more about PI System](https://www.capterra.com/p/175718/PI-System/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Pachyderm](https://www.capterra.com/p/235292/Pachyderm/) [4.0 (7)](https://www.capterra.com/p/235292/Pachyderm/reviews/) Pachyderm is the leader in data versioning and pipelines for MLOps. [Learn more about Pachyderm](https://www.capterra.com/p/235292/Pachyderm/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Amazon EC2 Spot](https://www.capterra.com/p/208865/EC2-Spot/) [5.0 (5)](https://www.capterra.com/p/208865/EC2-Spot/#reviews) Use Spot Instances with Amazon EMR, Hadoop or Spark to process massive amounts of data for up to 90% off On-Demand prices. [Learn more about Amazon EC2 Spot](https://www.capterra.com/p/208865/EC2-Spot/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Open Automation Software](https://www.capterra.com/p/210416/OAS-Platform/) [5.0 (5)](https://www.capterra.com/p/210416/OAS-Platform/#reviews) Industrial Internet of Things edge computing platform for Industry 4.0 data to create SCADA and visualization products. [Learn more about Open Automation Software](https://www.capterra.com/p/210416/OAS-Platform/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## OpenText Analytics Database](https://www.capterra.com/p/77111/Vertica-Analytics-Platform/) [4.8 (5)](https://www.capterra.com/p/77111/Vertica-Analytics-Platform/#reviews) Unified analytics warehouse delivers the highest performance at extreme scale, regardless of where data resides or deployment mode. [Learn more about OpenText Analytics Database](https://www.capterra.com/p/77111/Vertica-Analytics-Platform/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Worksheet Systems](https://www.capterra.com/p/147362/Worksheet-Systems/) [4.8 (5)](https://www.capterra.com/p/147362/Worksheet-Systems/#reviews) The easiest way to organize your data into centralized SQL databases solution, where you can control, customize, share and collaborate [Learn more about Worksheet Systems](https://www.capterra.com/p/147362/Worksheet-Systems/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## datacadabra](https://www.capterra.com/p/201927/Data-Cadabra/) [4.6 (5)](https://www.capterra.com/p/201927/Data-Cadabra/#reviews) datacadabra is a Data Science solution in SaaS mode for marketing and CRM teams. [Learn more about datacadabra](https://www.capterra.com/p/201927/Data-Cadabra/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## iFormBuilder](https://www.capterra.com/p/155402/iFormBuilder/) [4.6 (5)](https://www.capterra.com/p/155402/iFormBuilder/#reviews) iFormBuilder is an EHS management and mobile workflow automation software that streamlines field data collection and reporting. [Learn more about iFormBuilder](https://www.capterra.com/p/155402/iFormBuilder/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Datameer](https://www.capterra.com/p/107729/Datameer/) [4.0 (5)](https://www.capterra.com/p/107729/Datameer/#reviews) Datameer Cloud: Your ultimate data transformation solution for cloud data engineers. Simplify and streamline your data processes. [Learn more about Datameer](https://www.capterra.com/p/107729/Datameer/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Sidetrade Network](https://www.capterra.com/p/143520/Sidetrade-Network/) [3.4 (5)](https://www.capterra.com/p/143520/Sidetrade-Network/#reviews) Sidetrade streamlines cash collection & order to cash (O2C) using automation, big data & AI to optimize working capital & cut bad debt. [Learn more about Sidetrade Network](https://www.capterra.com/p/143520/Sidetrade-Network/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## CoolPlanet](https://www.capterra.com/p/152514/CoolPlanet/) [5.0 (4)](https://www.capterra.com/p/152514/CoolPlanet/#reviews) Manufacturers and commercial building operators use CoolPlanetOS to identify and maximize energy savings and carbon reductions globally [Learn more about CoolPlanet](https://www.capterra.com/p/152514/CoolPlanet/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Qrvey](https://www.capterra.com/p/205452/Qrvey/) [4.8 (4)](https://www.capterra.com/p/205452/Qrvey/#reviews) Qrvey is the embedded analytics platform designed specifically for SaaS companies. [Learn more about Qrvey](https://www.capterra.com/p/205452/Qrvey/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Librato](https://www.capterra.com/p/147950/Librato/) [4.5 (4)](https://www.capterra.com/p/147950/Librato/#reviews) Transform your monitoring data into valuable insight at any layer of the stack. [Learn more about Librato](https://www.capterra.com/p/147950/Librato/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Oracle Data Management Platform](https://www.capterra.com/p/167000/Oracle-BlueKai/) [3.8 (4)](https://www.capterra.com/p/167000/Oracle-BlueKai/#reviews) Data management solution that enables marketers to analyze and plan campaigns by device, generate higher ROIs, and validate main data. [Learn more about Oracle Data Management Platform](https://www.capterra.com/p/167000/Oracle-BlueKai/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Oncrawl](https://www.capterra.com/p/187401/Oncrawl/) [3.8 (4)](https://www.capterra.com/p/187401/Oncrawl/#reviews) Oncrawl is a technical SEO platform for competitive websites. [Learn more about Oncrawl](https://www.capterra.com/p/187401/Oncrawl/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Aware](https://www.capterra.com/p/237462/AwareHQ/) [3.5 (4)](https://www.capterra.com/p/237462/AwareHQ/#reviews) Ingest and analyze collaboration tool data to extract actionable insights and power workflows across the enterprise with Aware.  [Learn more about Aware](https://www.capterra.com/p/237462/AwareHQ/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Alooma](https://www.capterra.com/p/161022/Alooma/) [3.5 (4)](https://www.capterra.com/p/161022/Alooma/#reviews) Alooma brings all your data sources together into BigQuery, Redshift, Snowflake and more. [Learn more about Alooma](https://www.capterra.com/p/161022/Alooma/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Altova MapForce](https://www.capterra.com/p/173630/Altova-MapForce/) [5.0 (3)](https://www.capterra.com/p/173630/Altova-MapForce/#reviews) MapForce is an any-to-any data integration and ETL tool for graphically defining data mappings for all popular data formats. [Learn more about Altova MapForce](https://www.capterra.com/p/173630/Altova-MapForce/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Striim](https://www.capterra.com/p/173369/Striim/) [5.0 (3)](https://www.capterra.com/p/173369/Striim/#reviews) Data management solution that enables businesses to process and deliver real-time data through serialization, access control, and more. [Learn more about Striim](https://www.capterra.com/p/173369/Striim/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics [## Upsolver](https://www.capterra.com/p/173294/Upsolver/) [5.0 (3)](https://www.capterra.com/p/173294/Upsolver/#reviews) The Data Lake Platform that empowers any developer to manage, integrate and structure streaming data for analysis at unprecedented ease [Learn more about Upsolver](https://www.capterra.com/p/173294/Upsolver/) Big Data features reviewers most value Access Controls/Permissions Collaboration Tools Data Blending Data Connectors Data Security Data Visualization High Volume Processing Statistical Analysis Visual Analytics Page 3 of 6 ## Top-rated software of 2026 ### Fill out the form and we'll send a list of the top-rated software based on real user reviews directly to your inbox. 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