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.
Executive Summary
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: 65 of 71 merged MRs (91.5%) showed no visible non-author review comment in GitLab.
- `CR - Approved` is currently too weak as evidence on its own: 60.6% of merged MRs carried that label without any visible review discussion.
- Queue health is poor: 91.2% of active open MRs are already older than 48 working hours. The oldest example is adservio/web!2091 at 236.6d open.
- Visible review capacity is thin and concentrated: only 6 visible review touches were detected in the whole window, and the top 3 reviewers handled 66.7% of them.
- adservio/web is the highest-volume review surface with 23 merged MRs and only 4.3% visible review coverage. adservio/frontend is the next meaningful flow at 21 merges and 19.0% visible review coverage.
- MR size is not the main story: median changed files were 2, and only 7.0% of merged MRs were above 20 files. Even the slowest merged example, adservio/uni/backend!193, took 20.1d with 32 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 (4.0h created-to-merged), which means the biggest leverage is improving process fidelity rather than pushing for even more raw throughput.
- With 91.2% of active MRs already stale, the open list is functioning more like inventory than prioritization support. adservio/web!2091 being open for 236.6d is a strong sign that ownership and review handoffs are not being actively reset.
- Reviewer concentration is now a resilience issue, not just a fairness issue. When the top 3 reviewers carry 66.7% of visible touches, review quality, continuity, and queue health all become sensitive to a very small set of people.
- The spread between a 2-file median MR and a 20.1d longest merged cycle (adservio/uni/backend!193, 32 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/docgen2/backend 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.
- Broaden the reviewer bench beyond Edgar Alexa and the current small reviewer set. The present concentration is a continuity risk and will keep queue health fragile when one person is away.
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/docgen2/backend: 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.
- Create a reviewer rotation with named backup coverage for the busiest repos. Good review systems depend on redundancy, not heroics, and rotation is the fastest way to lower reviewer bus factor without slowing delivery.
Supporting Evidence
- 65 of 71 merged MRs (91.5%) had no visible non-author review comment in GitLab.
- 49 of 71 merged MRs (69.0%) carried the `CR - Approved` label.
- 43 merged MRs (60.6%) were labeled `CR - Approved` without any visible non-author review comment.
- 7.0% of merged MRs changed more than 20 files, while 1.4% changed more than 50 files.
- Among MRs with visible review discussion, the median last-author-commit to first-review time was 12.7h.
- The median last-author-commit to `CR - Approved` time was 22.0h.
- The top 3 reviewers accounted for 66.7% of visible review touches.
- 52 of 57 active open MRs (91.2%) were older than 48 working hours.
Merged MRs Merged MRs inside the analysis window. | 71 |
Open MRs All currently open group MRs. | 66 |
Active open MRs Open MRs excluding drafts. | 57 |
Draft open MRs Open MRs marked draft/WIP. | 9 |
Visible review rate Merged MRs with at least one visible non-author GitLab comment. | 8.5% |
Merged without visible review comment Merged MRs with zero visible non-author comments. | 91.5% |
CR - Approved label coverage Merged MRs carrying the CR-approved label. | 69.0% |
Approval API coverage Merged MRs with at least one approver in the GitLab approvals API. | 14.1% |
CR - Approved without visible review comment CR-approved MRs with no visible non-author comment. | 60.6% |
Median MR created -> first review Working time from MR creation to first visible non-author comment. | 3.1d |
Median last author commit -> first review Working time from last author commit before review to first visible non-author comment. | 12.7h |
Median first review -> CR - Approved Working time from first visible comment to CR-approved label after review start, else merge. | 1.1h |
Median MR created -> CR - Approved Working time from MR creation to CR-approved label after review start, else merge. | 3.6d |
Median last author commit -> CR - Approved Working time from last author commit before review to CR-approved label after review start, else merge. | 22.0h |
Median MR created -> merged Working time from MR creation to merge. | 4.0h |
Median changed files Median GitLab `changes_count` value. | 2 |
MRs > 5 files Merged MRs where `changes_count` is above 5. | 22.5% |
MRs > 10 files Merged MRs where `changes_count` is above 10. | 11.3% |
MRs > 20 files Merged MRs where `changes_count` is above 20. | 7.0% |
MRs > 50 files Merged MRs where `changes_count` is above 50. | 1.4% |
Top 3 reviewer touch share Share of visible review touches handled by the top 3 reviewers. | 66.7% |
Active open backlog rate Non-draft open MRs older than 48 working hours. | 91.2% |
Timing Breakdown
These headline timing medians bring back the anchor-to-anchor numbers directly, using working time with weekends excluded.
| Median MR created -> first review | 3.1d |
| Median last author commit -> first review | 12.7h |
| Median MR created -> CR - Approved | 3.6d |
| Median first review -> CR - Approved | 1.1h |
| Median last author commit -> CR - Approved | 22.0h |
| Median MR created -> merged | 4.0h |
Reviewer Distribution
| Edgar Alexa | 2 | 5 | 33.3% |
| Ioana Ivan | 1 | 1 | 16.7% |
| Marian Andrei | 1 | 2 | 16.7% |
| Achim Stefan | 1 | 1 | 16.7% |
| George Murgoci | 1 | 2 | 16.7% |
Repo Breakdown
| adservio/web | 23 | 4.3% | 65.2% | 1 |
| adservio/frontend | 21 | 19.0% | 85.7% | 2 |
| adservio/docgen2/backend | 6 | 0.0% | 100.0% | 3.5 |
| adservio/uni/backend | 5 | 0.0% | 60.0% | 10 |
| adservio/helm2 | 4 | 0.0% | 25.0% | 3.5 |
| adservio/devops/iac | 3 | 0.0% | 33.3% | 2 |
| adservio/social | 3 | 0.0% | 66.7% | 3 |
| adservio/admission/backend | 2 | 50.0% | 50.0% | 8.5 |
| adservio/subscriptions/backend | 2 | 0.0% | 50.0% | 5.5 |
| adservio/billing/backend | 1 | 0.0% | 100.0% | 10 |
| adservio/forms/backend | 1 | 0.0% | 0.0% | 1 |
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/admission/backend!153 | [ADS-7427]: Admin Application Payment validation | 3/5 Solid | 2.8d | 0.5h | 3.5d | |
Repo adservio/admission/backend Author Dragoș Ivan Reviewers Edgar Alexa Review Comments 1 Quality Notes 1 visible comment; 1 substantive comment; single reviewer; 1 post-review push Substantive Comments 1 Reviewer Count 1 Post-Review Pushes 1 MR Created 2026-06-05 23:30 Last Author Commit 2026-06-10 17:09 First Review 2026-06-10 17:39 CR Approved 2026-06-11 12:10 Merged 2026-06-11 14:07 First Review -> CR Approved 18.5h Last Commit -> CR Approved 19.0h Created -> Merged 3.6d | ||||||
| adservio/frontend!1908 | [ADS-7716] situatie neincheiata sa fie vizibila in browser | 3/5 Solid | 18.3h | 0.9h | 18.8h | |
Repo adservio/frontend Author Petronel Pavel Reviewers Achim Stefan Review Comments 1 Quality Notes 1 visible comment; 1 substantive comment; single reviewer; 2 post-review pushes Substantive Comments 1 Reviewer Count 1 Post-Review Pushes 2 MR Created 2026-06-09 15:33 Last Author Commit 2026-06-10 08:56 First Review 2026-06-10 09:51 CR Approved 2026-06-10 10:20 Merged 2026-06-10 10:27 First Review -> CR Approved 0.5h Last Commit -> CR Approved 1.4h Created -> Merged 18.9h | ||||||
| adservio/frontend!1905 | [ADS-7423] [Stiri] - Updates after release/feedback | 4/5 Strong | 6.7h | 6.2h | 24.2h | |
Repo adservio/frontend Author Alex Murarescu Reviewers Edgar Alexa Review Comments 4 Quality Notes 4 visible comments; 4 substantive comments; single reviewer; 2 post-review pushes; multi-point discussion Substantive Comments 4 Reviewer Count 1 Post-Review Pushes 2 MR Created 2026-06-09 09:16 Last Author Commit 2026-06-09 09:45 First Review 2026-06-09 16:00 CR Approved 2026-06-10 09:29 Merged 2026-06-10 14:00 First Review -> CR Approved 17.5h Last Commit -> CR Approved 23.7h Created -> Merged 28.7h | ||||||
| adservio/frontend!1898 | [ADS-7427]: Admin Application Payment validation | 3/5 Solid | 3.5d | 19.1h | 3.6d | |
Repo adservio/frontend Author Dragoș Ivan Reviewers George Murgoci Review Comments 2 Quality Notes 2 visible comments; 2 substantive comments; single reviewer; 1 post-review push Substantive Comments 2 Reviewer Count 1 Post-Review Pushes 1 MR Created 2026-06-05 23:29 Last Author Commit 2026-06-10 17:08 First Review 2026-06-11 12:16 CR Approved 2026-06-11 13:29 Merged 2026-06-11 14:07 First Review -> CR Approved 1.2h Last Commit -> CR Approved 20.3h Created -> Merged 3.6d | ||||||
| adservio/web!2499 | [ADS-6360]: Add catalog indicators endpoint for class statistics semestre | 3/5 Solid | 7.2d | 29.0h | 7.2d | |
Repo adservio/web Author Andrei Dragan Reviewers Marian Andrei Review Comments 2 Quality Notes 2 visible comments; 1 substantive comment; single reviewer; 2 post-review pushes Substantive Comments 1 Reviewer Count 1 Post-Review Pushes 2 MR Created 2026-05-19 10:54 Last Author Commit 2026-05-27 11:32 First Review 2026-05-28 16:31 CR Approved 2026-05-28 16:43 Merged 2026-06-09 16:47 First Review -> CR Approved 0.2h Last Commit -> CR Approved 29.2h Created -> Merged 15.2d | ||||||
| adservio/frontend!1822 | [ADS-7132] Restantieri | 3/5 Solid | 14.0d | 12.1d | 14.0d | |
Repo adservio/frontend Author Achim Stefan Reviewers Ioana Ivan Review Comments 1 Quality Notes 1 visible comment; 1 substantive comment; single reviewer; 1 post-review push Substantive Comments 1 Reviewer Count 1 Post-Review Pushes 1 MR Created 2026-05-18 12:15 Last Author Commit 2026-05-20 10:15 First Review 2026-06-05 11:42 CR Approved 2026-06-05 12:35 Merged 2026-06-08 10:54 First Review -> CR Approved 0.9h Last Commit -> CR Approved 12.1d Created -> Merged 14.9d | ||||||
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 MRs65
With CR Label43
With Approval API9
- Open the MR link and check the Overview tab for
CR - Approvedand 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 (65 MRs). Click again to collapse.
| adservio/docgen2/backend!132 | adservio/docgen2/backend | [ADS-7725] Modificari diploma simpla | Petronel Pavel | 2026-06-08 | Yes | |
| adservio/uni/backend!193 | adservio/uni/backend | [ADS-7132] Restantieri | Andrei Alexandru | 2026-06-08 | Yes | Yes |
| adservio/docgen2/backend!122 | adservio/docgen2/backend | [ADS-7132] Restantieri | Achim Stefan | 2026-06-08 | Yes | Yes |
| adservio/frontend!1903 | adservio/frontend | [fix-register-payment] fixed button width | Edgar Alexa | 2026-06-08 | Yes | |
| adservio/uni/backend!205 | adservio/uni/backend | hot_fix: Secure personal data endpoints with permission groups | Andrei Alexandru | 2026-06-08 | Yes | Yes |
| adservio/docgen2/backend!124 | adservio/docgen2/backend | [ADS-7621] Management clasa - Documente - Catalogul clasei | Petronel Pavel | 2026-06-08 | Yes | |
| adservio/subscriptions/backend!117 | adservio/subscriptions/backend | [include-early-bird-stats] added createdAt as a filter for sold subs | Edgar Alexa | 2026-06-08 | ||
| adservio/frontend!1901 | adservio/frontend | [ADS-7813] Student details modal overflow | Petronel Pavel | 2026-06-08 | Yes | |
| adservio/web!2548 | adservio/web | [ADS-4905] Descărcarea răspunsurilor individuale ignoră selecția elevului – se... | Petronel Pavel | 2026-06-08 | Yes | |
| adservio/helm2!268 | adservio/helm2 | ADS-7764: Platform golden signal alerts + PagerDuty integration | Rojan Shrestha | 2026-06-09 | ||
| adservio/helm2!271 | adservio/helm2 | ADS-7822: bump getresponse-worker memory limit + add container memory >90% alert | Rojan Shrestha | 2026-06-09 | Yes | Yes |
| adservio/devops/iac!36 | adservio/devops/iac | feat(management): weekly AWS cost report via Lambda + SES | Rojan Shrestha | 2026-06-09 | Yes | Yes |
| adservio/devops/iac!38 | adservio/devops/iac | ADS-7843: add development account (826917684485) to SSO | Rojan Shrestha | 2026-06-09 | ||
| adservio/uni/backend!206 | adservio/uni/backend | feat: Refactor project structure to support adding the laravel component | Daniel Onisoru | 2026-06-09 | ||
| adservio/web!2552 | adservio/web | [ADS-7739] Scim/ceac validations | Marian Andrei | 2026-06-09 | ||
| adservio/social!26 | adservio/social | cache fix | Alex Murarescu | 2026-06-09 | ||
| adservio/web!2551 | adservio/web | [ADS-7787] Classes absences statistics charts fixed | Ionut Ciolan | 2026-06-09 | Yes | |
| adservio/web!2554 | adservio/web | [ADS-7840] Update voluntariat query fixed | Ionut Ciolan | 2026-06-09 | Yes | Yes |
| adservio/web!2553 | adservio/web | [ADS-7792] Edit school transfer removed validation | Ionut Ciolan | 2026-06-09 | Yes | |
| adservio/web!2547 | adservio/web | [ADS_7451] Staff attendance sync | Ionut Ciolan | 2026-06-09 | Yes | |
| adservio/frontend!1904 | adservio/frontend | [ADS-4144] Pe IOS se deschid videourile automat | Petronel Pavel | 2026-06-09 | Yes | |
| adservio/docgen2/backend!128 | adservio/docgen2/backend | [ADS-6360] Număr indicatori incorect – Semestre | Petronel Pavel | 2026-06-09 | Yes | |
| adservio/frontend!1910 | adservio/frontend | fix show tabs on mobile | George Murgoci | 2026-06-09 | ||
| adservio/frontend!1906 | adservio/frontend | [ADS-7741] Lipseste Password visibility toggle de pe campurile de parola | Petronel Pavel | 2026-06-09 | Yes | |
| adservio/web!2559 | adservio/web | [ADS-6840] Copy student addresses - update address if exists | Ionut Ciolan | 2026-06-10 | Yes | |
| adservio/frontend!1913 | adservio/frontend | [ADS-7821] Afisarea numelui utilizatorului la accesarea detaliilor elevului | Petronel Pavel | 2026-06-10 | Yes | |
| adservio/web!2556 | adservio/web | [ADS-7589] Student transcript - class academic details | Ionut Ciolan | 2026-06-10 | Yes | Yes |
| adservio/web!2561 | adservio/web | [ADS-7855] School config - dashboard condition added | Ionut Ciolan | 2026-06-10 | ||
| adservio/docgen2/backend!133 | adservio/docgen2/backend | docgen2-api: gradebook view/download endpoints return HTTP 500 - 15 hits/Friday | Achim Stefan | 2026-06-10 | Yes | |
| adservio/frontend!1912 | adservio/frontend | docgen2-api: gradebook view/download endpoints return HTTP 500 - 15 hits/Friday | Achim Stefan | 2026-06-10 | Yes | |
| adservio/social!25 | adservio/social | [ADS-7423] [Stiri] - Updates after release/feedback | Alex Murarescu | 2026-06-10 | Yes | |
| adservio/web!2549 | adservio/web | [ADS-7423] [Stiri] - Updates after release/feedback | Alex Murarescu | 2026-06-10 | ||
| adservio/admission/backend!155 | adservio/admission/backend | [ADS-7743] -admission bugs v3 | George Murgoci | 2026-06-10 | ||
| adservio/web!2558 | adservio/web | [ADS-7089] Modificare ordine afisare nume profesor in fisa scolara ( Nume de... | Petronel Pavel | 2026-06-10 | Yes | |
| adservio/web!2560 | adservio/web | [ADS-7834] Sign attendance - config perm days validation | Ionut Ciolan | 2026-06-10 | Yes | |
| adservio/web!2557 | adservio/web | [ADS-7451] fixed bug on sync staff attendance | Ionut Ciolan | 2026-06-10 | Yes | Yes |
| adservio/web!2545 | adservio/web | [ADS-7460] Statistics validation errors | Marian Andrei | 2026-06-10 | ||
| adservio/web!2562 | adservio/web | [ADS-7866] [BE] - Fix an scolar la crearea unei stiri | Alex Murarescu | 2026-06-10 | Yes | |
| adservio/social!27 | adservio/social | [ADS-7866] [BE] - Fix an scolar la crearea unei stiri | Alex Murarescu | 2026-06-10 | Yes | |
| adservio/web!2563 | adservio/web | [ADS-7834] sign attendance validation | Ionut Ciolan | 2026-06-10 | ||
| adservio/helm2!273 | adservio/helm2 | grant developer role scale permission on deployments | Rojan Shrestha | 2026-06-10 | ||
| adservio/devops/iac!39 | adservio/devops/iac | developer: grant S3 R+W + ListAllMyBuckets on new buckets across dev/staging/prod | Rojan Shrestha | 2026-06-10 | ||
| adservio/web!2564 | adservio/web | [HOTIFX] Sign staff attendance validation bug fixed | Ionut Ciolan | 2026-06-11 | ||
| adservio/frontend!1914 | adservio/frontend | [ADS-7432] La evolutie, textul din tooltip este taiat la apasarea pe iconita... | Petronel Pavel | 2026-06-11 | Yes | |
| adservio/docgen2/backend!134 | adservio/docgen2/backend | [ADS-7867] Denumire incorecta a ministerului in Catalogul PDF pentru scolile pe semestre | Petronel Pavel | 2026-06-11 | Yes | |
| adservio/frontend!1911 | adservio/frontend | Stabilize Uni Files Plupload readiness | Valentin Pal | 2026-06-11 | Yes | |
| adservio/web!2565 | adservio/web | [ADS-7869] Condica - Adaugare mesaje eroare pentru semnare condica (error code 115) | Petronel Pavel | 2026-06-11 | Yes | |
| adservio/web!2566 | adservio/web | [ADS-7859]: Enhance CMC purtare handling and update note grade types | Andrei Dragan | 2026-06-11 | Yes | |
| adservio/frontend!1916 | adservio/frontend | [ADS-7859]: Swich back behaviour subject | Dragoș Ivan | 2026-06-11 | ||
| adservio/frontend!1915 | adservio/frontend | [ADS-7869] Condica - Adaugare mesaje eroare pentru semnare condica (error code 115) | Petronel Pavel | 2026-06-11 | Yes | |
| adservio/web!2568 | adservio/web | [HOTFIX] sign attendance | Ionut Ciolan | 2026-06-11 | Yes | |
| adservio/web!2567 | adservio/web | [ADS-7589] student transcript - code refactor | Ionut Ciolan | 2026-06-11 | Yes | |
| adservio/frontend!1917 | adservio/frontend | [ADS-7589] student transcript - code refactor | Petronel Pavel | 2026-06-11 | Yes | |
| adservio/forms/backend!18 | adservio/forms/backend | [ADS-7429][Documentele candidatului] - Adaugare Banca si IBAN in Detaliile personale | Achim Stefan | 2026-06-11 | ||
| adservio/web!2569 | adservio/web | [ADS-7879] Bug fixing & script run mysql on stag | Marian Andrei | 2026-06-11 | ||
| adservio/helm2!276 | adservio/helm2 | chore: switch sentry to cdn | Daniel Onisoru | 2026-06-11 | ||
| adservio/frontend!1919 | adservio/frontend | chore: move sentry to cdn | Daniel Onisoru | 2026-06-11 | ||
| adservio/frontend!1923 | adservio/frontend | [ADS-7858] Situatie scolara- valorile din dropdown nu sunt afisate in ordine alfabetica | Petronel Pavel | 2026-06-12 | Yes | |
| adservio/frontend!1922 | adservio/frontend | [ADS-7886] Prima incercare de adaugarea a unei suprascrieri in catalogul PDF... | Petronel Pavel | 2026-06-12 | Yes | |
| adservio/frontend!1920 | adservio/frontend | [ADS-7801] Disciplinele echivalate nu ar trebui să permită editarea | Achim Stefan | 2026-06-12 | Yes | |
| adservio/uni/backend!210 | adservio/uni/backend | [ADS-7801] Note discipline - Discipline echivalate | Andrei Alexandru | 2026-06-12 | Yes | |
| adservio/uni/backend!211 | adservio/uni/backend | [ADS-7841][ADS-7810][ADS-7788]: Some fixes | Andrei Alexandru | 2026-06-12 | ||
| adservio/frontend!1891 | adservio/frontend | [ADS-7284] Refactorizare "Anuleaza recurenta" | Edgar Alexa | 2026-06-12 | Yes | |
| adservio/subscriptions/backend!114 | adservio/subscriptions/backend | [ADS-7284] Refactorizare "Anuleaza recurenta" | Edgar Alexa | 2026-06-12 | Yes | |
| adservio/billing/backend!248 | adservio/billing/backend | [ADS-7284] Refactorizare "Anuleaza recurenta" | Edgar Alexa | 2026-06-12 | Yes |
Oldest Active Open MRs (> 48 Working Hours)
| adservio/web!2091 | adservio/web | Andrei Dragan | 236.6d | 5 | |
| adservio/helm2!137 | adservio/helm2 | Raul Popovici | 212.7d | 0 | |
| adservio/services/websocket!8 | adservio/services/websocket | Raul Popovici | 209.6d | 0 | |
| adservio/services/videothumb!5 | adservio/services/videothumb | Raul Popovici | 209.6d | 0 | |
| adservio/services/fet-generator!9 | adservio/services/fet-generator | Raul Popovici | 209.6d | 0 | |
| adservio/ai/backend!62 | adservio/ai/backend | Robert | 110.7d | 0 | |
| adservio/frontend!1556 | adservio/frontend | George Murgoci | 101.4d | 0 | |
| adservio/web!2344 | adservio/web | George Murgoci | 100.5d | 0 | |
| adservio/library/backend!26 | adservio/library/backend | Raul Popovici | 80.5d | 0 | |
| adservio/subscriptions/backend!103 | adservio/subscriptions/backend | Edgar Alexa | 78.5d | 4 |
Longest Merged Cycles
| adservio/uni/backend!193 | adservio/uni/backend | Andrei Alexandru | 20.1d | 32 | 0 |
| adservio/web!2499 | adservio/web | Andrei Dragan | 15.2d | 6 | 2 |
| adservio/frontend!1822 | adservio/frontend | Achim Stefan | 14.9d | 27 | 1 |
| adservio/subscriptions/backend!114 | adservio/subscriptions/backend | Edgar Alexa | 14.0d | 10 | 0 |
| adservio/docgen2/backend!122 | adservio/docgen2/backend | Achim Stefan | 13.0d | 4 | 0 |
| adservio/billing/backend!248 | adservio/billing/backend | Edgar Alexa | 13.0d | 10 | 0 |
| adservio/docgen2/backend!124 | adservio/docgen2/backend | Petronel Pavel | 12.2d | 9 | 0 |
| adservio/frontend!1891 | adservio/frontend | Edgar Alexa | 7.1d | 4 | 0 |
| adservio/frontend!1898 | adservio/frontend | Dragoș Ivan | 3.6d | 46 | 2 |
| adservio/admission/backend!153 | adservio/admission/backend | Dragoș Ivan | 3.6d | 16 | 1 |
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.