Top 24 tools for data engineers
Ranked by role fit + community rating. 11 categories covered.
Data Pipeline & ETL
3 toolsdbt (data build tool)
freeThe standard for data transformation โ write SQL transforms with software engineering best practices.
Airbyte
freeOpen-source ELT platform โ 350+ connectors, self-hostable, and the most flexible data integration tool.
Fivetran
starterFully managed data pipelines โ replicate data from 500+ sources to your warehouse with zero maintenance.
Database & Data Warehousing
7 toolsPostgreSQL
freeAdvanced open-source relational database
Snowflake
enterpriseCloud data platform for data warehousing and analytics
Databricks
enterpriseUnified analytics platform built on Apache Spark
Google BigQuery
professionalServerless enterprise data warehouse on Google Cloud
MySQL
freePopular open-source relational database
Microsoft SQL Server
professionalEnterprise relational database management system
Customer Data Platform
1 toolAI Search & Discovery
1 toolBusiness Intelligence & Analytics
1 toolData Governance & Privacy
1 toolAI Coding & Developer Tools
2 toolsCloud Infrastructure & DevOps
2 toolsGenerative AI & Automation
2 toolsAI Agents & Orchestration
3 toolsCrewAI
freeMulti-agent AI framework โ build crews of specialized AI agents that collaborate to complete complex tasks.
Microsoft AutoGen
freeMicrosoft's open-source multi-agent framework โ agents that converse, code, and execute to solve problems.
LlamaIndex
freeThe data framework for building production RAG applications and AI agents over your own data.