Catch risky dbt changes before they break business metrics
Relium is a pre-merge reliability layer for SQL and dbt. It reviews every PR, understands semantic changes, traces downstream model and KPI impact, checks warehouse evidence, and returns ALLOW / WARN / BLOCK before production. Unlike observability tools that alert after data breaks, Relium helps teams catch silent logic failures before they ship.
I’m Abhishekh, founder of Relium.
I started building Relium around a simple problem: a dbt pipeline can compile, tests can pass, and the business metric can still be wrong.
Relium reviews SQL and dbt changes before merge, understands what changed, traces downstream impact, checks warehouse evidence, and gives teams an ALLOW / WARN / BLOCK decision before the change reaches production.
We’re still early and I’m working closely with data teams to make the review signal genuinely trustworthy rather than adding another noisy CI check.
I’d especially love feedback from analytics engineers, data engineers, and people running dbt in production. What would Relium need to show you before you’d trust it in your PR workflow?
About Relium on Product Hunt
“Catch risky dbt changes before they break business metrics”
Relium launched on Product Hunt on September 25th, 2026 and earned 56 upvotes and 3 comments, placing #66 on the daily leaderboard. Relium is a pre-merge reliability layer for SQL and dbt. It reviews every PR, understands semantic changes, traces downstream model and KPI impact, checks warehouse evidence, and returns ALLOW / WARN / BLOCK before production. Unlike observability tools that alert after data breaks, Relium helps teams catch silent logic failures before they ship.
On the analytics side, Relium competes within SaaS, Developer Tools, Data & Analytics and Vercel Day — topics that collectively have 570.4k followers on Product Hunt. The dashboard above tracks how Relium performed against the three products that launched closest to it on the same day.
Who hunted Relium?
Relium was hunted by Abhishekh. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Relium including community comment highlights and product details, visit the product overview.
Abhishekh