Prometheus
Prometheus is an open-source systems monitoring and alerting toolkit used by developers and operations teams to collect and query metrics.
About this data
Updated June 29, 2026
Overall Pulse Score
+2 over this period
A 0-100 index summarizing the tone of 555 relevant public mentions gathered from public online communities across 18 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Weekly Sentiment Trend
Pulse Score by week over the selected period. Each point is one complete week of mentions.
This week in public discussion
Community discussion around Prometheus over the recent period leaned negative, with bug reports and reliability concerns drawing the most attention across 378 mentions. Commenters flagged issues including broken metrics since a recent version due to naming restrictions, false-positive alert firings, and missing scrape failure details in logs. Several mentions praised integration capabilities and highlighted feature requests such as expanded metrics endpoints for various tools. Overall sentiment reflected frustration with stability alongside ongoing interest in extending Prometheus coverage further.
Read the deeper analysisAI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Sentiment mix by week
How the tone of public discussion splits each week.
Ringed points mark weeks with unusually high discussion volume, more than double this product's typical week.
Most-discussed praise
Most-discussed complaints
Themes across the selected period, with mention counts.
How Prometheus compares
Pulse Score over the selected period versus the top tracked competitors in Coding.
Where the mentions come from
Share of the 555 relevant public mentions in the selected period, by source.
Sample public mentions
Showing 5 of 555 analyzed public mentions in this period, with links to the original source. We do not reproduce full threads.
“Feature request: Expose Prometheus metrics endpoint. Summary The TrueNAS CSI driver does not expose a Prometheus-compatible /metrics endpoint. This makes it difficult to monitor volume provisioning, TrueNAS API connectivity, and storage-related failures in clusters that rely on P...”
“metrics are broken since 0.6.0: dashes are not allowed. https://prometheus.io/docs/concepts/data_model/#metric-names-and-labels Metric names SHOULD match the regex [a-zA-Z_:][a-zA-Z0-9_:]* for the best experience and compatibility (see the warning below). Metric names outside of ...”
“KubeClientErrors alert fires false positives on kubermatic-api due to watch reconnects counted as . ### What happened? The KubeClientErrors Prometheus alert fires repeated false positives for kubermatic-api pods in the kubermatic namespace on production master clusters. The alert...”
“[redis] service need unique lables. ### Chart redis Chart Version 1.6.14 Kubernetes Version 1.26 Helm Version _No response_ Deployment Method None Steps to Reproduce 1 helm chart values: 2 resulted labels on redis-client and redis-headless service: This cause service monitor to m...”
“DFE admin server prometheus metrics format is not spec compliant. ### Pre-filing checklist - [x] I searched existing issues and didn't find a duplicate Component(s) Rust OTAP dataflow (rust/otap-dataflow/) Bug Description The otap-dataflow engine's admin Prometheus endpoint emits...”
550+ more analyzed mentions, full history, and theme breakdowns are part of Pro.
Get ProDeeper analysis
- Bugs and reliability concerns dominated conversation volume and pulled overall tone negative across the window.
- Sentiment trended downward through June after a mid-May uptick, with the highest-traffic weeks carrying the most critical framing.
- Opinion was most divided on reliability, with some commenters treating issues as edge cases and others describing them as widespread.
- Integration enthusiasm remained a consistent source of positive tone even as core stability complaints mounted.
| Praise theme | Mentions |
|---|---|
| Good integrations | 94 |
| Strong features | 68 |
| Feature requests | 54 |
| Easy to use | 15 |
| Reliability | 14 |
| Complaint theme | Mentions |
|---|---|
| Bugs | 171 |
| Reliability | 126 |
| Missing features | 71 |
| Lacking integrations | 54 |
| Feature requests | 12 |
Discussion of Prometheus over the past four weeks has been dominated by a persistent and high-volume complaints thread centered on bugs and reliability issues, which together account for the two largest complaint categories by a significant margin. Commenters frequently surfaced broken or misbehaving metric pipelines, false-positive alerting, and scrape failures that lack sufficient diagnostic detail, painting a picture of a tool that many users find inconsistent in day-to-day operation. The mention of metrics breaking after a version update due to naming convention conflicts was a recurring point of frustration, with several mentions framing it as a regression rather than an expected change.
On the more positive side, discussion suggested genuine enthusiasm around integrations and extensibility. A notable cluster of praise-coded mentions centered on requests and proposals to expose Prometheus-compatible endpoints in adjacent tools, which implies that the broader ecosystem still views Prometheus as a desirable standard to conform to. Feature praise and feature requests ran closely together in tone, with commenters often framing missing capabilities as an expected next step rather than a dealbreaker, suggesting underlying goodwill toward the product even among those seeking more.
Sentiment trajectory across the window tells a more complicated story. Scores moved sharply upward in mid-May before sliding back through June, and the most recent high-mention period showed a notable dip, suggesting that as conversation volume grew the proportion of negative-to-positive framing worsened. The spike in mentions around early-to-mid June coincided with what discussion suggested were active monitoring failures in production environments, likely amplifying critical voices.
Opinion was most divided on reliability. Some commenters positioned reliability issues as environment-specific or integration-dependent, while others described them as systemic. The gap between reliability appearing in both the praise and complaint theme lists underscores how split the community is on whether the tool is fundamentally dependable or situationally fragile.
AI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Member perspectives
Individual opinions from Pro members, posted over time. These are personal member views, not aggregated sentiment data.
Overall Pulse Score
+2 over this period
A 0-100 index summarizing the tone of 555 relevant public mentions gathered from public online communities across 18 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Data summary
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