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Open‑source workflow engine for data blending, analytics, and reporting with a visual node‑based interface.
Collaborative data science platform that combines visual pipelines with code‑first flexibility for machine‑learning projects.
End‑to‑end data science platform offering drag‑and‑drop modeling, automated machine learning, and deployment capabilities.
Visual data‑preparation tool tightly integrated with Tableau for cleaning, shaping, and publishing data for analytics.
Self‑service BI suite with robust data‑modeling, Power Query for ETL, and interactive visualizations.
#7 Qlik Sense
Associative analytics platform that enables data discovery, self‑service visualizations, and advanced scripting for data prep.
Analytics and data‑visualization platform offering AI‑driven recommendations, data wrangling, and predictive analytics.
Intelligent data‑preparation tool that uses machine learning to suggest cleaning steps and generate reusable pipelines.
Open‑source ETL suite with a graphical designer, supporting cloud, big data, and real‑time integration scenarios.
Comprehensive ETL and data‑integration platform offering visual job design, big‑data connectors, and reporting.
#12 Google Looker
Modern data platform that lets analysts model data with LookML and explore it via interactive dashboards.
#13 Domo
Cloud‑based business intelligence suite with built‑in ETL, data connectors, and real‑time visual analytics.
#14 Snowflake
Data‑warehouse as a service that provides powerful SQL‑based data preparation, sharing, and analytics capabilities.
Enterprise AI and data‑science platform offering data prep, model building, and deployment with collaborative notebooks.
Cloud‑based data integration service for building ETL/ELT pipelines, data movement, and orchestration.
#17 AWS Glue
Serverless ETL service that discovers, catalogs, and transforms data for analytics on the AWS ecosystem.
Unified analytics platform combining data engineering, data science, and machine learning on Apache Spark.
#19 Sisense
Full‑stack analytics solution that embeds data preparation, AI‑driven insights, and interactive dashboards.
Web‑based version of Alteryx offering low‑code data prep and model deployment in a cloud environment.
#21 Mode Analytics
Collaborative analytics platform that blends SQL, Python/R notebooks, and visual dashboards for data exploration.