ServiceNow Workflow Data Fabric

What do you like best about the product?

I really like how smoothly the platform handles data integration. It lets me pull operational metrics and workflows from multiple distinct sources into one unified view with minimal effort, and the performance stays consistently reliable.

What do you dislike about the product?

One aspect I find a bit frustrating is the query builder’s complex interface when it comes to defining advanced cross-system filters.

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

Instead of forcing us to build messy, traditional data pipelines that constantly duplicate massive volumes of information across different platforms, this platform lets me securely connect directly to live external data sources where they already exist. We were always looking forward to having a clean UI/UX, and now we have it. The responsive support team has also been genuinely helpful whenever we needed guidance.

What do you like best about the product?

It starts with the confidence that the data is accurate. From there, the integrations take away the usual question of where the information is coming from. Over time, the UI becomes familiar enough that it fades into muscle memory. Workflow Data Fabric helped us trust our decisions without constantly second-guessing the data behind them.

What do you dislike about the product?

Nothing extraordinary to mention. The platform is doing well with its integrations, consistent performance, and organized data.

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

One obstacle was duplicated information, which was resolved by the unified records that replaced all parallel copies. Another one was that reports depended on manual preparation and this got resolved by connected workflows that literally improved reporting. We do not need to verify data or its sources anymore.

What do you like best about the product?

Performance stays relatively stable even with large datasets, which has made day-to-day use more reliable. We’re seeing fewer duplicates to deal with, and the automation has reduced the amount of manual syncing we used to do. I also love how the customizations fit our system instead of forcing us to change our workflow. Overall, it’s helped remove unnecessary silos and made things feel more connected.

What do you dislike about the product?

It bothers me how the UI hides advanced features. There are also edge cases that require manual validation, which slows things down. On top of that, not every source connects equally well, so the experience can feel inconsistent depending on what you’re trying to link.

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

Data no more lives in disconnected systems.
Routine data matching has been lowered by AI.
All of us have started to use the same data.
Better performance has ultimately improved daily operations.
The ROI has finally become noticeable with less resistance.

What do you like best about the product?

Throughout the day, the AI feature surfaces a few anomalies before they become big issues. We stay updated with current reports as workflows work continuously in the background without slowing down the performance as a whole. I leave the office in peace knowing that data will stay in sync by tomorrow morning.

What do you dislike about the product?

I don’t think of any negative impact that this platform may have caused. Only that it has benefited us in many ways.

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

Since adopting this incredible platform, we’ve been able to raise and resolve a lot of issues. Unverified data is no longer part of the equation because reports are now released with real-time information and supported by constant monitoring.

What do you like best about the product?

Good integrations should feel invisible, and for the most part, these do. Unusual or uncommon data is now so easy to spot, even when I’m not actively looking for it. I’m genuinely relieved that I no longer have to worry about where the data lives, because I can finally rely on it.

What do you dislike about the product?

I have no complaints about this platform so far.

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

The data exists with a clear purpose in a well-organized way. I trust reports without questioning the accuracy. It has not replaced any of the good data practices, but in fact, it has made following them easier than any of the other platforms we have used before.

What do you like best about the product?

It feels good to know that the integrations have genuinely reduced the need to manually combine information. Our data stays consistent across all workflows instead of being fragmented, which makes everything much easier to manage day-to-day. I’m also happy with how efficiently it performs and provides reliable services.

What do you dislike about the product?

Initial implementation of the platform depends completely on the data quality. Structured data won’t take much, but scattered data may take longer.

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

The issue of having conflicting data between business systems has been resolved. No context goes missing when workflows move from department to department. We also make decisions based on updated and reliable data.

What do you like best about the product?

New start about learning it, not started yet

What do you dislike about the product?

Nothing as of now, just learning, not actually working in it

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

Laerning about it now, haven't started l

What do you like best about the product?

Easy to connect with data sources and better governance

What do you dislike about the product?

The workflow is not very user friendly and could use a better UI

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

It makes it easy to connect data with AI agents in one environment.

What do you like best about the product?

I think the integrations are really good. It's an amazing product, and I really like to use it all the time. It's a great tool. The initial setup was very easy.

What do you dislike about the product?

Yes interested

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

I mainly use ServiceNow Workflow Data Fabric for integrations, which is a best practice.

What do you like best about the product?

As a Technical Product Manager working across AI and enterprise platforms, one of the toughest challenges I face is fragmented data trapped in silos while the workflows that depend on it live somewhere else entirely. Workflow Data Fabric helps bridge that gap by unifying data access directly within the ServiceNow platform, so teams can act on the right information without constantly switching contexts or waiting for integrations to catch up.

What do you dislike about the product?

One limitation worth noting is that the initial configuration in complex, multi-source environments can require significant setup time and the involvement of experienced platform administrators. The learning curve is definitely real for teams that don’t have dedicated ServiceNow expertise, and it may take some time to get everything configured and running smoothly.

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

What I find most valuable is being able to surface real-time data from external systems directly within our workflows. This cuts down on the manual handoffs that slow operations and makes automation feel genuinely more reliable, because it’s working with current information rather than stale snapshots.