Sifflet makes root cause analysis easy by providing complete data lineage tracking for your Firebolt assets. You can trace issues back to their source, whether it's an upstream dbt model or a downstream Looker dashboard, all within a single platform.

Forge is our resolution agent that turns insights into actions. It recommends specific fixes based on past incidents, and with your approval, it can execute them automatically. Whether it’s retrying a dbt job or running a backfill, Forge reduces manual work and speeds up recovery. It’s a big step forward in incident response automation and keeping your data pipelines healthy.

Join us on January 22nd for a deep dive into Sifflet’s 2024 highlights and a preview of what’s ahead in 2025. We’ll cover innovations in data observability, including real-time metrics, faster incident resolution, and the upcoming Sifflet AI Agent. It’s the perfect way to kick off the year with fresh insights and inspiration!

Sifflet shines in data reliability by offering real-time metrics and intelligent anomaly detection. During the webinar, we saw how even non-technical users can set up custom monitors, making it easy for teams to catch issues early and maintain SLA compliance with confidence.

Absolutely! Observability tools can support GDPR compliance by enabling faster incident response automation. If there's a data breach, you need to notify users and authorities within 72 hours. Real-time alerts, telemetry instrumentation, and logs management help your team detect issues quickly, understand the impact, and take action to stay compliant.

Treating data as a product means prioritizing its reliability, usability, and trustworthiness—just like you would with any customer-facing product. This mindset shift is driving the need for observability platforms that support data governance, real-time metrics, and proactive monitoring across the entire data lifecycle.

Data lineage tracking is a key part of data observability because it helps you understand where your data comes from and how it changes over time. With clear lineage, teams can perform faster root cause analysis and collaborate better across business and engineering, which is exactly what platforms like Sifflet enable.

Absolutely! With Sifflet’s declarative framework, you can programmatically declare assets from tools like Salesforce, SAP, or HubSpot, even if they aren’t natively integrated. This helps you maintain a complete and unified view of your data ecosystem for better data governance.