# Sifflet

> Monitor and catch data problems early before they disrupt business operations

- **Canonical URI:** https://www.vioscale.ai/software/sifflet
- **Category:** Data Observability
- **Homepage:** https://www.siffletdata.com/
- **Also known as:** sifflet
- **Profile claimed by vendor:** no
- **Last updated:** 2026-08-18T21:49:08.341Z

## Vioscale score

**27 / 100**, confidence 15% (low). Computed 2026-09-01. _(updating — computed under an earlier model version or past its freshness window.)_

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 0 | 0.052 | 0 | - |
| reliability | 0 | 0.073 | 0 | - |
| capabilities | 0 | 0.04877777777777778 | 0 | - |
| integrations | 31 | 0.04066666666666666 | 1.3 | ✓ |
| security_posture | 5 | 0.073 | 0 | - |
| pricing_transparency | 25 | 0.084 | 2.1 | ✓ |

## Pricing

_As of 2026-08-18, [verify at source](https://www.siffletdata.com/pricing). Independently observed._

Hybrid

> Usage-hybrid model based on assets monitored. Accepts Snowflake credits. Specific dollar amounts not published.

| Plan | Price | Free | Commitment |
|---|---|:--:|---|
| Starter | Up to 500 assets, SaaS only, standard support | - | - |
| Professional | Up to 1,000 assets, SaaS or hybrid/self-hosted, priority support | - | - |
| Enterprise | Contact sales | - | - |

### Starter

Self-serve or marketplace procurement

**Included limits:** assets_monitored: 500

- Fundamental metrics: freshness, schema, volume, custom metrics

### Professional

Sales-assisted or marketplace procurement

**Included limits:** assets_monitored: 1000

- 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

### Enterprise (Contact sales)

Direct enterprise sales or channel partners

- All Professional features
- Early access to upcoming agents (Sage for diagnostics, Forge for fix suggestions)

## About

A data observability platform that continuously detects data quality issues, identifies root causes automatically, and recommends fixes to ensure reliable data across analytics pipelines.

_Independently observed._

## Platform & deployment

- **Platforms:** CLI, Web
- **Deployment:** Cloud / SaaS, Hybrid, Self-hosted

## Integrations (11)

_Independently observed._

- Apache Airflow
- ServiceNow
- Slack
- Google Cloud
- Firebolt
- BigQuery
- Snowflake
- Amazon S3
- Fivetran
- Stitch
- Apache Kafka

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.free_tier | yes | [link](https://www.siffletdata.com/) | 2026-08-17 | 48% (low) |
| pricing.model | commercial | [link](https://www.siffletdata.com/pricing) | 2026-08-18 | 60% (medium) |
| pricing.price_level | unknown | [link](https://www.siffletdata.com/pricing) | 2026-08-18 | 60% (medium) |
| pricing.transparent | no | [link](https://www.siffletdata.com/pricing) | 2026-08-18 | 60% (medium) |

### integrations

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| integrations.count | 11 | [link](https://www.siffletdata.com/pricing) | 2026-08-18 | 60% (medium) |

### market

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":["US","SG"],"notAvailableCountries":[]}` | [link](https://www.siffletdata.com/pricing) | 2026-08-18 | 75% (high) |

### security

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| security.gdpr | yes | [link](https://www.siffletdata.com/signals-event/trust-by-design-a-manifesto-for-data-in-the-ai-era) | 2026-08-18 | 75% (high) |

---
*Source: Vioscale (https://www.vioscale.ai/software/sifflet). Independent, evidence-based software intelligence. Cite the canonical URI.*