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Comparison · Analytics

Marquez vs Whatagraph

A side-by-side editorial comparison of Marquez and Whatagraph — release velocity, themes, recent moves, and the top alternatives to consider.

Marquez vs Whatagraph: at a glance

FeatureMarquezWhatagraph
SectorAnalyticsAnalytics
Velocity score0.05.0
Sparks · 30d00
Top themesopenlineage, data-lineage, observability, metadatamarketing-reporting, agencies, integrations, data-storage
Last editorial update15h ago12d ago
WebsiteVisit →

What is Marquez?

Marquez spent 2024 turning a lineage store into a UI, then stopped releasing

Marquez is the reference metadata server for OpenLineage, and this window captures a concentrated push on its web interface: a column-lineage page and redesigned lineage graph in 0.45.0, data quality and job status displays in 0.47.0, and a data observability dashboard in 0.50.0 showing event stats over 24-hour and 7-day windows with per-source, per-dataset and per-job views. The API side moved in step — job tagging, dataset schema versions, paging on jobs and dataset versions, job-to-job lineage, richer metrics labels. One contributor accounts for nearly all the web work in these entries. Note that the 0.45 through 0.49 releases were all stamped within three minutes of each other and in reverse version order, so publication timestamps here do not reflect release order.

Read the full Marquez trajectory →

What is Whatagraph?

Marketing reporting quietly rebuilding itself around stored data instead of live API calls.

Whatagraph builds client reports for marketing agencies by pulling from dozens of ad, analytics, and call-tracking sources. The recent releases split into two groups. One keeps widening the source catalog — Snowflake as a warehouse source, WhatConverts lead data, and Ahrefs Rank Tracker as a keyword-level integration separate from the existing domain-level Ahrefs. The other attacks reliability: a Data Storage destination that pre-syncs data so widgets stop waiting on live APIs, the Basis integration rebuilt on that model, and automatic failover when the team member whose account owns a source loses access.

Read the full Whatagraph trajectory →

Marquez vs Whatagraph: editorial side-by-side

M
Marquez
ANALYTICS
0.0

Marquez spent 2024 turning a lineage store into a UI, then stopped releasing

◆ Current state

Marquez is the reference metadata server for OpenLineage, and this window captures a concentrated push on its web interface: a column-lineage page and redesigned lineage graph in 0.45.0, data quality and job status displays in 0.47.0, and a data observability dashboard in 0.50.0 showing event stats over 24-hour and 7-day windows with per-source, per-dataset and per-job views. The API side moved in step — job tagging, dataset schema versions, paging on jobs and dataset versions, job-to-job lineage, richer metrics labels. One contributor accounts for nearly all the web work in these entries. Note that the 0.45 through 0.49 releases were all stamped within three minutes of each other and in reverse version order, so publication timestamps here do not reflect release order.

◆ Where it's heading

The arc is a backend project growing a front end: lineage data that existed in the API was progressively given pages, panels and paging, and by 0.50.0 the framing had shifted from lineage graph to observability dashboard. Tagging deepened in the same period, moving from dataset tags to field-level tags to job tags. That arc stops abruptly — 0.50.0 in October 2024 is the last entry, with nothing published in the roughly two years since.

◆ Prediction

The entries give no roadmap signal past 0.50.0, and the job-to-job lineage change was explicitly framed as a prompt for a wider parent/child hierarchy discussion that no later release picks up, so that hierarchy work is best read as unfinished rather than planned.

W
Whatagraph
ANALYTICS
5.0

Marketing reporting quietly rebuilding itself around stored data instead of live API calls.

◆ Current state

Whatagraph builds client reports for marketing agencies by pulling from dozens of ad, analytics, and call-tracking sources. The recent releases split into two groups. One keeps widening the source catalog — Snowflake as a warehouse source, WhatConverts lead data, and Ahrefs Rank Tracker as a keyword-level integration separate from the existing domain-level Ahrefs. The other attacks reliability: a Data Storage destination that pre-syncs data so widgets stop waiting on live APIs, the Basis integration rebuilt on that model, and automatic failover when the team member whose account owns a source loses access.

◆ Where it's heading

The reporting layer is being made boring in the good sense. Live-API reports break in ways an agency cannot explain to a client — a token expires, someone leaves, a widget goes blank mid-presentation — and the last few months answer each of those failure modes directly: store the data, align spend figures with the vendor's own billing totals, and silently switch to a colleague's credentials when one account stops working. The presentation work is following the same instinct, replacing per-metric threshold rules with automatic shading and consolidating scattered style settings into themes. Less configuration to maintain, fewer ways for a report to be wrong in front of a client.

◆ Prediction

Credential failover currently rescues a source when someone else on the team happens to have access; the gap it exposes is agency-owned connections that do not depend on an individual at all, which is where this thread points next.

Alternatives to Marquez 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 Marquez or Whatagraph.

See all Marquez alternatives → · See all Whatagraph alternatives →

Recent activity from Marquez and Whatagraph

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 12d agoWhatagraphOne broken connection won't break your reports
  2. 13d agoWhatagraphClearer charts and tables, and a faster way to find the right template
  3. 18d agoWhatagraphTrack your keywords against competitors with Ahrefs Rank Tracker
  4. 1mo agoWhatagraphBasis rebuilt: faster data, cleaner numbers, per-client sources
  5. 1mo agoWhatagraphThemes settings, simplified
  6. 2mo agoWhatagraphWhatConverts data available on Whatagraph
  7. 1y agoMarquezMarquez 0.50.0 adds a data observability dashboard
  8. 2y agoMarquezMarquez 0.45.0 ships a column lineage page and redesigned graph
  9. 2y agoMarquezMarquez 0.46.0 cleans up the UI and fixes streaming terminal events
  10. 2y agoMarquezMarquez 0.47.0 adds data quality and job status views, job tagging
  11. 2y agoMarquezMarquez 0.49.0 adds job-to-job lineage to the API
  12. 2y agoMarquezMarquez 0.48.0 adds paging and dataset schema versions

Frequently asked questions

What is the difference between Marquez and Whatagraph?

They serve adjacent needs but don't currently overlap on shipped themes. Whatagraph is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 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 Marquez better than Whatagraph?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Whatagraph is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 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 Marquez?

Top Marquez alternatives in Analytics are ranked by recent ship velocity. Browse the "Marquez alternatives" section above for the current picks, or visit /alternatives/marquez 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.