# Sifflet vs Soda

| Attribute | Sifflet | Soda |
|---|---|---|
| **Vioscale score** | 27 (15% (low)) | 42.8 (8% (low)) |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | - |
| description.long | A data observability platform that continuously detects data quality issues, identifies root causes automatically, and recommends fixes to ensure reliable data across analytics pipelines. | 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. |
| features.capabilities | - | `{"deployment_model":"self-hosted","data_quality_rules":true,"root_cause_analysis":true,"ml_anomaly_detection":true,"incident_management_workflow":true}` |
| integrations.count | 11 | 2 |
| integrations.list | `[{"name":"Apache Airflow"},{"name":"ServiceNow"},{"name":"Slack"},{"name":"Google Cloud"},{"name":"Firebolt"},{"name":"BigQuery"},{"name":"Snowflake"},{"name":"Amazon S3"},{"name":"Fivetran"},{"name":"Stitch"},{"name":"Apache Kafka"}]` | `[{"name":"Slack"},{"name":"Git"}]` |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":["US","SG"],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":false,"name":"Starter","summary":"Up to 500 assets, SaaS only, standard support","features":["Fundamental metrics: freshness, schema, volume, custom metrics"],"description":"Self-serve or marketplace procurement","contactSales":false,"includedLimits":{"assets_monitored":"500"}},{"free":false,"name":"Professional","summary":"Up to 1,000 assets, SaaS or hybrid/self-hosted, priority support","features":["Fundamental metrics: freshness, schema, volume, custom metrics","Business-aware lineage and impact analysis","Automated root-cause analysis","AI-powered incident management","Advanced governance with RBAC and audit logs","Data observability agent (Sentinel monitoring suggestions)","SSO","Snowflake/BigQuery/S3 data sharing","Pipeline monitoring"],"description":"Sales-assisted or marketplace procurement","contactSales":false,"includedLimits":{"assets_monitored":"1000"}},{"free":false,"name":"Enterprise","summary":"Custom limits, SaaS or hybrid/self-hosted, priority support","features":["All Professional features","Early access to upcoming agents (Sage for diagnostics, Forge for fix suggestions)"],"description":"Direct enterprise sales or channel partners","contactSales":true}],"summary":"Usage-hybrid model based on assets monitored. Accepts Snowflake credits. Specific dollar amounts not published.","sourceUrl":"https://www.siffletdata.com/pricing","retrievedAt":"2026-08-18T21:41:24.469Z"}` | - |
| pricing.free_tier | yes | - |
| pricing.model | commercial | - |
| pricing.price_level | unknown | - |
| pricing.transparent | no | - |
| security.gdpr | yes | - |

## Capabilities (Data Observability)

| Capability | Sifflet | Soda |
|---|:--:|:--:|
| **Capabilities** |  |  |
| 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 | - | - |

*Source: Vioscale. Generated 2026-09-01T15:09:09.723Z. "-" = undocumented, not absent.*