Best Data Preparation for Analytics in 2026

Coalesce Catalog

Coalesce Catalog is a cloud data-catalog service for data engineers, analysts, and organizations that want shared data understanding.

dbt Semantic Layer

The dbt Semantic Layer centralizes metric definitions on dbt models and handles joins so downstream tools and applications can use metrics consistently.

Soda

Soda is a data quality platform for monitoring production data, identifying issues, and taking action.

AWS Glue DataBrew

AWS Glue DataBrew is a visual tool for preparing data for analytics and machine learning without writing code.

KNIME Analytics Platform

KNIME Analytics Platform is a free, open-source application from KNIME Analytics Platform, founded in 2006 and headquartered in Zurich, Switzerland.

CloverDX

CloverDX is a self-hosted platform for building, automating, and monitoring production data pipelines.

Keboola

Keboola is a unified AI and data platform for creating and orchestrating pipelines, then using the resulting data for analytics and integrations.

Great Expectations

Great Expectations is a data-validation framework for defining expressive tests and checking whether data satisfies them.

Zoho DataPrep

Zoho DataPrep is a cloud-based, no-code data preparation and ETL platform for connecting, cleaning, transforming, enriching, and moving data.

Dataform

Dataform is a cloud service for data teams building SQL workflows that transform data in BigQuery.

Matillion Data Productivity Cloud

Matillion Data Productivity Cloud builds and manages data pipelines for AI and analytics; Matillion says the product is now Maia Foundation.

Ataccama ONE

Ataccama ONE is an agentic data trust platform combining data quality, catalog, observability, lineage, reference data, and master data management.

SAS Advanced Analytics

SAS Advanced Analytics refers to SAS Viya, a cloud-native data and AI platform for connecting data, building and governing models, and operationalizing decisions.

IBM DataStage

Qlik Talend Cloud

Qlik Talend Cloud is a web-based data integration platform with cloud deployment and hybrid options.

Tamr

Tamr is an AI-native master data management platform that consolidates information from separate sources into enriched records for analytics, AI, and operational use.

Informatica Data Integration

Amazon SageMaker Data Wrangler

DataPrep