GitLab-backed analysis

Adservio Code Review Analysis

A read-only analysis of recent merge request review behavior in GitLab, focused on visible review discussion, reviewer distribution, queue health, MR size, and traceability gaps.

Period: 2026-03-28 07:00 to 2026-04-04 07:00
Primary source: GitLab merge request metadata, notes, labels, commits, and approvals endpoints.

Bottom line: review throughput is not the main risk here; traceability and queue hygiene are. The team is still merging code, but most merges leave no durable visible review trail and the open queue is overwhelmingly stale.

What Matters

  • Traceability is the clearest control gap: 33 of 45 merged MRs (73.3%) showed no visible non-author review comment in GitLab.
  • `CR - Approved` is currently too weak as evidence on its own: 46.7% of merged MRs carried that label without any visible review discussion.
  • Queue health is poor: 82.6% of active open MRs are already older than 48 working hours. The oldest example is adservio/web!2091 at 186.5d open.
  • Visible review capacity is thin and concentrated: only 15 visible review touches were detected in the whole window, and the top 3 reviewers handled 53.3% of them.
  • adservio/frontend is the highest-volume review surface with 19 merged MRs and only 26.3% visible review coverage.
  • MR size is not the main story: median changed files were 3, and only 17.8% of merged MRs were above 20 files. Even the slowest merged example, adservio/subscriptions/backend!98, took 59.0d with 11 changed files, so the dominant problem still looks like review discipline and queue ownership rather than consistently oversized MRs.

Leadership Analysis

  • The operating rhythm is serviceable at the median (24.2h created-to-merged), which means the biggest leverage is improving process fidelity rather than pushing for even more raw throughput.
  • With 82.6% of active MRs already stale, the open list is functioning more like inventory than prioritization support. adservio/web!2091 being open for 186.5d is a strong sign that ownership and review handoffs are not being actively reset.
  • The spread between a 3-file median MR and a 59.0d longest merged cycle (adservio/subscriptions/backend!98, 11 changed files) suggests a few ownership-heavy exceptions are dragging on outside normal flow. Those should be managed as explicit escalations, not left to age inside the common queue.

Recommended Actions

  • Make one durable review artifact mandatory before merge: a substantive non-author GitLab review comment, a recorded approval, or both. A label alone should no longer count as sufficient evidence. The approval API coverage is also low, so the fix should include tooling or policy that leaves an auditable trace by default.
  • Run a stale-MR reset on anything older than 48 working hours: close abandoned work, re-confirm owner and reviewer on the rest, and turn the open list back into a real queue instead of a parking lot. Start with adservio/web!2091 and the rest of the oldest backlog because their age now obscures whether they are still real priorities.
  • Put adservio/flutter/app under explicit review guardrails for the next cycle. It combines enough volume with weak visible review coverage, which makes it the best place to tighten the process and see impact quickly.

Improvement Ideas

  • Set explicit operating standards for the next quarter: require one auditable peer-review artifact before merge, target first review inside one working day for active MRs, and keep the stale active backlog below 15%. What gets measured this clearly is far more likely to improve.
  • Run a four-week process experiment on adservio/flutter/app: dedicated reviewer-of-the-week coverage, explicit reviewer assignment at MR creation, and a lightweight weekly audit of silent merges. It is the highest-yield place to test whether better ownership changes the data.

Supporting Evidence

  • 33 of 45 merged MRs (73.3%) had no visible non-author review comment in GitLab.
  • 32 of 45 merged MRs (71.1%) carried the `CR - Approved` label.
  • 21 merged MRs (46.7%) were labeled `CR - Approved` without any visible non-author review comment.
  • 17.8% of merged MRs changed more than 20 files, while 6.7% changed more than 50 files.
  • Among MRs with visible review discussion, the median last-author-commit to first-review time was 11.0h.
  • The median last-author-commit to `CR - Approved` time was 4.0d.
  • The top 3 reviewers accounted for 53.3% of visible review touches.
  • 38 of 46 active open MRs (82.6%) were older than 48 working hours.
Merged MRs
Merged MRs inside the analysis window.
45
Open MRs
All currently open group MRs.
50
Active open MRs
Open MRs excluding drafts.
46
Draft open MRs
Open MRs marked draft/WIP.
4
Visible review rate
Merged MRs with at least one visible non-author GitLab comment.
26.7%
Merged without visible review comment
Merged MRs with zero visible non-author comments.
73.3%
CR - Approved label coverage
Merged MRs carrying the CR-approved label.
71.1%
Approval API coverage
Merged MRs with at least one approver in the GitLab approvals API.
26.7%
CR - Approved without visible review comment
CR-approved MRs with no visible non-author comment.
46.7%
Median MR created -> first review
Working time from MR creation to first visible non-author comment.
3.9d
Median last author commit -> first review
Working time from last author commit before review to first visible non-author comment.
11.0h
Median first review -> CR - Approved
Working time from first visible comment to CR-approved label after review start, else merge.
2.5d
Median MR created -> CR - Approved
Working time from MR creation to CR-approved label after review start, else merge.
6.5d
Median last author commit -> CR - Approved
Working time from last author commit before review to CR-approved label after review start, else merge.
4.0d
Median MR created -> merged
Working time from MR creation to merge.
24.2h
Median changed files
Median GitLab `changes_count` value.
3
MRs > 5 files
Merged MRs where `changes_count` is above 5.
46.7%
MRs > 10 files
Merged MRs where `changes_count` is above 10.
37.8%
MRs > 20 files
Merged MRs where `changes_count` is above 20.
17.8%
MRs > 50 files
Merged MRs where `changes_count` is above 50.
6.7%
Top 3 reviewer touch share
Share of visible review touches handled by the top 3 reviewers.
53.3%
Active open backlog rate
Non-draft open MRs older than 48 working hours.
82.6%

These headline timing medians bring back the anchor-to-anchor numbers directly, using working time with weekends excluded.

Median MR created -> first review3.9d
Median last author commit -> first review11.0h
Median MR created -> CR - Approved6.5d
Median first review -> CR - Approved2.5d
Median last author commit -> CR - Approved4.0d
Median MR created -> merged24.2h
Edgar Alexa31420.0%
Dragoș Ivan31620.0%
Ioana Ivan25613.3%
Paul Tanasuca2813.3%
Raul Popovici116.7%
Alex Murarescu146.7%
Achim Stefan166.7%
Marian Andrei176.7%
Dron Gabriel136.7%
adservio/frontend1926.3%94.7%3
adservio/web714.3%71.4%3
adservio/flutter/app50.0%0.0%27
adservio/accommodations/backend30.0%33.3%1
adservio/docgen2/backend333.3%100.0%2
adservio/admission/backend2100.0%100.0%80.0
adservio/billing/backend250.0%100.0%7.0
adservio/helm2250.0%0.0%13.0
adservio/audit10.0%0.0%3
adservio/subscriptions/backend1100.0%100.0%11

Visible Review Discussion MRs

Compact by default: key CR metrics stay visible, and each row expands inline for the full audit trail. The table starts sorted by Last Commit -> First Review.

Details
adservio/docgen2/backend!101[ADS-7134]: Afisarea corecta a institutiei de invatamant superior3/5 Solid0.7h0.8h1.3h
adservio/frontend!1682[S: ADS-6254][ADS-6812]: SCIM CEAC Config Module4/5 Strong6.9d0.9h6.9d
adservio/web!2422[S: ADS-6254][ADS-6810]: Add SCIM and CEAC management constants and reset functionality4/5 Strong9.2d0.9h10.1d
adservio/admission/backend!112[ADS - 7099] shared folder2/5 Light2.1d1.0h6.1d
adservio/frontend!1675[ADS-6834][ADS-6994] - Medie Admitere4/5 Strong3.9d1.1h4.9d
adservio/helm2!227[ADS-6092]2/5 Light4.0d2.3h7.8d
adservio/frontend!1657Ads 7001: Mesagerie - Teste automate4/5 Strong19.6h19.6h8.0d
adservio/billing/backend!234[ADS-6482] Dezactivare assign service4/5 Strong15.0d20.0h20.9d
adservio/admission/backend!110[ADS-6834][ADS-6993] - Medie Admitere5/5 Deep4.1d25.0h4.1d
adservio/frontend!1680[S: ADS-7021][ADS-7013]: Fisiere - teste e2e4/5 Strong47.0h47.2h4.0d
adservio/frontend!1681[ADS-7074]: Academic Profile UI/ UX modifications5/5 Deep3.0d2.1d5.9d
adservio/subscriptions/backend!98[ADS-6482] disable assigned service after create invoice and enable after payment4/5 Strong37.8d27.7d57.8d

No Visible Review Comment Audit

These merged MRs had no visible non-author GitLab comment under the current heuristic. Use this section to audit whether the gap is a real review-process issue or a GitLab traceability issue.

Total MRs33
With CR Label21
With Approval API6
  • Open the MR link and check the Overview tab for CR - Approved and any approval widget signal.
  • Check Activity / Discussions for real human reviewer comments.
  • If you only see system notes, merge notes, mentions, or bot activity, it stays in this audit set.
  • If you find a genuine reviewer comment from someone other than the author, treat that MR as a false positive of this heuristic.
full audit table (33 MRs). Click again to collapse.
adservio/frontend!1695adservio/frontend[ADS-7134]: Afisarea corecta a institutiei de invatamant superiorDana Mihaela Maritca2026-03-31Yes
adservio/frontend!1696adservio/frontendfix-daycare-journal-testPaul Tanasuca2026-03-31Yes
adservio/audit!9adservio/audit[audit-tenantid] Update audit shape for tenantiDEdgar Alexa2026-03-31
adservio/flutter/app!51adservio/flutter/appreplace endpoint + request imporvementStefan Agrigo2026-04-01Yes
adservio/frontend!1684adservio/frontend[ADS-7083]: Add "delete exemption" event for mobileIoana Ivan2026-04-01YesYes
adservio/flutter/app!52adservio/flutter/appResolve ADS-7083 "Post release fixes"Stefan Agrigo2026-04-01Yes
adservio/flutter/app!53adservio/flutter/appResolve ADS-7130 "Daycare permissions"Stefan Agrigo2026-04-01Yes
adservio/helm2!229adservio/helm2ADS-5923 Grafana OauthRaul Popovici2026-04-01
adservio/frontend!1699adservio/frontend[create-invoice-mobile] Fixed width for mobile viewEdgar Alexa2026-04-01Yes
adservio/flutter/app!54adservio/flutter/appResolve ADS-7083 "Post release fixes"Stefan Agrigo2026-04-01Yes
adservio/frontend!1700adservio/frontendGrades A-F display fixDron Gabriel2026-04-01Yes
adservio/frontend!1702adservio/frontend[ADS-7166]: Fix bulk daycare journal flaky testPaul Tanasuca2026-04-01Yes
adservio/accommodations/backend!53adservio/accommodations/backend[CDM-165] php memory limitIonut Ciolan2026-04-01Yes
adservio/web!2433adservio/web[S-2978][ADS-6625] Cleanup journalMarian Andrei2026-04-01
adservio/accommodations/backend!54adservio/accommodations/backend[HOTFIX] php memory limit 2gbIonut Ciolan2026-04-02
adservio/frontend!1692adservio/frontend[ADS-7125]: Subscriptions changes for frequency buttonsIoana Ivan2026-04-02Yes
adservio/web!2437adservio/web[S: ADS-7176] Add astID astCiclu to clase/elevi endpoint + fix allocations endpointCatalin Cojan2026-04-02Yes
adservio/docgen2/backend!102adservio/docgen2/backend[ADS-7162]: Eliminare numerotare automataDana Mihaela Maritca2026-04-02Yes
adservio/frontend!1703adservio/frontend[ADS-7134]: Fix download fisa disciplinaDana Mihaela Maritca2026-04-02Yes
adservio/accommodations/backend!55adservio/accommodations/backend[HOTIFX] export job memory limitIonut Ciolan2026-04-02
adservio/frontend!1679adservio/frontend[ADS-7075]: Pagina Responsive -Structura universitateIuliana Gugeanu2026-04-02Yes
adservio/frontend!1685adservio/frontend[ADS-7076]: University Personal responsivenessIuliana Gugeanu2026-04-02Yes
adservio/frontend!1709adservio/frontendFix loginProd commandPaul Tanasuca2026-04-02
adservio/web!2432adservio/web[S-2978] Daycare tests & documentationMarian Andrei2026-04-02
adservio/frontend!1708adservio/frontend[ADS-7174]: Daycare journal fixesIoana Ivan2026-04-03Yes
adservio/billing/backend!239adservio/billing/backend[ADS-7189] Normalize client infoEdgar Alexa2026-04-03Yes
adservio/web!2439adservio/web[S: AADS-7195] Add astCicluID to /cadre/repartizare endpointCatalin Cojan2026-04-03Yes
adservio/flutter/app!55adservio/flutter/appResolve ADS-7176 "Fix ads"Stefan Agrigo2026-04-03Yes
adservio/frontend!1710adservio/frontend[ADS-7196]: Fix CommissionMembers Modal paginationIoana Ivan2026-04-03Yes
adservio/web!2435adservio/web[ADS-7171]: Consume FE dist if possibleIoana Ivan2026-04-03Yes
adservio/frontend!1706adservio/frontend[ADS-7171]: Build FE and serve it to BEIoana Ivan2026-04-03Yes
adservio/web!2440adservio/web[ADS-7157] Fix Elevi_fisa errorsCatalin Cojan2026-04-03Yes
adservio/docgen2/backend!103adservio/docgen2/backend[ADS-7186]: Afisarea corecta a denumirii universitatii cand contine ghilimeleDana Mihaela Maritca2026-04-03Yes

Oldest Active Open MRs (> 48 Working Hours)

adservio/web!2091adservio/webAndrei Dragan186.5d5
adservio/devops/site-sentry!11adservio/devops/site-sentryDaniel Onisoru170.0d0
adservio/helm2!137adservio/helm2Raul Popovici162.6d0
adservio/services/websocket!8adservio/services/websocketRaul Popovici159.5d0
adservio/services/videothumb!5adservio/services/videothumbRaul Popovici159.5d0
adservio/services/fet-generator!9adservio/services/fet-generatorRaul Popovici159.5d0
adservio/ai/backend!62adservio/ai/backendRobert60.6d0
adservio/web!2323adservio/webAndrei Dragan58.6d0
adservio/frontend!1556adservio/frontendGeorge Murgoci51.3d0
adservio/web!2344adservio/webGeorge Murgoci50.4d0
adservio/subscriptions/backend!98adservio/subscriptions/backendRobert59.0d1116
adservio/billing/backend!234adservio/billing/backendEdgar Alexa22.2d136
adservio/frontend!1657adservio/frontendDana Mihaela Maritca13.1d134
adservio/web!2422adservio/webAndrei Dragan10.2d187
adservio/helm2!227adservio/helm2Razvan Ionica7.8d161
adservio/frontend!1679adservio/frontendIuliana Gugeanu7.1d30
adservio/frontend!1682adservio/frontendIoana Ivan7.0d563
adservio/admission/backend!112adservio/admission/backendGeorge Murgoci6.1d1174
adservio/frontend!1685adservio/frontendIuliana Gugeanu6.0d30
adservio/frontend!1680adservio/frontendDana Mihaela Maritca6.0d114

Methodology And Limits

  • This report uses visible non-author GitLab comments as the strongest review-start proxy.
  • GitLab approval API coverage is shown separately; missing approval API data should be read as traceability gap, not proof that no approval happened.
  • Review completion uses the first `CR - Approved` label-add event after review starts when GitLab label history provides one; otherwise it falls back to merge time.
  • Last-author-commit metrics use the latest non-merge MR commit authored by the MR author strictly before review starts.
  • Timing metrics in this report exclude Saturday and Sunday hours using the Europe/Bucharest calendar.
  • Review-quality scoring is heuristic: it rewards visible substantive comments, multiple reviewers, and post-review pushes, and it penalizes large MRs with shallow visible discussion.
  • `Active open backlog rate` excludes draft MRs and uses a > 48 working-hour age threshold.
  • Open MR backlog age is a queue-health signal, not proof that every old open MR is actively waiting for review right now.