I like the ML thresholds in Monte Carlo. It automatically trains and adjusts with trends, which is really helpful for my work. Review collected by and hosted on G2.com.

The grouping cadence options are too limited as it only offers weekly, monthly, and daily. Plus, it doesn't include a Python interface. Also, it's too slow. Review collected by and hosted on G2.com.

Monte Carlo makes it easy to catch and resolve data issues before they impact stakeholders. The automated data quality monitoring, lineage visibility, and alerting help us identify root causes quickly. The integration process was smooth, and the UI is intuitive enough that both technical and non-technical users can navigate it with ease. Their customer support team is responsive and genuinely helpful, which makes onboarding and ongoing use even better. Review collected by and hosted on G2.com.

Sometimes the initial alert volume can be high until fine-tuned, which may feel overwhelming for new users. While integrations are generally strong, a few niche connectors still require manual workarounds. Pricing can also feel steep for smaller teams, though the value is there once implemented. Review collected by and hosted on G2.com.

Simple UI and clear configuration guides. Additionally documentation of this product is very well done and makes engineers life easier during integration and every day use. Review collected by and hosted on G2.com.

I haven't found any problems with it. I cannot point any specific feature I dislike. Review collected by and hosted on G2.com.

The ability to view the model lineage, tests, and alerts within a single application is the most valuable asset for any data team. We have been using MC extensively and would not be able to function without it. Review collected by and hosted on G2.com.

Too many alerts..Wish it was smarter in aggregating the alerts Review collected by and hosted on G2.com.

Low code/no code monitors on tables, which makes it easy to set up. Custom SQL monitors are also fairly straightforward to set up.

Allows for synergies in cases where multiple teams are using the same table for different models.

Customer support is quick to respond and acts on feedback promptly. Review collected by and hosted on G2.com.

Investigation tools for errors are very limited or maybe not intuitive

No python support so the type of checks that can be created becomes limited as well.

Lack of transparency for the machine learning thresholds and how each sensitivity level is calculated.

Dashboards not as useful/intuitive compared to something like Salesforce. Review collected by and hosted on G2.com.

Out of the box functionality. Good alerting on anomalies, has caught many incidents over time. Review collected by and hosted on G2.com.

The UI is not user friendly and pretty verbose. The documentation on Monte Carlo as Code is really poor. Review collected by and hosted on G2.com.

The various integration and scope of different monitors / use cases it supports. Review collected by and hosted on G2.com.

Breaking changes have sometimes been an issue for us. Would like there to be more customization around UI / front end and reporting on usage. Review collected by and hosted on G2.com.

I really like that, without having much experience, Monte Carlo has given me the option to create robust monitors in a short time. I have provided it with a list of tables and it has been able to find when the data should enter, and when it hasn't, it has triggered an alert. As a data engineer, creating the first monitors has been quite intuitive. Review collected by and hosted on G2.com.

I think there could be more documentation to create more complex monitors. When you want to do more complex things, they always force you to use the custom query, for example. Review collected by and hosted on G2.com.

I think proactive alerting has become more accurate with fewer noisy incidents. lineage and root-cause analysis feels faster and more intuitive now . good balance between powerful enterprise features and usability for engineers

* dashboards and observability workflows feel much more polished recently Review collected by and hosted on G2.com.

monitors as code could be easier for new users to ramp up on

* documentation/examples for advanced configurations could be more beginner friendly Review collected by and hosted on G2.com.

ease of use, the ui is simple, and integrations easy Review collected by and hosted on G2.com.

things are now can easily done using agents some its making things more redundant Review collected by and hosted on G2.com.