What do you like best about the product?

It's been 6 months since we started using Sifflet. Multiple teams inside our company use Sifflet now. It has made us proactive in find out data issues instead of being reactive after data issue has been raised.

Sifflet is game changer, we have been able to identify issues sooner, within a day or two and take actions to resolve it, potentially saving us revenue.

One major aspect that Sifflet excels is in creating monitors that checks the discrepancy between tables.

Sifflet is helping to build more trust in our data.

In terms of ease of use - Some parts are intuitive, some parts took us some time to get used to.

And last but not least, our interaction with Sifflet has been great. They are welcoming, knowledgeable. They support us whenever we have issues/questions.

What do you dislike about the product?

There is a considerable amount of effort in getting onboarded to Sifflet. We need to create monitor/s for each of table/view instead of Sifflet auto-monitoring completeness, freshness, schema changes.

At the same time, we have got overwhelmed many times with the number of alerts. We need to spend dedicated time everyday to make sure we mark the incident accordingly - False Positive, Fixed, Known Issue etc. So plan for it.

This sentence is probably limited to Bigquery and how queries are written in our company - Lineage isn't still complete. It has got better from the time we started, but still can't see all the tables in it.

What problems is the product solving and how is that benefiting you?

Data Quality and Observabililty. We have been able to identify Data Quality issues as soon as it happens