DV Digest

Home›Documentation›Post-implementation guide

Documentation · next release, in QA

Post-implementation guide

What the next release shipped, the evidence, and every difference from the plan, with why.

Branch Post-Implementation Guide: the fix to release 1 and the conformed mart

Post-Implementation Guide

Branch Delivery Document — Validation Evidence — Post-Implementation Guide

Effort Linear DIG-594 — The fix to release 1, keys and missing keys, and the conformed mart of Mary’s questions — branch claude_ws/dig-594-release-1-keys-rebased-2
Governed by Standard: Branch Delivery Documents (K#12 I#27)
References Design: branch design (D-42 to D-52); mart design (D-1 to D-14) — implementation guide: (steps 39 to 78) — test plan: — QA certification: , QA not yet run
Audience Ray Serrano as reviewer; the QA tester; whoever builds the next release from here
Author Ray Serrano; edited by Claude — 2026-11-01
Classification Internal — Data Management
Official copy method Copied from this governed template by AGENTIC.DATASKILLS.KNOWLEDGE_ITEM_FROM_TEMPLATE; template SHA-256 recorded in the created item

1. What shipped

Planned deliverable Shipped object or behavior Repository evidence Warehouse evidence
The fix to release 1, keys and missing keys (D-42 to D-46) 18 layer 1 tests, the declare_vault_keys hook, three known-key views, three missing-key inspectors, the production correction script Commits before b54bb13 on this branch 27 keys declared in DEV__DV__CLAUDE_WS (15 primary, 12 foreign); 7 missing-key findings
Release 1’s findings, site and checks (D-47 to D-52) finding_kind and finding_row, the excluded-terms guard, the executive summary, the Ask page, the QA retest, counts read from their sources Commits before b54bb13 records_not_accepted 3 and rows_missing_key 6 in dev
The carrier feed (guide steps 52 to 59; mart design D-11) Two organization landing tables, the PMC seed row, land_act’s two organization targets, the organization sources, two staging models, organization_h, organization_northfield_s and organization_pinecrest_s 5cdaa99, 1770f7c, 9ee10b2 organization_h: NFL, PMC and the two ghost rows; one version per carrier
The conformed mart’s dimensions and role views (steps 60 to 69) person_dim, organization_dim, policy_dim, source_dim, day_dim; client_dim, agent_dim, carrier_dim and the secure insured_dim 9293bf5, a4e550e Nine views in DEV__DV__CLAUDE_WS.CONFORMED_DM
The facts, semantic layer and MART retirement (steps 70 to 78) Four facts, ten semantic models, nine metrics, six saved queries, 18 semantic tests; the five MART views removed, and infra/snowflake/drop_mart_views.sql eda74c8, c27fef2 Thirteen views in CONFORMED_DM; DEV__DV__CLAUDE_WS.MART emptied
Production landing for the organization records (steps 52, 54) LANDING.NORTHFIELD.ORGANIZATION and LANDING.PINECREST.ORGANIZATION with P-21’s rows landing.sql and land_act.sql at 5cdaa99 2 rows (NFL, acts 1 and 2) and 1 row (PMC, act 2), loaded 2026-11-01 04:44 UTC
The structure record and Mary’s surfaces (pull requests 22, 23) dv.sql records CONFORMED_DM; nine measures and 39 groupings labeled and defined by meaning; the release page and Ask tags in business language; Q-11 counted by policy number, 14 and 1 3edb0ff, 693ef67 Labels in MetricFlow’s manifest; no layer name on any page
Everything QA runs, proven in dev first (24) Three unit tests tagged fusion_only; fixtures with one column set; findings tests after the inspectors; seeds transient; reset_vault_tier.sql; the setup script installs dbt-core; the Ask function’s instructions in business language f9a6778 The dev rehearsal from fresh clones on dbt-core and Fusion
The structure check, the Ask deploy and the connector’s access (25, 26, 27) The check ignores dbt’s signature; run.sh packed for every environment; the connector’s session without secondary roles and its read-only grant on the conformed mart 569f337, 3c3e15d, 67e0f6f QA runs 3 to 5
The rollback and the promotion acts (28) rollback_vault_to_time.sql by Time Travel; the production runbook’s restore point, MART drop, connector grant, functions after the data, and rollback 4ad7057 Rehearsed in dev and in DV_QA

2. Verified live output

Output Where and when Value Evidence
Q-9: roles by type QA run 6, through QA’s Ask page, 2026-11-01 16:44 UTC owner 9, insured 3, payor 1 retest 34 of 34; QA record , 9.1
Q-10: current coverage by carrier same Northfield Life 125,000.00 dollars same
Q-11: agents per policy, by policy number same 14 policies agree, 1 disagrees; NF-100005 counted once same; code review F-8
Q-13 and Q-14 DV_QA through QA’s semantic manifest Arrivals in 3 groups; 10 versions of terms QA record 8.3
Q-15: records not accepted; rows missing a key QA run 6 3, all Sunbelt Senior; 6 rows QA record 7.3, 9.1
The insured mask through the connector’s session QA run 6, 16:44 UTC 1952 and FL QA record 10

3. Test outcome

Test scope Planned Passed Failed Disposition or evidence
Full dev build of the branch 271 271 0 dbt build, 2026-11-01 04:43 UTC
The conformed mart’s unit, key and date tests 43 43 0 Steps 61 to 74
The semantic layer’s tests (layers 6 and 7) 18 18 0 Step 77; the dev route is the facts’ own SQL (answer 1a)
The carrier feed’s tests 26 26 0 12 unit, 10 key, 4 source tests
QA runs 1 to 5 the QA job, then the after-build checks run 1 failed on 3 unit tests; runs 2 to 5 built clean and failed in turn on the structure check, the Ask deploy and the connector’s role — , section 5; each fixed by pull requests 24 to 27
QA run 6, certified 168 and 211 nodes, 34 retest checks, the rollback rehearsal all 0 , all six gates, qa at 4ad7057
The dev rehearsal, before pull requests 24 to 28 the QA job on dbt-core, Fusion, structure, connector, retest all 0 implementation guide , section 7

Finance workbook delivery and UAT evidence

For finance reporting branches, record delivered workbook revision/location, reporting period, repository generation script, query/build references, technical reconciliation evidence and consumer acceptance or pending cases under K#12 I#27. Otherwise state NA with a reason.

Not applicable: this branch is not a finance reporting branch.

4. Deltas from the plan

Delta Planned Actual Why Canonical document or standard updated
Landing grants Grants to CLAUDE_WS_ROLE Ownership to LANDING_ROLE, reads to DV_ROLE and LANDING_READ_ROLE The file’s own pattern, its exemplar none
land_act on an empty act One INSERT per act An act with no profiled rows logs that it has none Pinecrest has no act 1 row; an empty INSERT fails none
Organization staging’s carrier_code VARCHAR(8), as the exemplar VARCHAR(16) VARCHAR(8) cut the unknown ghost’s code to u none; policy_h keeps the cut code until release 2 (answer 3b)
Carrier feed’s OT2 and OT3 tests Load times of the real acts Staging rows loaded 2099-01-01 The toolkit’s newest-load filter reads the real table, which the release 1 satellite tests also guard against none
day_dim GENERATOR in the guide’s illustration dbt_utils.date_spine Its exemplar, time_spine_day.sql none
organization_dim Names from both satellite views Each view filtered by its own record source; a ghost’s code as its name A ghost row appears in both views none
Masking assertions SM1 and SM2 Run in their sessions Each checks only in its own session CLAUDE_WS_ROLE holds SYSADMIN; SM2 proven as DEV_CLAUDE_WS_ROLE, granted read on the dev CONFORMED_DM none
Semantic YAML Semantic models and metrics in _conformed_dm.yml In each model’s property file, release 1’s form; _conformed_dm.yml holds the saved queries The repository’s form none
finding_row table, a space, the value table, a colon, the value Release 1’s form, which its moved unit test expects none
Reconciliations and saved-query tests MetricFlow’s compiled answer The facts’ own SQL in dev; Q-13 and Q-14 pinned to vault figures MetricFlow cannot compile on the workstation (answers 1a and 2a) test plan 2.3.4 to follow at agreement
Facts and ghost rows Facts read their links whole Facts leave out the links’ ghost rows Ghost rows are dimension members, never fact rows (mart design 3.5) none
Commits for steps 70 to 78 One commit Three: eda74c8, c27fef2, 9ee10b2 The name collision the rule guards against was resolved in the first none
Production landing At promotion Delivered 2026-11-01, after the dev proof So QA can clone LANDING (answer 2y) none
Unit tests on QA’s engine Every unit test runs on both engines Three tagged fusion_only, run under Fusion in dev dbt-core cannot run them as written; Ray’s exception, answer 2b none
The dev rehearsal Development built on Fusion Development runs the QA job on dbt-core, from fresh clones, before any pull request QA run 1 found what Fusion alone had hidden; Ray, nothing is supposed to fail in QA guide section 7
The structure check dv.sql compared as written dbt’s signature stripped before comparing The signature differs between engines and on every run none
The Ask function Streaming in dev Streaming in every environment, run.sh packed for each Running dev differently from QA or production is a process violation (Ray) none
The connector’s access Its user’s default session Secondary roles off; read-only grant on the conformed mart The session carried SYSADMIN, lifting the insured mask release 2: its own user (answer 2y)
The rollback Rebuild release 1’s MART Time Travel clone at the restore point, swapped in Ray: we have time travel; rehearsed in dev and QA the production runbook
Reconciliations’ route The facts’ own SQL in dev (answer 1a) Also MetricFlow, the connector’s version, compiled and run in dev and on QA’s manifest My claim that MetricFlow could not run here was wrong none

5. Known characteristics

Characteristic Decision What it means
The unknown policy’s carrier code reads u in policy_h answer 3b policy_dim maps it to the unknown organization; corrected in release 2
Three unit tests run only under Fusion Ray’s exception, answer 2b Covered in development; QA’s engine skips them
The rollback reaches back one day DV’s Time Travel retention A rollback must start within 24 hours of the promotion
The connector signs in as Claude’s user answer 2y Read-only on the conformed mart now; its own user in release 2
The functions deploy from the workstation Ray’s exception to the promotion standard’s section 13, answer 2a Until GitHub Actions deploy each environment’s stack

6. Where this feeds

Downstream consumer or process Dependency Handoff reference
DV Digest, Mary’s connector Reads the semantic manifest of the QA and production builds QA record ; probes P-9 to P-15
Mary’s site site/build_site.py and site/dev/qa_retest.py read records_not_accepted, whose name is unchanged Release page rebuild with Q-13 and Q-14
The promotion infra/runbooks/dbt_cloud_prod_environment.md in order: the restore point, the Prod Build, the zero-key correction, the MART drop, the connector’s grant and the structure check on DV, then production’s connector and Ask function from main; the rollback by rollback_vault_to_time.sql within one day The runbook; the QA record , section 11

7. Follow-up work

Item Where
policy_h’s ghost carrier code Release 2 (answer 3b)
The connector’s own Snowflake user and read-only role Release 2 (answer 2y)
The Ask pages’ own Anthropic workspace and key Release 2 (answer 2a)
GitHub Actions deploying each environment’s stack The promotion standard’s section 13
The user’s guide, the architecture and agentic sections of the site, the exemplar library, tuning the agents Release 2, on DIG-594’s list
Why dbt-core misplaces two tests’ ghost values Recorded in each test’s description

Next: QA certification

The next release's QA cycle: preparation, the build, the tests and the verdict, filled in as it runs.

Read the qa certification