Sifflet
SiffletReviews from AWS customer
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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.
Reliable Data Monitoring with Clear Insights
What do you like best about the product?
Sifflet has been a game-changer for our data monitoring. The incident alerts are very accurate and the dashboards give us real-time visibility into data health. The integration with our existing data stack was smooth, and the automated freshness checks ensure we can trust our reports without manual intervention.
What do you dislike about the product?
Some of the customization options for notifications could be more flexible, but it’s a minor issue compared to the overall value.
What problems is the product solving and how is that benefiting you?
We use Sifflet to ensure that critical datasets powering our SaaS applications remain reliable and up-to-date. It has significantly reduced the time we used to spend manually tracking data issues, and helped us respond faster whenever anomalies occur.
Helpful for catching data issues early
What do you like best about the product?
Sifflet makes it much easier to monitor our data pipelines without spending hours building custom checks. The dashboard is simple, and the freshness monitors have saved us from pushing broken reports to business users. Our team gets instant alerts whenever something looks off, which gives us confidence in our data quality.
What do you dislike about the product?
Some of the advanced rule configurations take a little time to understand, especially for newer engineers. A few more guided templates would be helpful.
What problems is the product solving and how is that benefiting you?
Before Sifflet, our analysts often found issues too late, after reports had already been shared. Now, the system catches incidents right away, reducing wasted time and helping us maintain trust in our BI dashboards. It also saves our engineering team from repetitive manual checks.
Strong Partner for Data Governance & Quality
What do you like best about the product?
Sifflet gives us a reliable way to monitor data quality and maintain compliance across sensitive projects. The lineage visualization and access tracking features helped our team document changes and streamline audits.
What do you dislike about the product?
Some integrations with third-party ETL tools took longer than expected, but once set up, they’ve been stable.
What problems is the product solving and how is that benefiting you?
Since implementing Sifflet, we’ve seen fewer data-related escalations and passed recent internal audits more smoothly. It has become a core part of our governance toolkit.
Transforming Data Reliability for Modern Teams
What do you like best about the product?
Easy-to-use and intuitive dashboard.
Strong observability features for monitoring data pipelines.
Seamless integration with existing data stack.
Saves time by detecting issues early.
Boosts team confidence in data-driven decision-making.
Strong observability features for monitoring data pipelines.
Seamless integration with existing data stack.
Saves time by detecting issues early.
Boosts team confidence in data-driven decision-making.
What do you dislike about the product?
Requires some technical setup at the beginning.
Smaller teams may find pricing a bit high.
Smaller teams may find pricing a bit high.
What problems is the product solving and how is that benefiting you?
Before using Sifflet, our team faced frequent challenges with undetected data errors and broken pipelines, which often led to delays and incorrect reporting. Sifflet has completely changed the way we work—now we get real-time alerts, visibility into data health, and the ability to fix issues before they impact stakeholders. It has helped us regain trust in our data and focus more on creating value rather than troubleshooting problems.
Reliable monitoring that simplifies compliance reporting
What do you like best about the product?
I really appreciate the automatic logging of downtime and incident details. Having every event tied back to specific datasets makes it so much easier to present evidence during audits. The customizable alerts also give peace of mind that we’ll know about issues before regulators do.
What do you dislike about the product?
The dashboard can feel a little crowded when monitoring a large number of datasets. A simpler view option would be useful.
What problems is the product solving and how is that benefiting you?
Audit prep used to mean gathering reports from different tools and reconciling them manually. Now, all compliance-relevant data is centralized and export-ready, cutting prep time from weeks to just a few hours.
A must-have for governance and compliance teams
What do you like best about the product?
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The uptime breakdown by dataset is extremely valuable for audit purposes. I also like that incidents are tracked with full history—perfect for compliance documentation.
The uptime breakdown by dataset is extremely valuable for audit purposes. I also like that incidents are tracked with full history—perfect for compliance documentation.
What do you dislike about the product?
Exporting detailed incident logs could be more flexible. Right now, it requires extra formatting.
What problems is the product solving and how is that benefiting you?
Previously, our compliance checks involved pulling data availability metrics by hand. Now, everything is logged automatically and reports are available with one click, saving days of manual work each quarter.
Faster incident resolution with automated monitoring
What do you like best about the product?
The real-time alerts help me catch issues before downstream teams notice. I also like how the Incident Center summarizes everything in one place—it saves a lot of back-and-forth.
What do you dislike about the product?
Customizing alert thresholds requires some trial and error. More templates would help new users.
What problems is the product solving and how is that benefiting you?
We used to spend hours digging through Airflow logs whenever something broke. Now, alerts point us directly to the failing dataset, cutting resolution time by half.
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