Great question! By integrating with Firebolt, Sifflet enhances your data observability by offering real-time metrics, end-to-end lineage, and automated anomaly detection. This means you can monitor your Firebolt data warehouse with precision and catch data quality issues before they impact the business.

Great question! Sifflet bridges the observability gap for Airbyte by using our Declarative Lineage API and a custom Python script. This allows you to capture complete data lineage from Airbyte and ingest it into Sifflet, giving you full visibility into your pipelines and enabling better root cause analysis and data quality monitoring.

Absolutely, business users benefit too! Sifflet's UI is built for both technical and non-technical teams. For example, our Chrome extension overlays on BI tools to show real-time metrics and data quality monitoring without needing to write SQL. It helps everyone from analysts to execs make decisions with confidence, knowing the data behind their dashboards is trustworthy.

At Sifflet, data security is built into the foundation of our data observability platform. We follow three core principles: least privilege, no storage, and single tenancy. This means we only use read-only access, never store your data, and isolate each customer’s environment to prevent cross-tenant access.

Adaptavist built a platform health dashboard that scores each asset based on data freshness, quality, and reliability. This kind of data profiling helps them prioritize fixes, improve root cause analysis, and ensure continued trust in their analytics pipeline observability.

That's a great topic! While there's no one-size-fits-all answer, the best data quality programs are collaborative. Everyone from data engineers to business users should play a role. Some organizations adopt data contracts or a Data Mesh approach, while others use centralized observability tools to enforce data validation rules and ensure SLA compliance.

We’ve introduced Augmented Resolution to help teams group related alerts into a single collaborative ticket, streamlining incident response. Plus, with integrations into your ticketing systems, Sifflet ensures that data issues are tracked, communicated, and resolved efficiently. It’s all part of our mission to boost data reliability and support your operational intelligence.