Looking for a Confluence Marketplace app for enterprise reporting beyond native Databases

[Marc-André Bouchard]

Hi everyone,

We’re trying to build an enterprise reporting setup in Confluence for finance / procurement / operations leadership, and I’m struggling to get there with native Databases.

Our source data doesn’t always come in a clean CSV. In some cases it comes from Excel exports, and in others from JSON payloads with nested fields from internal systems or vendor tools.

What we need is something like this:

• import Excel or JSON data into Confluence without too much preprocessing
  create calculated columns per row, for example:
  • Contract Value = Unit Price × Quantity
  • Forecast Variance = Forecast - Actual
  • SLA Risk = derived from response time / breach %
• group the table hierarchically, for example: Region → Business Unit → Vendor
• show subtotals / averages at each grouping level
• keep a grand total or footer summary
• allow users to search the table easily on the page
• export the final result to Excel for leadership reviews

With native Confluence Databases, I can see views, filters, sorting, hidden fields, CSV import, and simple calculations, but I haven’t been able to build row-level computed columns or grouped subtotals inside the table itself.

Has anyone solved this with a Marketplace app that works well in Confluence Cloud for a serious business reporting use case?

Bonus if it can also work with existing Confluence tables or handle larger datasets cleanly.

Thanks in advance!

[Clara Vega _Simpleasyty_ · Accepted solution]

Hi @Marc-André Bouchard 

Your requirements are a very good example of where native Confluence Databases can start to feel limiting for enterprise-style reporting. Atlassian’s documentation shows support for structured fields, filtering, sorting, CSV import, simple calculations, and export options, but your use case goes further into row-level formulas, grouped subtotals, and more table-oriented reporting workflows. 

If you’re open to a Marketplace app, Simple Table could be a strong fit here. Full disclosure: I’m part of the team behind it.

It maps quite closely to the workflow you described:

• import CSV, JSON, and Excel data
• extract nested JSON fields into columns
• create row-level calculated columns with formulas
• group by multiple levels and apply aggregations inside each group
• add footer summaries such as Sum, Avg, Min, Max, Count, and Count distinct
• enable table search and export to CSV or Excel

Here’s a small sample vendor reporting dataset imported into Simple Table from CSV. This is useful when the source data starts in a spreadsheet or needs to be brought into Confluence quickly.

In this example, I added three row-level calculated columns: Contract Value = unitPrice * quantity, Forecast Variance = forecast - actual, and SLA Risk = breachPercent > 3 ? "At Risk" : "On Track". Simple Table documents calculated columns with expressions and ? : conditional logic for this kind of row-level signal.

The table can then be grouped hierarchically, for example region → businessUnit → vendor, with aggregations such as Sum or Avg shown at each grouping level, plus a footer summary for the full table. That gets much closer to the kind of operational or procurement reporting you described.

It can also work with existing Confluence tables through the bodied macro, and for larger tables there is support for saving the data as an attachment.

So based on your example, I’d frame this less as a “database replacement” need and more as a “structured enterprise reporting table inside Confluence” need, which is where Simple Table tends to work well.

Hope this helps!

[Anna Mitina _Stiltsoft_]

Hi @Marc-André Bouchard

I can see why native Databases feel limiting here – they're great for structured content management but weren't really built for the kind of row-level calculations and hierarchical reporting you're describing.

A few vendors have already chimed in, so I'll add Table Filter, Charts & Spreadsheets for Confluence to the mix. Full disclosure: I'm part of Stiltsoft.

We're a Platinum Marketplace Partner trusted by 15,000+ organizations, and your use case is exactly the kind of enterprise reporting scenario our customers handle daily.

Here's what you can do with our app:

• Import Excel files directly – no need for CSV conversion
• Parse JSON data with our Table Transformer macro using SQL queries to flatten nested fields
• Build calculated columns like Contract Value, Forecast Variance, or SLA Risk flags with formulas and conditional logic
• Group hierarchically (Region → Business Unit → Vendor) with subtotals and averages at each level, plus grand totals
• Search, filter, and export back to Excel for leadership reviews
• Visualize trends with charts if needed

The reason we can cover all these scenarios (and then some) is that we offer a suite of macros designed to work together – so whether you need pivot tables, conditional formatting, sparklines, or dashboard-style reporting from a single source table, it's all there.

One thing to note: no Marketplace app currently integrates with native Confluence Databases. So if you're planning to stick with Databases as your data layer, you'd be limited to their built-in functionality. Our macros work with standard Confluence tables, Jira Issues, and Page Properties Report instead.

Let me know if you'd like to discuss your setup in more detail :)

[Tomislav Tobijas]

Hey @Marc-André Bouchard ,

You might want to take a look at this answer and the suggestions there. 👈

As for reports, I know some of our clients use these:

• eazyBI for Confluence Reports, Charts, and Dashboards 
• Custom Charts for Confluence - Jira Dashboard Report | Tempo 

Now, for some serious business reporting, people also tend to build some custom integrations that send data from Atlassian to, let's say, Power BI. I've seen some examples, although there were more around Jira rather than Confluence. 🧑‍💻

Anyway, if you're looking for apps, and as I've written in the linked post:

Now, I'd maybe recommend reaching out to vendors with the list of your requirements for them to confirm if all of that is possible or if there are any workarounds you could use (that's, at least, how I approach it). 👀

Hope this helps.

Cheers,
Tobi

[Bibek_ikuTeam_]

In addition to the value added feedback by @Tomislav Tobijas , I would encourage @Marc-André Bouchard  to explore the ikuteam app <google sheet for confluence>  

It is a lightweight yet power connector to render and edit the google sheets directly in confluence.

Best Regards,

Bibek

[Aron Gombas _Midori_]

@Marc-André Bouchard 

In addition to those options suggested in other replies, I would definitely consider using Google Sheets and adding those as "smart link" type nodes to the Confluence content tree.

Benefits:

• They feel rather "natural" in Confluence (we use this approach in daily practice).
• GSheets is extremely powerful and feature-rich.
• GSheets (and Excel) is probably already known by your staff, so it eliminates some learning.

See: https://support.atlassian.com/confluence-cloud/docs/bring-all-your-work-into-confluence/