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fix(claude-team): key seat spend by month so Bronze keeps the history - #2528

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fix-overage-bronze-month-key
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fix(claude-team): key seat spend by month so Bronze keeps the history#2528
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fix-overage-bronze-month-key

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@Gregory91G Gregory91G commented Aug 14, 2026

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Closes #2527. Part of #2479. Sibling of #2526 — that one stops the tail of a month being lost at read time, this one stops the whole month being lost at rebuild time.

claude_team_overage_spend keyed on tenant, source and seat. Bronze is a ReplacingMergeTree ordered by that key, so it holds one row per seat — its latest state:

extracted     rows  seats
2026-06-24       5      5     <- seats removed from the org after that day
2026-07-14       1      1
2026-08-04       1      1
2026-08-13     145    145     <- everyone still holding a seat

The endpoint reports the billing month in progress and serves no history, so a closed month lives only in Silver — and Silver is derived from a Bronze that can no longer produce it. A dbt --full-refresh rebuilds each month from that residue: for every seat, the month it disappeared in.

That is not hypothetical

June looks exactly like a rebuild from the residue: five seats, all at $0.00, all of them people the roster marks terminated in May or early June. The reference implementation's June holds 129 seats and $5,196.27, and none of our five are among them — their seats were already gone when it read. July survived only because a sync landed on 2026-07-30, after the refresh.

A MAJOR descriptor bump dispatches that refresh (reconcile-connectors: bump_kind=major → one-shot dbt --full-refresh), and this connector's descriptor records one at 2.0.0. The loss is reachable through documented, ordinary operation.

What lands

  • connector.yaml — the extraction month joins the stream's unique_key, so Bronze retains each month's closing state at the grain class_ai_overage already keeps. Month rather than day: it matches Silver's grain exactly and adds ~150 rows a month rather than ~4,500. Dating a key this way is an established pattern here — slack, cursor and others already do it.
  • descriptor.yaml — 2.0.0 → 2.1.0, MINOR on purpose. Existing rows keep their keys and stay valid, so nothing has to re-materialize; and a MAJOR bump would dispatch the very refresh this change exists to make survivable. A bump is required for the manifest to reach Airbyte at all — the reconciler republishes only when the deployed version differs.

Test plan

  • Both files parse; the rendered unique_key is …-{{ record['account_uuid'] }}-{{ now_utc().strftime('%Y-%m') }} and the descriptor reads version: 2.1.0, schedule unchanged.
  • pre-commit run --files on both — merge-conflict, case-conflict, shebang and large-file hooks pass.
  • Manual, after deploy: two syncs inside one month leave one Bronze row per seat for that month; the first sync of the next month adds a second row per seat rather than replacing the first. Wants a real reconcile, so it cannot be asserted here.

yamlfmt reformats 61 lines of connector.yaml that have nothing to do with this change — the file is already dirty against the hook on main, so that churn is deliberately left out.

What it does not do

Past months stay lost. The vendor will not serve them again, and no rebuild can invent them. This only ensures the next closed month survives one.

Summary by CodeRabbit

  • Bug Fixes

    • Claude Team overage spend records now remain distinct for each seat and billing month.
    • Prevented monthly billing data from being overwritten or combined across periods.
  • Documentation

    • Updated the Claude Team connector version and changelog to reflect the billing-month key update.

`claude_team_overage_spend` keyed its rows on tenant, source and seat. Bronze is
a ReplacingMergeTree ordered by that key, so it collapsed to one row per seat —
whatever state that seat was last seen in. The endpoint reports the billing
month in progress and serves no history, so a closed month survived only in
Silver, which Bronze could no longer reproduce.

A `dbt --full-refresh` therefore rebuilt Silver from a residue: for each seat,
the month it disappeared in. That is what June is today — five seats, all at
zero, all of them people the roster marks terminated in May or early June, while
the reference implementation's June holds 129 seats and $5,196.27. A MAJOR
descriptor bump dispatches exactly that refresh, and this connector's own
descriptor records one at 2.0.0.

With the extraction month in the key, Bronze retains each month's closing state
at the grain Silver already keeps, so a rebuild reproduces the history rather
than erasing it. Several connectors here date their keys the same way.

The bump is MINOR on purpose. Existing rows keep their keys and stay valid, so
nothing has to re-materialize — and a MAJOR bump would dispatch the very refresh
this change exists to make survivable.

Past months stay lost: the vendor will not serve them again.

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>
@Gregory91G
Gregory91G requested a review from a team as a code owner August 14, 2026 03:26
@Gregory91G Gregory91G self-assigned this Aug 14, 2026
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  • src/ingestion/connectors/ai/claude-team/dbt/claude_team__ai_overage.sql
📝 Walkthrough

Walkthrough

The Claude Team overage-spend stream now includes the billing month in each record’s unique key. The connector descriptor version changes from 2.0.0 to 2.1.0 and documents this change.

Changes

Claude Team overage history

Layer / File(s) Summary
Seat-month key and connector version
src/ingestion/connectors/ai/claude-team/connector.yaml, src/ingestion/connectors/ai/claude-team/descriptor.yaml
The overage-spend key now includes the billing month. The descriptor is updated to version 2.1.0 and documents the new key grain.

Estimated code review effort: 2 (Simple) | ~10 minutes

Merge Risk: ⚪ Minimal · up to ff06b

The PR preserves monthly Bronze history, but downstream SQL comments still describe the previous key format and should be updated to avoid maintenance confusion. This is a minor documentation follow-up with no merge-blocking production impact.

Possibly related PRs

Suggested reviewers: cyberantonz

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly identifies the Claude Team monthly seat-spend key change and its history-preservation purpose.
Linked Issues check ✅ Passed The changes add the extraction month to the Bronze unique key and preserve monthly history as required by issue #2527.
Out of Scope Changes check ✅ Passed The changes are limited to the Claude Team stream key and its descriptor version and changelog, both within issue #2527 scope.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
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  • Commit unit tests in branch fix-overage-bronze-month-key

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Actionable comments posted: 1

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Inline comments:
In `@src/ingestion/connectors/ai/claude-team/connector.yaml`:
- Around line 258-269: Update the comments in claude_team__ai_overage.sql around
the Bronze-to-Silver handling to state that Bronze unique_key includes the
YYYY-MM billing month and preserves one closing state per seat per month. Keep
the existing monthly deduplication logic unchanged if it remains necessary for
repeated snapshots within the same month.
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  • src/ingestion/connectors/ai/claude-team/connector.yaml
  • src/ingestion/connectors/ai/claude-team/descriptor.yaml

Comment thread src/ingestion/connectors/ai/claude-team/connector.yaml
Two comments still said the Bronze unique_key carries no month, which stopped
being true one commit ago. The collapse they explain stays: syncs repeat within
a month, and rows written under the older key carry no month at all, so the
month still has to come from the extraction timestamp rather than be trusted
from the key.

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>
@Gregory91G
Gregory91G added this pull request to the merge queue Aug 14, 2026
Merged via the queue into main with commit 6a80277 Aug 14, 2026
61 checks passed
@Gregory91G
Gregory91G deleted the fix-overage-bronze-month-key branch August 14, 2026 17:11
hello1101n pushed a commit to hello1101n/insight that referenced this pull request Aug 18, 2026
…onstructorfabric#2607)

* fix(silver): scope the AI classes' incremental boundary to one source instance

A class table is written by every connector that feeds it, and each runs on its
own schedule. `_version` is a timestamp whose meaning differs per producer —
extraction time here, write time elsewhere — so a single `max(_version)` over
the whole table lets whichever producer commits first raise the boundary above
another producer's rows. Those rows are then below it forever: nothing re-reads
them, and until now nothing reported the loss either.

The boundary moves to `max(_version)` per (tenant, source instance), the shape
already merged for the crm classes and class_person_attribution_claims. The
column, its values and its role in ReplacingMergeTree are untouched — only the
group the maximum is taken over. `coalesce(max_version, 0)` is load-bearing: a
source absent from the target has no boundary row, and comparing against NULL
would drop every row of every new source.

assert_ai_staging_rows_reach_silver reports what staging can prove the class is
missing, per source. The convention checker prescribed the table-wide form and
would have kept reintroducing it.

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* feat(ai): carry the vendor seat status instead of filtering on it

Claude Team staging dropped every row whose seat status was not active. The
vendor restates that status for every day it re-reads, so it describes the seat
as of the read and not as of the metric date: the day a person's seat is
deactivated, the filter deleted their entire history. Nothing about a seat's
present state licenses deleting the work it recorded.

The value is carried in the new class-contract column seat_status, appended
last so the contract grows without a rebuild, and emission is gated on the
activity counters instead — the same gate every other contributor to the class
already uses, and the one the contract asks for. Sources with no seat lifecycle
concept emit NULL, which reaches gold as 'unknown'.

Also documents what conversation_count actually holds: for the dev-agent tools
the vendors publish no separate conversation counter, so the connectors map
their session or thread count into it and the value equals session_count on
those rows. That is the intended mapping rather than a duplication to collapse,
and it does not hold on the assistant class, where the two differ per surface.

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* feat(analytics): serve the seat status and the PR counts that stopped in silver

seat_status reaches gold as a dimension of the ai_usage source, so the activity
of people who have since left can be told apart rather than silently mixed in
or, as before, deleted.

prs_with_cc_count and prs_total_count have been in silver unread since the
class gained them. They are served as ai.prs_with_assistant and ai.prs_total,
emitted only where the vendor supplies a value so an organisation without the
vendor's code-host connection returns no value rather than a zero that would
assert "no pull requests involved the assistant". ai.prs_total is context for
the other measure, not a goal of its own: it is the vendor's count over the
vendor's own window, which need not be the day it is reported against.

ai.dev_conversations gains the explanation its number needed — for the agent
tools it counts sessions or threads, because no vendor publishes a separate
conversation counter.

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* feat(gold): measure how much seat spend identity cannot resolve

identity_resolution_coverage listed every evidence relation except the seat
one, so the share of billed money that reaches no person was measured nowhere.
It is the one relation whose unresolved rows are money rather than activity,
which makes its match rate the most consequential of the set.

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* feat(claude-team): retain the vendor fields that reached nothing

The code-metrics response carries org-level pull-request attribution and
top-user rankings beside the per-user array. They were read and discarded on
every sync; the vendor keeps no history, so a value not captured on the day it
was published is gone. claude_team_code_metrics_org keeps them as their own
stream — one request and one row per day, with the per-user array stripped so
the roster is not stored twice. Copying them onto every user row would multiply
one organisation fact by the roster and make any sum wrong, which is why they
are not folded into the existing stream.

disabled_reason, disabled_until and account_name join the overage extras blob,
where a zero spend can now be told apart from a seat the vendor blocked.

full_refresh=false guards claude_team__ai_overage. That model is the only place
a past month's closing spend exists — the endpoint keeps no history — so a
rebuild from Bronze deletes those months rather than reproducing them, and
reconcile-connectors dispatches the rebuild automatically on a MAJOR bump.

The README's key for the overage stream still described the pre-constructorfabric#2528 shape.

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* docs(ai-cost): record the decisions this work reversed

Audit D1 said to keep the status filter and add a check counting non-active
rows. That reading missed that the filter is retroactive, so it is replaced by
the decision the code now implements. D5 kept the PR counters out of the
decomposition; the counters themselves are now served, while anything per-PR
stays constructorfabric#1660's and FR-9's.

PRD OD-5 and the research note both rested on "a deactivated person keeps an
overage row but loses activity rows". That half no longer holds — the activity
rows stay. Their conclusion is unchanged for the other reason: a seat with no
usage has no activity row to inherit a state from.

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

---------

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>
hello1101n pushed a commit to hello1101n/insight that referenced this pull request Aug 22, 2026
…ead (constructorfabric#2736)

* feat(claude-team): keep a seat's overage reading per day, not per month

The seat endpoint reports a running month-to-date total and no history, so one
API object is one reading of a seat. Bronze keyed a reading by seat and
extraction month over a ReplacingMergeTree, so every read inside a month was the
same row and the newest replaced the rest: a month's closing figure survived and
the trajectory that produced it did not. constructorfabric#2528 made the same move from seat-only
to seat-and-month, for the same reason, and stopped one level short.

Key a reading by the day it was taken and carry that day in the record as
snapshot_date, matching the two ChatGPT Team snapshot streams — the only other
streams in the repository whose key comes from the clock rather than the payload,
and both already keyed by day. A re-run on the same day still replaces its own
row rather than adding a second.

`class_ai_overage_daily` carries the readings into silver beside the existing
class_ai_overage, which is untouched: it holds a month's closing state, a
data-quality check joins on it and the invoice-to-seat price join needs one row
per seat per month.

MINOR per ADR-0015, for the reason 2.1.0 was: existing rows keep their keys,
nothing re-materializes, and a major bump would dispatch the one-shot
`dbt --full-refresh` that this change exists to give something to rebuild from.

Refs constructorfabric#2709

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* fix(ingestion): add the new daily overage class to the DDL snapshot

The committed snapshot under scripts/connectors-ddl is what a fresh warehouse is
built from, and CI re-dumps it to fail on drift. class_ai_overage_daily creates a
silver table, so the snapshot gains its DDL — taken from the dump the gate
produced rather than reconstructed by hand.

Refs constructorfabric#2709

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* feat(ai-cost): serve the billed extra-usage cost distributed across days

`ai.extra_usage_cost` reports a month's billed spend against the day the seat
was last read, so a chart of it puts a month's money on one day. The vendor
states only a running month-to-date total and keeps no history, so a day's
figure exists nowhere and can only be recovered as the step between two
readings.

Serve those steps as `ai.daily_approximate_extra_usage_cost`, over the readings
`class_ai_overage_daily` now carries. The monthly metric keeps its grain and its
exact figure; the two are alternatives, never addends, and their descriptions
say so.

A running total may not fall, and where it does the vendor has revised the month
down. The revision belongs to the days already reported, so gold corrects each
reading to the minimum of itself and every later one before differencing. Three
properties follow: no step is negative, the series only rises, and the steps
telescope to the month's final reading — which is what the monthly metric
serves, so `sum(daily) == monthly` over a whole month holds by construction
rather than by arrangement. The new e2e case asserts it for five seats, one of
them corrected downwards.

Evidence carries `covers_days` beside each step: a month's first point spans the
days before the first reading, and a run that did not happen makes the next
point span the gap. The money is real, the single day it lands on is not.

Refs constructorfabric#2709

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* chore(ai-cost): renumber the connector bump to 3.2.0 after constructorfabric#2694 took 3.1.0

Refs constructorfabric#2709

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* feat(frontend): read the billed cost per day where a day is what is read

The AI adoption section and the Overview headline both read
`ai.extra_usage_cost`, which is the billing month's running total dated at the
day the seat snapshot was last read. One row per seat per month cannot answer
either question: the section plots a day at a time, and the headline totals a
period, so a running snapshot is repeated or summed where neither is a reading.

Point both at `ai.daily_approximate_extra_usage_cost`. Its per-day steps add up
over any window, which is what a period total needs, and each day carries its
own value, which is what the strip needs.

It also removes a fragility rather than only a wrong shape: the single monthly
row is dated wherever the last read landed, so an unscheduled sync moves it out
of a window that ends yesterday and the figure vanishes from every surface at
once.

The AI & Cost header tile still reads the cumulative metric — a separate call,
and a separate change.

Refs constructorfabric#2682

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

---------

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>
hello1101n pushed a commit to hello1101n/insight that referenced this pull request Aug 22, 2026
…th (constructorfabric#2714)

* feat(claude-team): keep a seat's overage reading per day, not per month

The seat endpoint reports a running month-to-date total and no history, so one
API object is one reading of a seat. Bronze keyed a reading by seat and
extraction month over a ReplacingMergeTree, so every read inside a month was the
same row and the newest replaced the rest: a month's closing figure survived and
the trajectory that produced it did not. constructorfabric#2528 made the same move from seat-only
to seat-and-month, for the same reason, and stopped one level short.

Key a reading by the day it was taken and carry that day in the record as
snapshot_date, matching the two ChatGPT Team snapshot streams — the only other
streams in the repository whose key comes from the clock rather than the payload,
and both already keyed by day. A re-run on the same day still replaces its own
row rather than adding a second.

`class_ai_overage_daily` carries the readings into silver beside the existing
class_ai_overage, which is untouched: it holds a month's closing state, a
data-quality check joins on it and the invoice-to-seat price join needs one row
per seat per month.

MINOR per ADR-0015, for the reason 2.1.0 was: existing rows keep their keys,
nothing re-materializes, and a major bump would dispatch the one-shot
`dbt --full-refresh` that this change exists to give something to rebuild from.

Refs constructorfabric#2709

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

* fix(ingestion): add the new daily overage class to the DDL snapshot

The committed snapshot under scripts/connectors-ddl is what a fresh warehouse is
built from, and CI re-dumps it to fail on drift. class_ai_overage_daily creates a
silver table, so the snapshot gains its DDL — taken from the dump the gate
produced rather than reconstructed by hand.

Refs constructorfabric#2709

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>

---------

Signed-off-by: Gregory Gogin <grigoriy.gogin@constructor.tech>
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Claude Team seat spend cannot survive a rebuild: Bronze keeps no month history

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