Original data / Updated September 6, 2026
The most common SaaS complaint keywords
The classifier keywords that recur most across validated gaps, a frequency map of what broken software looks like in 2026. Computed from 988 validated gaps and 1,012 underlying complaints.
- Corpus
- 988
- Top keyword
- "developer tools"
| # | Keyword | Gaps |
|---|---|---|
| 1 | developer tools | 44 |
| 2 | interactive charts | 20 |
| 3 | ai cli tools | 19 |
| 4 | distributed joins | 16 |
| 5 | data visualization | 14 |
| 6 | elasticsearch mysql integration | 14 |
| 7 | local crm | 14 |
| 8 | self-hosted bi | 13 |
| 9 | automation | 11 |
| 10 | certification management software | 11 |
| 11 | no-code automation | 11 |
| 12 | multi-source dashboard | 10 |
| 13 | unified dashboard | 10 |
| 14 | ai agent orchestration | 9 |
| 15 | ci/cd | 9 |
| 16 | conditional sql | 9 |
| 17 | developer productivity | 9 |
| 18 | managed service | 9 |
| 19 | python dashboard | 9 |
| 20 | real-time analytics database | 9 |
| 21 | agent orchestration | 8 |
| 22 | ai agent reliability | 8 |
| 23 | analytics | 8 |
| 24 | devops automation | 8 |
| 25 | github actions | 8 |
| 26 | kibana alternative | 8 |
| 27 | multi-platform monitoring | 8 |
| 28 | self-hosted analytics | 8 |
| 29 | self-hosted dashboard | 8 |
| 30 | single user crm | 8 |
Method: keywords are assigned per gap by the classifier and counted once per gap. They describe the problem space, so recurring keywords are the themes demand clusters around.
Cite this data
Free to quote, chart and republish with attribution. Suggested citation:
Most common SaaS complaint keywords. DDMarketer analysis of 988 validated SaaS complaints. https://www.ddmarketer.com/stats/most-common-keywords
Numbers recompute hourly from the live corpus, so cite the access date. How every figure is produced: methodology.
Explore the corpus behind these numbers
Browse every validated gap by category · App ideas mined from the same complaints · State of SaaS gaps report