Delta Lake
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Comparison · Analytics
Glances vs Whatagraph
A side-by-side editorial comparison of Glances and Whatagraph — release velocity, themes, recent moves, and the top alternatives to consider.
Glances vs Whatagraph: at a glance
| Feature | Glances | Whatagraph |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | system monitoring, security fixes, alerting, gpu monitoring | marketing-reporting, ai agents, agency-tools, mcp |
| Last editorial update | 2d ago | 2d ago |
| Website | Visit → | — |
What is Glances?
After a year of CVE fixes, Glances 4.5.7 turns to making its alerts tell the truth.
Most Glances releases this year carried security patches: 4.5.2 alone corrected eight CVEs, and 4.5.3 to 4.5.6 kept going, ending with a credential leak through URL config values. 4.5.7 in September broke the pattern with a long list of correctness fixes, many of them alerts that fired on the wrong value or never fired, plus WebUI colouring bugs and a fix for --enable-mcp under mcp 2.0. 4.5.8 in October fixed export edge cases.
What is Whatagraph?
Whatagraph's IQ Agents now watch ad accounts and act on them, not just report.
Whatagraph builds client reports for agencies and ships most weeks. In late October it launched IQ Agents, which watch marketing accounts on a schedule, report problems to Slack and act through MCP in Meta, Asana and HubSpot. Mid-October brought Excel attachments in report emails, six Ahrefs report types including AI citations, stored blends and ad creatives in tables.
Glances vs Whatagraph: editorial side-by-side
Glances
5.0ANALYTICS
After a year of CVE fixes, Glances 4.5.7 turns to making its alerts tell the truth.
◆ Current state
Most Glances releases this year carried security patches: 4.5.2 alone corrected eight CVEs, and 4.5.3 to 4.5.6 kept going, ending with a credential leak through URL config values. 4.5.7 in September broke the pattern with a long list of correctness fixes, many of them alerts that fired on the wrong value or never fired, plus WebUI colouring bugs and a fix for --enable-mcp under mcp 2.0. 4.5.8 in October fixed export edge cases.
◆ Where it's heading
Hardware coverage keeps widening alongside the fixes (Intel, AMD and ARM GPUs, Rockchip NPUs, LXC containers), and a v4 cutover tag in October suggests repository restructuring ahead. The security run appears to have eased since August.
◆ Prediction
Unclear what the v4 cutover changes for users; until it is explained, expect more 4.5.x maintenance releases.
Whatagraph
6.3ANALYTICS
Whatagraph's IQ Agents now watch ad accounts and act on them, not just report.
◆ Current state
Whatagraph builds client reports for agencies and ships most weeks. In late October it launched IQ Agents, which watch marketing accounts on a schedule, report problems to Slack and act through MCP in Meta, Asana and HubSpot. Mid-October brought Excel attachments in report emails, six Ahrefs report types including AI citations, stored blends and ad creatives in tables.
◆ Where it's heading
The product is moving from showing what happened in ad accounts to acting on it. Earlier releases cut the manual work of keeping reports running; IQ Agents take on the monitoring and follow-up work itself. Source coverage keeps widening alongside, from OpenAI Ads to Ahrefs AI citations.
◆ Prediction
Expect IQ Agents to gain more platforms they can act in beyond Meta, Asana and HubSpot. The entries do not show agent pricing.
Alternatives to Glances and Whatagraph
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Glances or Whatagraph.
Grafana Loki
Loki 4.0 RC strips out legacy storage backends and the simple scalable mode.
OpenObserve
OpenObserve 1.2.0-rc1 opens a metrics v2 cycle with chart alerts and forecasts.
Keboola
Keboola connects GitHub organizations once, ending personal tokens for private repos.
dbt Core
dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.
Chord
Chord adds Amazon Conversions API to its CDP destinations as the catalog keeps widening.
See all Glances alternatives → · See all Whatagraph alternatives →
Recent activity from Glances and Whatagraph
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 7d agoWhatagraphWhatagraph went agentic: IQ Agents watch your accounts and take on the repeat work ⚡
- 22d agoWhatagraphSend report data as an Excel file in automated emails
- 22d agoWhatagraphTrack AI citations, backlinks, competitors and your priority keywords from Ahrefs
- 22d agoWhatagraphStore blends as you build them, and manage hundreds of variations with IQ Agents
- 22d agoWhatagraphShow ad creatives in tables, next to every metric you need
- 24d agoGlancesGlances 4.5.8
- 25d agoGlancesPre-cutover tag before the v4 migration
- 1mo agoGlancesGlances 4.5.7 fixes dozens of wrong or silent alerts
- 2mo agoWhatagraphReport on OpenAI Ads, and track Google Ads keyword demand without the monthly export ⚡
- 3mo agoGlancesCredential leak via URL values in /api/4/config
- 4mo agoGlancesContainer API latency, ARM GPU monitoring, AMP command-execution fix
- 6mo agoGlancesRockchip MPP and NPU monitoring, plus three CVE corrections
Frequently asked questions
What is the difference between Glances and Whatagraph?
They serve adjacent needs but don't currently overlap on shipped themes. Whatagraph is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Glances better than Whatagraph?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Whatagraph is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Glances?
Top Glances alternatives in Analytics are ranked by recent ship velocity. Browse the "Glances alternatives" section above for the current picks, or visit /alternatives/glances for the full list with editorial commentary on each.
What are the best alternatives to Whatagraph?
Top Whatagraph alternatives in Analytics are ranked by recent ship velocity. Browse the "Whatagraph alternatives" section above for the current picks, or visit /alternatives/whatagraph for the full list with editorial commentary on each.