AnomalyArmor vs Soda
Soda makes you write every check by hand. AnomalyArmor proposes the baseline and lets your ODCS contracts come with you.
When Soda is the better call
Soda is the right tool if your team has a strong appetite for authoring SodaCL by hand and you want every check to be an explicit artifact. AnomalyArmor trades some of that explicitness for auto-generated baselines — less work to set up, less authoring discipline required.
SodaCL is a legitimate design choice. For teams that treat data contracts as carefully reviewed artifacts, hand-authored YAML is the point. AnomalyArmor leans the other direction: infer the baseline, let the team review, and treat explicit rules as overrides layered on top.
Soda vs AnomalyArmor
Where we overlap, where we are different, and where Soda wins.
| Feature | Soda | AnomalyArmor(you are here) |
|---|---|---|
| Auto-generated baseline monitors | ||
| Rule authoring required | Required | Optional |
| Hosted scheduler | Soda Cloud only | Included |
| ODCS import / export | ||
| Starting price | $25k+/year (Cloud) | $5/table/month |
| One-click migration from Soda | ||
| Custom SQL checks | ||
| Slack / PagerDuty alerts |
The pricing delta
Soda Cloud is negotiated with an annual floor typically in the $25k–$50k range. Soda Core (open source) is free but you build and host the scheduler. AnomalyArmor is $5 per table per month, hosted, no minimum.
Soda Core is free if you are willing to run and maintain your own scheduler — which in practice means an Airflow DAG, a results store, and a dashboard tier someone has to babysit. Soda Cloud removes the operational burden in exchange for an annual contract. AnomalyArmor is hosted from day one at $5 per table per month, so the ongoing cost is predictable and small.
Teams migrating from Soda Cloud typically cut monitoring spend 40–70%. Teams migrating from Soda Core save engineering hours they were spending on scheduler glue.
What is different, specifically
- Auto-generated baseline. AnomalyArmor reads your warehouse schemas and writes the first cut of monitors automatically. Soda requires you to author every check from scratch. For large surfaces, that matters.
- Portable config — both ways. Both tools speak ODCS, which means your contracts move cleanly between them. If you are coming from Soda, run
soda export --odcsand paste the YAML into the migration flow at /migrate/soda. Every rule previews before anything fires. - Hosted scheduler included. No Airflow DAG to maintain, no results store to operate. The runner is ours.
- Authoring is optional, not required. Custom SQL checks, validity rules, and cross-table contracts are all supported — but you never need to write one to start getting value.
Bring your Soda contracts with you
Paste your soda export --odcs YAML, preview every rule, sign up. The import flow takes about five minutes.
Soda vs AnomalyArmor