Sifflet
SiffletReviews from AWS customer
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Keeps Our Data Stack Calm and Transparent
What do you like best about the product?
The biggest win for us has been the lineage view combined with real-time alerts. It makes it incredibly easy to pinpoint where a data issue started instead of hunting through logs. The UI feels clean and doesn’t overwhelm you even when tracking complex pipelines.
What do you dislike about the product?
I wish the alert customization had more advanced filtering options sometimes we get notified about minor threshold breaches that don’t need attention.
What problems is the product solving and how is that benefiting you?
Before Sifflet, we were constantly reacting to bad data after reports broke. Now, issues surface early, and the data team can fix them before they hit dashboards. It’s reduced our fire-fighting time and given leadership a lot more trust in our metrics.
Makes Data Reliability Less of a Headache
What do you like best about the product?
The alerts actually make sense. Not too noisy, but they show up right when a job fails or something looks off. The lineage view is also great for explaining issues to non-technical managers they finally “get it.”
What do you dislike about the product?
Setting up the first few monitors took longer than expected. Once configured though, it’s been smooth.
What problems is the product solving and how is that benefiting you?
Before this, half our mornings went into figuring out why reports broke overnight. Now, we get notified early, and it takes minutes instead of hours to fix. Productivity went up, and weekends feel a lot calmer.
Dependable Observability Without the Noise
What do you like best about the product?
Sifflet stands out because it doesn’t overwhelm you with irrelevant alerts. The dashboards are clean, and the signal-to-noise ratio is excellent. The incident timeline combined with monitor coverage gives our team immediate context to prioritize fixes. Setting up monitors for freshness and volume took less time than expected, and the built-in lineage view has helped us spot downstream risks early.
What do you dislike about the product?
Some visualizations could benefit from more customization options. For example, being able to group monitors by data domain would make reporting to leadership smoother.
What problems is the product solving and how is that benefiting you?
Before Sifflet, we relied on manual scripts that constantly broke and failed to catch silent data issues. Now we get proactive alerts when anomalies appear, along with clear uptime metrics that keep our stakeholders informed. This has cut down incident resolution time significantly and boosted overall trust in our reporting layer.
Powerful Data Observability Tool That Elevates Confidence
What do you like best about the product?
Sifflet provides a unified, transparent view into our entire data pipeline. The anomaly detection, freshness checks, and lineage visualization work seamlessly together, so we no longer have to jump between multiple tools. Real-time alerts are very actionable, enabling us to catch issues before they affect downstream reports or systems.
What do you dislike about the product?
The initial setup and integrations took longer than expected, especially for our complex environment. Some advanced rule configurations also required trial and error, and there were a few parts of the UI where more customization (e.g. dashboard layouts) would help.
What problems is the product solving and how is that benefiting you?
Before using Sifflet, we frequently reacted to data issues after they surfaced in reports. Now, problems are flagged proactively — this has boosted confidence in our BI outputs, reduced manual debugging hours, and allowed our data and analytics teams to focus more on deriving insights rather than firefighting.
Actionable Data Insights With Less Effort
What do you like best about the product?
Sifflet provides a level of transparency we didn’t have before. Consolidating anomaly detection, trend monitoring, and quality checks into one platform has eliminated the need to jump between multiple tools. The data lineage visualization is especially useful — it makes explaining data pipelines simple for both technical stakeholders and business teams. Real-time alerts also ensure accountability across the organization.
What do you dislike about the product?
The dashboards could use more customization. While the current widgets work well, being able to design role-specific views would make the experience even stronger.
What problems is the product solving and how is that benefiting you?
Our old approach to data quality was reactive — issues were usually flagged by end users after the fact. With Sifflet, we now catch problems proactively before they affect downstream reports. This shift has improved trust in our data, cut down on redundant fixes, and freed the analytics team to spend more time on strategic analysis rather than troubleshooting.
Reliable Alerts Keep Our Data Flowing Smoothly
What do you like best about the product?
The incident alerts are timely and precise. I don’t need to keep refreshing dashboards — Sifflet notifies me instantly if a pipeline fails or if data freshness drops. The lineage view also makes it easy to trace where the issue originated.
What do you dislike about the product?
Sometimes the alert thresholds need fine-tuning. Out-of-the-box settings can be a bit noisy until you adjust them to your pipelines.
What problems is the product solving and how is that benefiting you?
Before Sifflet, we often discovered issues too late — after stakeholders already noticed missing or incorrect data. Now, we’re alerted in advance, fix problems faster, and maintain higher trust in our reporting systems.
Simplifies Data Monitoring for Busy Teams
What do you like best about the product?
The monitoring alerts are very actionable. Instead of vague error messages, we get clear details on freshness, volume, and schema changes. It’s easy to prioritize incidents based on severity, and the visual dashboards give management instant visibility into data health.
What do you dislike about the product?
The UI is overall clean, but the incident drill-downs could include a bit more historical trend context. That would make root cause analysis even faster.
What problems is the product solving and how is that benefiting you?
We used to rely on manual checks and scattered SQL scripts to monitor data quality. With Sifflet, the entire process is automated. It helps our team prevent bad data from reaching reports, saving countless hours and avoiding misinformed business decisions.
Lineage & Alerts Made Our Data Oversight Easier
What do you like best about the product?
Sifflet gives us a clear picture of data lineage while tying it directly to active alerts. When something breaks upstream, we can immediately trace the impact downstream without juggling multiple tools. This visibility has helped us prevent reporting errors before they reach business teams.
What do you dislike about the product?
The lineage view is powerful, but it could use better filtering when working with very large datasets. Sometimes too many nodes make the view a bit heavy.
What problems is the product solving and how is that benefiting you?
We’re using it to connect data incidents with their root cause in real-time. Freshness, completeness, and schema checks are all centralized, and alerts give us faster response time. Overall, it reduces risk and strengthens trust in reporting.
Governance That Works Without the Headaches
What do you like best about the product?
Sifflet made our data governance program much smoother. Freshness checks now run automatically and we get alerts in real time when SLAs are missed. The lineage graph helps us quickly explain data issues to non-technical managers, which wasn’t possible before. Audit prep is easier too, because metadata and logs are all in one place.
What do you dislike about the product?
Initial integration with some legacy systems took longer than expected. Also, Teams notifications would be a great addition since not all of us rely on Slack.
What problems is the product solving and how is that benefiting you?
Our governance team finally feels in control without drowning in complexity. It’s powerful but still user-friendly.
Streamlined Governance with Clear Insights
What do you like best about the product?
The platform makes it easy to pinpoint data issues and see their downstream impact. I especially like the intuitive dashboards, which allow us to track quality scores and compliance metrics in real-time. It’s user-friendly enough for business teams, not just engineers.
What do you dislike about the product?
Initial setup required some customization to fit our workflows, but their support team was very responsive, making the transition smooth.
What problems is the product solving and how is that benefiting you?
An excellent choice for mid-sized teams seeking a balance of usability and depth. We now resolve governance issues faster and have clearer audit trails, which has improved trust in our analytics.
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