Business intelligence: what users struggle with, 2026
46 sourced reports about 2 business intelligence products, gathered from public posts and linked to where each was said. The most-discussed problem area is Reliability & bugs (30 items across the category). 9 items, across all dates, describe leaving one of these tools.
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The category at a glance
| Product | Reports | Themes | Source threads | Most-discussed area |
|---|---|---|---|---|
| Metabase | 31 | 31 | 111 | Reporting & analytics |
| Apache Superset | 15 | 14 | 82 | Reliability & bugs |
Problem areas, ranked by number of items
Items of every date, including older ones outside the recent window the report counts above use.
| Area | Items | Metabase | Apache Superset |
|---|---|---|---|
| Reliability & bugs | 30 | 18 | 12 |
| Reporting & analytics | 29 | 21 | 8 |
| Integrations | 21 | 17 | 4 |
| UI & usability | 18 | 12 | 6 |
| Permissions & security | 17 | 7 | 10 |
| Performance | 12 | 7 | 5 |
| Customization | 12 | 6 | 6 |
| Data export & migration | 9 | 5 | 4 |
Read the products
- Metabase problems and requests · Metabase alternatives
- Apache Superset problems and requests · Apache Superset alternatives
Side by side
Method and limits
Reports come from public Hacker News comments and public issues of vendors' open-source repositories; each was extracted into a structured item, and each links to its source. A report counts once per product, however many people agreed. Open-source and developer-facing products are over-represented because that is where public discussion happens; counts show how much is said, not which tool is better. Full method and sources.
Cite as: Friction, “Business intelligence: what users struggle with, 2026”, https://friction.grain64.com/state-of/business-intelligence/, data as of 2026-10-15.