What are the best data integration tools in 2026?
Hey everyone,
I'm evaluating data integration tools heading into Q3 2026 and would love to hear what's actually working for people right now. The landscape has shifted a lot in the last year or two (more reverse ETL, more zero-copy/data sharing, AI-assisted pipelines, etc.) and I want to cut through the marketing.
A few things I'd love your input on:
- What tool(s) are you using and roughly what's your stack/scale?
- What do you love about it?
- What are the gotchas or things you wish you'd known before adopting it?
- Anything you've migrated away from and why?
Open to hearing about Scaylor, Fivetran, Airbyte, Estuary, Hevo, Matillion, dbt + custom, Meltano, or anything else I'm not thinking of.
Thanks in advance!