Soda
AI-powered data quality monitoring and anomaly detection
- Also known as
- soda
What is Soda?
An AI-powered data quality platform that automatically detects and helps fix data issues. Core features include metrics monitoring, row-level anomaly detection, and root cause analysis, with failed records automatically stored in your data warehouse.
What Soda does
The capabilities that matter for data observability, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.
- Freshness monitoring
- -
- Volume monitoring
- -
- Schema change detection
- -
- Data quality rules
- ✓
- ML anomaly detection
- ✓
- Lineage impact analysis
- -
- Root cause analysis
- ✓
- Incident management workflow
- ✓
- Dbt native
- -
- Streaming support
- -
- Deployment model
- Self hosted
- Open source
- -
- Pricing model
- -
Platform & deployment
Independently observed- Web
Integrations (2)
Independently observed- Slack
- Git
Soda alternatives
Other data observability we track, ranked by the same independent score.
- BigeyeEnterprise platform for real-time data quality monitoring and AI governancelow · 3%
- DatafoldAn AI-powered platform that automates data migration, modernization, and validation for data engineering teamslow · 29%
- ElementaryA unified platform that combines data quality monitoring, lineage tracking, governance enforcement, and metadata discovery with AI-powered automationlow · 42%
- AnomaloAn AI-powered data quality platform that autonomously monitors, investigates, and resolves data issues without manual effortlow · 41%
- Great ExpectationsA validation and monitoring system that helps organizations maintain confidence in their data through automated testing and quality trackinglow · 26%
- AcceldataAI-powered platform for autonomous data management and governance across hybrid cloud environmentslow · 47%
Compare Soda
Side by side against other data observability, attribute by attribute, with a source on every value.
The Vioscale score: one lens on the evidence
Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Soda, not the verdict.
| Signal | Score | Weight | Contribution | Evidence |
|---|---|---|---|---|
| Capabilities | 67 | 0.05 | 3.3 | ✓ |
| Integrations | 14 | 0.04 | 0.6 | ✓ |
| Price level | 0 | 0.05 | 0.0 | - |
| Reliability | 0 | 0.07 | 0.0 | - |
| Security posture | 0 | 0.07 | 0.0 | - |
| Pricing transparency | 0 | 0.08 | 0.0 | - |
Computed . Re-weight it by intent, or see the full method.
All data & sourcesshow ↓
Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.