Glances
Glances 4.5.9 closes out the 4.x line as a 5.0 beta opens for testing.
A side-by-side editorial comparison of Marquez and OpenCTI — release velocity, themes, recent moves, and the top alternatives to consider.
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.
OpenCTI adds custom fields to cases and backports its draft-access fix to both LTS lines.
OpenCTI 7.261106.0 adds custom fields and templates to Cases and Incidents, a configurable de-duplication window for sightings, blog post items and form intake for view-only users, plus Elasticsearch query speedups. The same week, LTS 7.260811.0-lts.2 and 7.260309.0-lts.9 backport the security fixes from the main line: draft-context checks on TAXII and HTTP routes, a timeout for JSONPath ingestion scripts and a size cap on artifact imports.
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.
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.
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.
OpenCTI 7.261106.0 adds custom fields and templates to Cases and Incidents, a configurable de-duplication window for sightings, blog post items and form intake for view-only users, plus Elasticsearch query speedups. The same week, LTS 7.260811.0-lts.2 and 7.260309.0-lts.9 backport the security fixes from the main line: draft-context checks on TAXII and HTTP routes, a timeout for JSONPath ingestion scripts and a size cap on artifact imports.
The main line keeps adding analyst and case-management features every few days, while two LTS lines get the security fixes. Case management is gaining configurability, after custom views and Hub imports in late October.
Expect further case and incident customization in the next main releases and another LTS round when security fixes land.
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 OpenCTI.
Glances 4.5.9 closes out the 4.x line as a 5.0 beta opens for testing.
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See all Marquez alternatives → · See all OpenCTI alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. OpenCTI 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. OpenCTI 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.
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.
Top OpenCTI alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenCTI alternatives" section above for the current picks, or visit /alternatives/opencti for the full list with editorial commentary on each.