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. It is also the cheaper tool above roughly 150 monitored tables, where our per-table price passes their Team tier. AnomalyArmor trades some of that explicitness for auto-generated baselines, so less work to set up and 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 | $0 Free, $750/mo Team | $5/table/month |
| Automated migration path | None published | dbt, Great Expectations |
| Custom SQL checks | ||
| Slack / PagerDuty alerts |
The pricing delta
Soda publishes a $0 Free tier and a Team tier at $750/month plus pay-as-you-go processing units; Enterprise is quoted. Soda Core is free but source-available under Elastic License 2.0, and 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. Note that Soda Core moved to the Elastic License 2.0 in January 2026, so it is source-available rather than open source. Soda's hosted tiers remove the operational burden. AnomalyArmor is hosted from day one at $5 per table per month.
The honest comparison is arithmetic you can do yourself. Soda's Team tier is $750/month plus usage, so at $5 per table we are cheaper below roughly 150 monitored tables and more expensive above it. Teams coming from Soda Core are trading free software for saved engineering hours, not for a lower invoice.
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.
- Config that exports. Our monitoring config is ODCS YAML, so leaving us is a documented command rather than a rewrite. Soda does not publish an ODCS export, so coming the other way means translating your SodaCL checks first. Once you have ODCS YAML, paste it into /migrate/soda and 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.
See what your rules look like here
Paste ODCS YAML, preview every rule, sign up. The paste-and-apply step takes about five minutes; translating SodaCL into ODCS is the part you do first.
Soda vs AnomalyArmor