diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 02b2bc3..2fe31ee 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -2,7 +2,7 @@ name: CI on: push: - branches: [main, "chore/**"] + branches: [main, "chore/**", "feat/**"] pull_request: jobs: @@ -25,8 +25,10 @@ jobs: pip install -r requirements.txt - name: Ruff run: ruff check app tests - - name: Pytest + - name: Unit + integration tests run: pytest -q + - name: Golden scenarios (G1–G6) + run: pytest -q tests/test_instrumentation.py tests/test_release_compare.py -k "g1 or g2 or g3 or g4 or g5 or g6" web: name: Web (lint + typecheck + build) @@ -51,3 +53,29 @@ jobs: run: npm run build env: GITHUB_PAGES: "false" + + release-state: + name: Release state (snapshot + secret scan) + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.12" + - name: Install API deps + run: | + python -m pip install --upgrade pip + pip install -r apps/api/requirements.txt + - name: Regenerate snapshot and require byte-identical output + run: python scripts/generate_release_snapshot.py && git diff --exit-code -- apps/web/public/data/release-intelligence.json apps/web/lib/release-intelligence.json + - name: Snapshot payload sanity + run: python -c "import json;d=json.load(open('apps/web/public/data/release-intelligence.json'));assert d['baseline']=='v2.2.0-healthy';assert len(d['releases'])==3;assert 'instrumentation' in d and 'journey_diffs' in d" + - name: Secret scan (current tree) + shell: bash + run: | + ! grep -rInE 'AKIA[0-9A-Z]{16}|ghp_[A-Za-z0-9]{36}|gho_[A-Za-z0-9]{36}|github_pat_[A-Za-z0-9_]{22,}|sk-[A-Za-z0-9_-]{20,}|-----BEGIN (RSA |EC |OPENSSH )?PRIVATE KEY-----' \ + --exclude-dir=node_modules --exclude-dir=.venv --exclude-dir=out --exclude-dir=.next . + - name: PII scan on fixtures and docs + shell: bash + run: | + ! grep -rInE '[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}' data/seed/releases docs/RELEASE_INTELLIGENCE_METHOD.md diff --git a/README.md b/README.md index e0de0c6..5aaaf58 100644 --- a/README.md +++ b/README.md @@ -86,6 +86,41 @@ Métricas de vaidade (“quantos se cadastraram?”) escondem o caminho. --- +## Release Intelligence + +Depois de uma release, o funil “melhora”. Mas foi o produto ou a instrumentação? + +O lab agora valida **contratos de tracking** antes de comparar releases: + +- `data/contracts/events.yml` — contrato versionado por evento (owner, props obrigatórias, ordem, cardinalidade, versão) +- Validador determinístico: missing props, order violations, duplicate `insert_id`, cardinality, unknown events e event drift +- Comparação **raw vs trusted** por usuário único com veredito explícito +- Intervalos de confiança de Wilson; linguagem estritamente observacional + +Golden scenario (fixtures sintéticas determinísticas): + +```text +v2.3.0-buggy raw onboarding_completed +24.3% → trusted −0.9% ⇒ artefato de instrumentação +v2.3.0-fixed activation_completed +9.1% → trusted +9.1% ⇒ melhora real +``` + +Demo: [`/releases`](https://barujafe1.github.io/BehaviorGraph/releases/) · Método: [docs/RELEASE_INTELLIGENCE_METHOD.md](./docs/RELEASE_INTELLIGENCE_METHOD.md) + + + + + + +
+ Buggy release verdict +
v2.3.0-buggy — raw +24.3% desaparece no trusted (−0.9%): artefato de instrumentação + 		+ Fixed release verdict +
v2.3.0-fixed — +9.1% sobrevive ao filtro trusted: melhora real +
+ +--- + ## Escopo e limites - **É:** estúdio lab de behavioral analytics. @@ -131,6 +166,41 @@ Conversion vanity metrics (“how many signed up?”) hide the path. --- +## Release Intelligence + +After a release, the funnel “improves”. But was it the product — or the instrumentation? + +The lab now validates **tracking contracts** before comparing releases: + +- `data/contracts/events.yml` — versioned per-event contract (owner, required props, sequence, cardinality, introduced-in) +- Deterministic validator: missing props, order violations, duplicate `insert_id`, cardinality, unknown events and event drift +- **Raw vs trusted** comparison on unique users with an explicit verdict +- Wilson confidence intervals; strictly observational language + +Golden scenario (deterministic synthetic fixtures): + +```text +v2.3.0-buggy raw onboarding_completed +24.3% → trusted −0.9% ⇒ instrumentation artifact +v2.3.0-fixed activation_completed +9.1% → trusted +9.1% ⇒ real improvement +``` + +Demo: [`/releases`](https://barujafe1.github.io/BehaviorGraph/releases/) · Method: [docs/RELEASE_INTELLIGENCE_METHOD.md](./docs/RELEASE_INTELLIGENCE_METHOD.md) + + + + + + +
+ Buggy release verdict +
v2.3.0-buggy — raw +24.3% vanishes under trusted (−0.9%): instrumentation artifact + 		+ Fixed release verdict +
v2.3.0-fixed — +9.1% survives the trusted filter: real improvement +
+ +--- + ## Scope and limits - **Is:** behavioral analytics studio lab. @@ -303,8 +373,8 @@ More: [docs/TESTING.md](./docs/TESTING.md) · Deploy: [docs/DEPLOYMENT.md](./doc ## Roadmap - **MVP (done):** taxonomy, nested funnel, cohorts, graph, friction, memo, static demo, CI -- **Phase 2 (in progress):** release intelligence — tracking contracts, instrumentation validator, raw vs trusted funnel comparison per release -- **Phase 3:** minimal SDK, near-real-time ingest, experiment tags +- **Phase 2 (done):** release intelligence — tracking contracts, instrumentation validator, raw vs trusted funnel comparison per release +- **Phase 3 (planned):** minimal SDK, near-real-time ingest, experiment tags Non-goals: Mixpanel clone, generic metrics dashboard, production tracking. diff --git a/apps/api/app/api/releases.py b/apps/api/app/api/releases.py new file mode 100644 index 0000000..e80d83a --- /dev/null +++ b/apps/api/app/api/releases.py @@ -0,0 +1,63 @@ +from dataclasses import asdict + +from fastapi import APIRouter, HTTPException + +from app.models.release import ( + InstrumentationReportModel, + JourneyDiffModel, + ReleaseComparisonModel, + ReleasesOverviewModel, +) +from app.services.instrumentation import validate_release +from app.services.journey_diff import diff_journeys +from app.services.release_compare import build_overview, compare_release +from app.services.release_fixture import RELEASE_PROFILES + +router = APIRouter(tags=["releases"]) + + +def _ensure_known_release(release: str) -> None: + if release not in RELEASE_PROFILES: + raise HTTPException( + status_code=404, + detail=( + f"unknown release '{release}'. Known releases: " + + ", ".join(sorted(RELEASE_PROFILES)) + ), + ) + + +@router.get("/releases/overview", response_model=ReleasesOverviewModel) +def releases_overview() -> ReleasesOverviewModel: + return ReleasesOverviewModel.model_validate(build_overview()) + + +@router.get("/releases/diff", response_model=JourneyDiffModel) +def journey_diff( + baseline: str = "v2.2.0-healthy", + target: str = "v2.3.0-buggy", + min_support: int = 10, +) -> JourneyDiffModel: + _ensure_known_release(baseline) + _ensure_known_release(target) + return JourneyDiffModel.model_validate( + diff_journeys(baseline, target, min_support=min_support) + ) + + +@router.get("/releases/{release}/instrumentation", response_model=InstrumentationReportModel) +def release_instrumentation(release: str) -> InstrumentationReportModel: + _ensure_known_release(release) + report = validate_release(release) + payload = asdict(report) + payload["violations"] = [asdict(v) for v in report.violations] + payload["unknown_events"] = list(report.unknown_events) + return InstrumentationReportModel.model_validate(payload) + + +@router.get("/releases/{release}/comparison", response_model=ReleaseComparisonModel) +def release_comparison(release: str) -> ReleaseComparisonModel: + _ensure_known_release(release) + comparison = compare_release(release) + payload = asdict(comparison) + return ReleaseComparisonModel.model_validate(payload) diff --git a/apps/api/app/main.py b/apps/api/app/main.py index bc7746a..1a375fb 100644 --- a/apps/api/app/main.py +++ b/apps/api/app/main.py @@ -1,7 +1,17 @@ from fastapi import FastAPI from fastapi.middleware.cors import CORSMiddleware -from app.api import cohorts, demo, events, friction, funnel, health, journeys, segments +from app.api import ( + cohorts, + demo, + events, + friction, + funnel, + health, + journeys, + releases, + segments, +) app = FastAPI( title="BehaviorGraph API", @@ -31,3 +41,4 @@ app.include_router(journeys.router, prefix="/api") app.include_router(segments.router, prefix="/api") app.include_router(friction.router, prefix="/api") +app.include_router(releases.router, prefix="/api") diff --git a/apps/api/app/models/release.py b/apps/api/app/models/release.py new file mode 100644 index 0000000..4f032a8 --- /dev/null +++ b/apps/api/app/models/release.py @@ -0,0 +1,87 @@ +"""Pydantic response models for release intelligence endpoints.""" + +from __future__ import annotations + +from pydantic import BaseModel, Field + + +class ViolationModel(BaseModel): + event_name: str + code: str + release: str + user_count: int = Field(ge=0) + evidence_count: int = Field(ge=0) + severity: str + + +class InstrumentationReportModel(BaseModel): + release: str + total_events: int = Field(ge=0) + trusted_events: int = Field(ge=0) + violations: list[ViolationModel] + unknown_events: list[str] + status: str + + +class ReleaseFunnelStep(BaseModel): + step: str + users: int = Field(ge=0) + conversion_from_start: float = Field(ge=0, le=1) + unique_user_basis: bool + + +class VerdictModel(BaseModel): + classification: str + raw_looks_better: bool + survives_trusted_filter: bool + gain_step: str | None + raw_gain_pct: float + trusted_gain_pct: float + + +class ReleaseComparisonModel(BaseModel): + release: str + total_events: int = Field(ge=0) + trusted_events: int = Field(ge=0) + raw_funnel: list[ReleaseFunnelStep] + trusted_funnel: list[ReleaseFunnelStep] + activation_raw_rate: float = Field(ge=0, le=1) + activation_trusted_rate: float = Field(ge=0, le=1) + verdict: VerdictModel + + +class OverviewReleaseModel(BaseModel): + release: str + total_events: int = Field(ge=0) + trusted_events: int = Field(ge=0) + activation_raw_rate: float = Field(ge=0, le=1) + activation_trusted_rate: float = Field(ge=0, le=1) + activation_trusted_ci: tuple[float, float] + instrumentation_status: str + verdict: VerdictModel + raw_funnel: list[ReleaseFunnelStep] + trusted_funnel: list[ReleaseFunnelStep] + + +class ReleasesOverviewModel(BaseModel): + method: str + baseline: str + observational_notice: str + releases: list[OverviewReleaseModel] + + +class JourneyEdgeDiff(BaseModel): + source: str + target: str + target_weight: int | None = Field(default=None, ge=0) + baseline_weight: int | None = Field(default=None, ge=0) + + +class JourneyDiffModel(BaseModel): + baseline: str + target: str + min_support: int = Field(ge=1) + baseline_edges: list[list[str]] + added: list[JourneyEdgeDiff] + removed: list[JourneyEdgeDiff] + notice: str diff --git a/apps/api/app/services/instrumentation.py b/apps/api/app/services/instrumentation.py new file mode 100644 index 0000000..639ba5b --- /dev/null +++ b/apps/api/app/services/instrumentation.py @@ -0,0 +1,347 @@ +"""Instrumentation health: tracking contracts + violation detection. + +Contracts are declared in ``data/contracts/events.yml`` (versioned source of +truth). The validator inspects synthetic release event streams and reports +semantic breakage as evidence-backed violations — it never silently drops or +rewrites events. +""" + +from __future__ import annotations + +import json +from dataclasses import dataclass +from functools import lru_cache +from pathlib import Path + +import pandas as pd +import yaml + +ROOT = Path(__file__).resolve().parents[4] +CONTRACTS_PATH = ROOT / "data" / "contracts" / "events.yml" + +BASELINE_RELEASE = "v2.2.0-healthy" +DRIFT_RATE_RATIO_THRESHOLD = 1.25 +SEVERITY_RANK = {"block": 0, "warning": 1} + + +@dataclass(frozen=True) +class EventContract: + """Declarative tracking contract for a single event.""" + + name: str + owner: str + required_properties: tuple[str, ...] = () + must_follow: tuple[str, ...] = () + max_per_user_session: int | None = None + introduced_in: str | None = None + + +@dataclass(frozen=True) +class TrackingContract: + version: int + events: dict[str, EventContract] + + +@dataclass(frozen=True) +class InstrumentationViolation: + """One semantic instrumentation finding, backed by evidence counts.""" + + event_name: str + code: str + release: str + user_count: int + evidence_count: int + severity: str + + +@lru_cache(maxsize=1) +def load_tracking_contract() -> TrackingContract: + if not CONTRACTS_PATH.exists(): + raise FileNotFoundError( + f"Tracking contract file not found: {CONTRACTS_PATH}. " + "data/contracts/events.yml is required for release intelligence." + ) + raw = yaml.safe_load(CONTRACTS_PATH.read_text(encoding="utf-8")) + if not isinstance(raw, dict) or "version" not in raw or "events" not in raw: + raise ValueError("events.yml must declare top-level 'version' and 'events'") + events_raw = raw["events"] + if not isinstance(events_raw, dict) or not events_raw: + raise ValueError("events.yml must declare at least one event") + + events: dict[str, EventContract] = {} + for name, spec in events_raw.items(): + spec = spec or {} + owner = spec.get("owner") + required = tuple(spec.get("required_properties") or ()) + if not owner: + raise ValueError(f"event '{name}' is missing an owner") + if not required: + raise ValueError(f"event '{name}' declares no required_properties") + max_per_session = spec.get("max_per_user_session") + events[str(name)] = EventContract( + name=str(name), + owner=str(owner), + required_properties=required, + must_follow=tuple(spec.get("must_follow") or ()), + max_per_user_session=int(max_per_session) + if max_per_session is not None + else None, + introduced_in=str(spec["introduced_in"]) + if spec.get("introduced_in") + else None, + ) + + for name, spec in events.items(): + for prerequisite in spec.must_follow: + if prerequisite not in events: + raise ValueError( + f"event '{name}' must_follow references undeclared '{prerequisite}'" + ) + + return TrackingContract(version=int(raw["version"]), events=events) + + +def clear_contract_cache() -> None: + load_tracking_contract.cache_clear() + validate_release.cache_clear() + + +@dataclass(frozen=True) +class InstrumentationReport: + """Deterministic health verdict for one release's event stream.""" + + release: str + total_events: int + trusted_events: int + violations: tuple[InstrumentationViolation, ...] + unknown_events: tuple[str, ...] + status: str + + +def _load_release_frame(release: str) -> pd.DataFrame: + from app.services.release_fixture import load_release_frame + + return load_release_frame(release) + + +def _row_properties(row: pd.Series) -> dict: + try: + parsed = json.loads(row["properties"]) if row["properties"] else {} + except (TypeError, ValueError): + parsed = {} + return parsed if isinstance(parsed, dict) else {} + + +def _missing_props(frame: pd.DataFrame) -> pd.Index: + """Row indices missing at least one contract-required property.""" + contract = load_tracking_contract() + offenders: list[int] = [] + props_by_row = {idx: _row_properties(row) for idx, row in frame.iterrows()} + for idx, row in frame.iterrows(): + spec = contract.events.get(str(row["event_name"])) + if spec is None: + continue + available = set(props_by_row[idx]) | { + key for key in frame.columns if pd.notna(row.get(key)) + } + if any(prop not in available for prop in spec.required_properties): + offenders.append(idx) + return pd.Index(offenders) + + +def _order_violation_rows(frame: pd.DataFrame) -> pd.Index: + """Rows whose must_follow prerequisites were not seen earlier in-session.""" + contract = load_tracking_contract() + offenders: list[int] = [] + for _, session in frame.groupby("session_id", sort=False): + ordered = session.sort_values(["ts", "event_id"]) + seen: set[str] = set() + for idx, row in ordered.iterrows(): + name = str(row["event_name"]) + spec = contract.events.get(name) + if spec and any(prerequisite not in seen for prerequisite in spec.must_follow): + offenders.append(idx) + seen.add(name) + return pd.Index(offenders) + + +def _duplicate_insert_rows(frame: pd.DataFrame) -> tuple[pd.Index, int]: + """Extra rows reusing an insert_id; returns their indices and user count.""" + counts = frame.groupby(["user_id", "insert_id"]).cumcount() + extra = frame[counts > 0] + if extra.empty: + return pd.Index([]), 0 + users = int(extra["user_id"].nunique()) + return extra.index, users + + +def _cardinality_rows(frame: pd.DataFrame) -> pd.Index: + """Excess occurrences of an event within one user session. + + Counts DISTINCT logical events: duplicate insert_id rows are deduped + first so one client retry is never double-reported as a breach. + """ + contract = load_tracking_contract() + dup_idx, _ = _duplicate_insert_rows(frame) + deduped = frame.drop(index=dup_idx) + offenders: list[int] = [] + grouped = deduped.groupby(["user_id", "session_id", "event_name"], sort=False) + for (_, _, event_name), group in grouped: + spec = contract.events.get(str(event_name)) + if spec is None or spec.max_per_user_session is None: + continue + if len(group) <= spec.max_per_user_session: + continue + ordered = group.sort_values(["ts", "event_id"]) + offenders.extend(ordered.index[spec.max_per_user_session :]) + return pd.Index(offenders) + + +def _unknown_events(frame: pd.DataFrame) -> tuple[str, ...]: + contract = load_tracking_contract() + observed = set(frame["event_name"].astype(str)) + return tuple(sorted(observed - set(contract.events))) + + +@lru_cache(maxsize=8) +def invalid_row_indices_for(release: str) -> tuple[int, ...]: + """Row positions failing any block-level contract check (stable order).""" + frame = _load_release_frame(release) + missing_idx = _missing_props(frame) + order_idx = _order_violation_rows(frame) + dup_idx, _ = _duplicate_insert_rows(frame) + card_idx = _cardinality_rows(frame) + return tuple(sorted(set(missing_idx) | set(order_idx) | set(dup_idx) | set(card_idx))) + + +@lru_cache(maxsize=8) +def validate_release(release: str) -> InstrumentationReport: + """Run every deterministic instrumentation check against one release.""" + from app.services.release_fixture import RELEASE_PROFILES + + if release not in RELEASE_PROFILES: + raise KeyError(f"unknown release '{release}'") + + frame = _load_release_frame(release) + contract = load_tracking_contract() + total = int(len(frame)) + violations: list[InstrumentationViolation] = [] + + # 1. Unknown events — warning only, never silently dropped. + unknown = _unknown_events(frame) + for event_name in unknown: + affected = frame[frame["event_name"] == event_name] + violations.append( + InstrumentationViolation( + event_name=event_name, + code="unknown_event", + release=release, + user_count=int(affected["user_id"].nunique()), + evidence_count=int(len(affected)), + severity="warning", + ) + ) + + # 2. Missing required properties. + missing_idx = _missing_props(frame) + if len(missing_idx): + missing_frame = frame.loc[missing_idx] + by_event = missing_frame.groupby("event_name") + for event_name, group in by_event: + violations.append( + InstrumentationViolation( + event_name=str(event_name), + code="missing_required_property", + release=release, + user_count=int(group["user_id"].nunique()), + evidence_count=int(len(group)), + severity="block", + ) + ) + + # 3. Order violations (must_follow within session). + order_idx = _order_violation_rows(frame) + if len(order_idx): + order_frame = frame.loc[order_idx] + for event_name, group in order_frame.groupby("event_name"): + violations.append( + InstrumentationViolation( + event_name=str(event_name), + code="order_violation", + release=release, + user_count=int(group["user_id"].nunique()), + evidence_count=int(len(group)), + severity="block", + ) + ) + + # 4. Duplicate insert_ids (client retries shipping the same id). + dup_idx, dup_users = _duplicate_insert_rows(frame) + if len(dup_idx): + dup_frame = frame.loc[dup_idx] + violations.append( + InstrumentationViolation( + event_name=str(dup_frame["event_name"].mode().iat[0]), + code="duplicate_insert_id", + release=release, + user_count=dup_users, + evidence_count=int(len(dup_idx)), + severity="block", + ) + ) + + # 5. Cardinality breaches (max_per_user_session). + cardinality_idx = _cardinality_rows(frame) + if len(cardinality_idx): + card_frame = frame.loc[cardinality_idx] + for event_name, group in card_frame.groupby("event_name"): + violations.append( + InstrumentationViolation( + event_name=str(event_name), + code="cardinality_breach", + release=release, + user_count=int(group["user_id"].nunique()), + evidence_count=int(len(group)), + severity="block", + ) + ) + + # 6. Event drift vs baseline release (heuristic rate comparison). + baseline = _load_release_frame(BASELINE_RELEASE) + baseline_users = max(int(baseline["user_id"].nunique()), 1) + current_users = max(int(frame["user_id"].nunique()), 1) + for name in sorted(set(contract.events) & set(frame["event_name"])): + base_rate = int((baseline["event_name"] == name).sum()) / baseline_users + curr_rate = int((frame["event_name"] == name).sum()) / current_users + if base_rate > 0 and curr_rate / base_rate > DRIFT_RATE_RATIO_THRESHOLD: + violations.append( + InstrumentationViolation( + event_name=name, + code="event_drift", + release=release, + user_count=int( + frame.loc[frame["event_name"] == name, "user_id"].nunique() + ), + evidence_count=int((frame["event_name"] == name).sum()), + severity="warning", + ) + ) + + # Trusted view: drop block-invalid rows (union of flagged index sets). + invalid = pd.Index( + sorted(set(missing_idx) | set(order_idx) | set(dup_idx) | set(cardinality_idx)) + ) + trusted = total - int(len(invalid)) + + violations.sort(key=lambda v: (SEVERITY_RANK[v.severity], v.code, v.event_name)) + has_block = any(v.severity == "block" for v in violations) + status = "block" if has_block else ("warn" if violations else "pass") + + return InstrumentationReport( + release=release, + total_events=total, + trusted_events=trusted, + violations=tuple(violations), + unknown_events=unknown, + status=status, + ) diff --git a/apps/api/app/services/journey_diff.py b/apps/api/app/services/journey_diff.py new file mode 100644 index 0000000..1f661f9 --- /dev/null +++ b/apps/api/app/services/journey_diff.py @@ -0,0 +1,70 @@ +"""Journey diff: which session-transition edges appear or vanish per release. + +Edges are counted from time-ordered events inside each synthetic session. +A minimum support threshold keeps one-off noise out of the narrative. The +diff is descriptive evidence for instrumentation conversations — not causal +attribution and not a Markov model. +""" + +from __future__ import annotations + +from collections import Counter + +from app.services.release_fixture import load_release_frame + +DIFF_NOTICE = ( + "Observational edge diff between release journey graphs. New edges show " + "where tracking or behavior changed; they never prove causation." +) + + +def _session_transitions(frame) -> Counter[tuple[str, str]]: + transitions: Counter[tuple[str, str]] = Counter() + ordered = frame.sort_values(["ts", "event_id"]) + for _, session in ordered.groupby("session_id", sort=False): + names = session["event_name"].tolist() + for src, dst in zip(names, names[1:], strict=False): + if src != dst: + transitions[(src, dst)] += 1 + return transitions + + +def diff_journeys(baseline_release: str, target_release: str, min_support: int = 10) -> dict: + min_support = max(1, int(min_support)) + baseline_edges = { + edge: weight + for edge, weight in _session_transitions( + load_release_frame(baseline_release) + ).items() + if weight >= min_support + } + target_edges = { + edge: weight + for edge, weight in _session_transitions( + load_release_frame(target_release) + ).items() + if weight >= min_support + } + + added = sorted(target_edges.keys() - baseline_edges.keys()) + removed = sorted(baseline_edges.keys() - target_edges.keys()) + + return { + "baseline": baseline_release, + "target": target_release, + "min_support": min_support, + "baseline_edges": [list(edge) for edge in sorted(baseline_edges)], + "added": [ + {"source": src, "target": dst, "target_weight": target_edges[(src, dst)]} + for src, dst in added + ], + "removed": [ + { + "source": src, + "target": dst, + "baseline_weight": baseline_edges[(src, dst)], + } + for src, dst in removed + ], + "notice": DIFF_NOTICE, + } diff --git a/apps/api/app/services/release_compare.py b/apps/api/app/services/release_compare.py new file mode 100644 index 0000000..c6398e9 --- /dev/null +++ b/apps/api/app/services/release_compare.py @@ -0,0 +1,187 @@ +"""Release comparison: raw vs trusted metrics, per unique user. + +Raw funnels use every ingested event. Trusted funnels drop rows failing +block-level tracking contracts (see instrumentation.invalid_row_indices_for). +The comparison proves whether a release's apparent gain is real product +behavior or an instrumentation artifact. All rates are unique-user based and +strictly observational — no causal claims without an experiment flag. +""" + +from __future__ import annotations + +import math +from dataclasses import dataclass + +from app.services.instrumentation import validate_release +from app.services.release_fixture import RELEASES, load_release_frame + +ACTIVATION_STEPS = [ + "signup_started", + "signup_completed", + "profile_saved", + "onboarding_completed", + "activation_completed", +] + +BASELINE_RELEASE = "v2.2.0-healthy" +RAW_GAIN_THRESHOLD = 1.05 +TRUSTED_SURVIVAL_THRESHOLD = 1.05 + +OBSERVATIONAL_NOTICE = ( + "Observational comparison only. Rates describe what fired per unique user; " + "no causal effect is claimed without a controlled experiment." +) + + +def wilson_interval(k: int, n: int, z: float = 1.96) -> tuple[float, float]: + """Wilson score interval for a proportion — never returns negative bounds.""" + if n <= 0: + return (0.0, 0.0) + p = k / n + denom = 1 + z * z / n + center = (p + z * z / (2 * n)) / denom + half = z * math.sqrt(p * (1 - p) / n + z * z / (4 * n * n)) / denom + return (round(max(0.0, center - half), 4), round(min(1.0, center + half), 4)) + + +@dataclass(frozen=True) +class ReleaseComparison: + release: str + total_events: int + trusted_events: int + raw_funnel: tuple[dict, ...] + trusted_funnel: tuple[dict, ...] + activation_raw_rate: float + activation_trusted_rate: float + verdict: dict + + +def _loose_funnel(frame) -> tuple[dict, ...]: + """Per-event unique-user funnel relative to signup starters. + + Deliberately LOOSE on purpose: this mirrors what a naive dashboard counts + ('did the event ever fire'). Contract-invalid rows are only removed in the + trusted view, which is exactly how broken instrumentation fakes gains. + """ + starters = frame.loc[frame["event_name"] == ACTIVATION_STEPS[0], "user_id"] + start_count = int(starters.nunique()) + + steps: list[dict] = [] + for name in ACTIVATION_STEPS: + users = int(frame.loc[frame["event_name"] == name, "user_id"].nunique()) + conversion_from_start = round(users / start_count, 3) if start_count else 0.0 + steps.append( + { + "step": name, + "users": users, + "conversion_from_start": conversion_from_start, + "unique_user_basis": True, + } + ) + return tuple(steps) + + +def _step_map(funnel: tuple[dict, ...]) -> dict[str, dict]: + return {step["step"]: step for step in funnel} + + +def _trusted_frame(release: str): + from app.services.instrumentation import invalid_row_indices_for + + frame = load_release_frame(release).reset_index(drop=True) + invalid = invalid_row_indices_for(release) + return frame.drop(index=list(invalid)) + + +def compare_release(release: str) -> ReleaseComparison: + raw_frame = load_release_frame(release).reset_index(drop=True) + trusted_frame = _trusted_frame(release) + + raw_funnel = _loose_funnel(raw_frame) + trusted_funnel = _loose_funnel(trusted_frame) + + def activation_rate(funnel: tuple[dict, ...]) -> float: + start = _step_map(funnel)["signup_started"]["users"] + activated = _step_map(funnel)["activation_completed"]["users"] + return round(activated / start, 3) if start else 0.0 + + baseline = _step_map(_loose_funnel(load_release_frame(BASELINE_RELEASE))) + baseline_trusted = _step_map( + _loose_funnel(_trusted_frame(BASELINE_RELEASE)) + ) + + best_step, best_ratio = "", 1.0 + raw_now = _step_map(raw_funnel) + for name in ACTIVATION_STEPS[1:]: + base_users = max(baseline[name]["users"], 1) + ratio = raw_now[name]["users"] / base_users + if ratio > best_ratio: + best_step, best_ratio = name, ratio + + if release == BASELINE_RELEASE or not best_step: + verdict = { + "classification": "baseline", + "raw_looks_better": False, + "survives_trusted_filter": False, + "gain_step": None, + "raw_gain_pct": 0.0, + "trusted_gain_pct": 0.0, + } + else: + trusted_now = _step_map(trusted_funnel) + base_users = max(baseline[best_step]["users"], 1) + trusted_base = max(baseline_trusted[best_step]["users"], 1) + trusted_ratio = trusted_now[best_step]["users"] / trusted_base + survives = bool(trusted_ratio > TRUSTED_SURVIVAL_THRESHOLD) + verdict = { + "classification": ( + "real_improvement" if survives else "instrumentation_artifact" + ), + "raw_looks_better": True, + "survives_trusted_filter": survives, + "gain_step": best_step, + "raw_gain_pct": round((best_ratio - 1) * 100, 1), + "trusted_gain_pct": round((trusted_ratio - 1) * 100, 1), + } + + return ReleaseComparison( + release=release, + total_events=int(len(raw_frame)), + trusted_events=int(len(trusted_frame)), + raw_funnel=raw_funnel, + trusted_funnel=trusted_funnel, + activation_raw_rate=activation_rate(raw_funnel), + activation_trusted_rate=activation_rate(trusted_funnel), + verdict=verdict, + ) + + +def build_overview() -> dict: + releases = [] + for release in RELEASES: + comparison = compare_release(release) + report = validate_release(release) + starters = comparison.raw_funnel[0]["users"] + activated_trusted = _step_map(comparison.trusted_funnel)["activation_completed"][ + "users" + ] + releases.append( + { + "release": release, + "total_events": comparison.total_events, + "trusted_events": comparison.trusted_events, + "activation_raw_rate": comparison.activation_raw_rate, + "activation_trusted_rate": comparison.activation_trusted_rate, + "activation_trusted_ci": wilson_interval(activated_trusted, starters), + "instrumentation_status": report.status, + "verdict": comparison.verdict, + "raw_funnel": list(comparison.raw_funnel), + "trusted_funnel": list(comparison.trusted_funnel), + } + ) + return { + "method": "unique_user_funnel", + "baseline": BASELINE_RELEASE, + "observational_notice": OBSERVATIONAL_NOTICE, + "releases": releases, + } diff --git a/apps/api/app/services/release_fixture.py b/apps/api/app/services/release_fixture.py new file mode 100644 index 0000000..17f9b1f --- /dev/null +++ b/apps/api/app/services/release_fixture.py @@ -0,0 +1,310 @@ +"""Deterministic synthetic release fixtures for release intelligence. + +Three releases tell one honest story: + +* ``v2.2.0-healthy`` — clean instrumentation, baseline product behavior. +* ``v2.3.0-buggy`` — SAME product behavior, but the client shipped broken + instrumentation: ``onboarding_completed`` fires before ``profile_saved`` + (order violation + missing ``completed_at``), some events repeat an + ``insert_id``, and an undeclared event appears. +* ``v2.3.0-fixed`` — genuinely better product AND corrected instrumentation. + +Raw metrics make v2.3-buggy look like a win; trusted metrics prove it wasn't. +All identifiers are synthetic and PII-free. Same seed ⇒ byte-identical output. +""" + +from __future__ import annotations + +import json +import random +from dataclasses import dataclass +from datetime import datetime, timedelta +from functools import cache + +import pandas as pd + +COLUMNS = [ + "event_id", + "user_id", + "event_name", + "ts", + "session_id", + "insert_id", + "properties", + "release", +] + +KNOWN_EVENTS = { + "signup_started", + "signup_completed", + "profile_saved", + "onboarding_step_viewed", + "onboarding_completed", + "activation_completed", + "feature_used", + "session_abandoned", + "error_shown", + "return_visit", +} + + +@dataclass(frozen=True) +class ReleaseProfile: + release: str + started_at: str + ended_at: str + seed: int + n_users: int + activation_rate: float + premature_onboarding_p: float + duplicate_insert_id_p: float + unknown_event_p: float + + +RELEASE_PROFILES: dict[str, ReleaseProfile] = { + "v2.2.0-healthy": ReleaseProfile( + release="v2.2.0-healthy", + started_at="2026-06-01T00:00:00Z", + ended_at="2026-06-07T23:59:59Z", + seed=2201, + n_users=800, + activation_rate=0.42, + premature_onboarding_p=0.0, + duplicate_insert_id_p=0.0, + unknown_event_p=0.0, + ), + "v2.3.0-buggy": ReleaseProfile( + release="v2.3.0-buggy", + started_at="2026-06-08T00:00:00Z", + ended_at="2026-06-14T23:59:59Z", + seed=2301, + n_users=800, + activation_rate=0.42, + premature_onboarding_p=0.55, + duplicate_insert_id_p=0.02, + unknown_event_p=0.05, + ), + "v2.3.0-fixed": ReleaseProfile( + release="v2.3.0-fixed", + started_at="2026-06-15T00:00:00Z", + ended_at="2026-06-21T23:59:59Z", + seed=2401, + n_users=800, + activation_rate=0.50, + premature_onboarding_p=0.0, + duplicate_insert_id_p=0.0, + unknown_event_p=0.0, + ), +} + +RELEASES = tuple(RELEASE_PROFILES) + + +def _iso(dt: datetime) -> str: + return dt.isoformat().replace("+00:00", "Z") + + +def build_release_frame(release: str) -> pd.DataFrame: + """Build the synthetic event frame for one release (pure, cached-free).""" + profile = RELEASE_PROFILES.get(release) + if profile is None: + raise KeyError( + f"unknown release '{release}'. Known releases: {', '.join(RELEASES)}" + ) + + rng = random.Random(profile.seed) + window_start = datetime.fromisoformat(profile.started_at.replace("Z", "+00:00")) + rows: list[dict] = [] + + def emit( + user_id: str, + name: str, + ts: datetime, + session_id: str, + insert_id: str, + properties: dict | None = None, + force_duplicate: bool = False, + ) -> None: + rows.append( + { + "user_id": user_id, + "event_name": name, + "ts": _iso(ts), + "session_id": session_id, + "insert_id": insert_id, + "properties": json.dumps(properties or {}, sort_keys=True), + } + ) + if ( + force_duplicate or rng.random() < profile.duplicate_insert_id_p + ) and name != "signup_started": + # Client retry shipped the same insert_id twice (duplicate evidence). + rows.append( + { + "user_id": user_id, + "event_name": name, + "ts": _iso(ts + timedelta(minutes=1)), + "session_id": session_id, + "insert_id": insert_id, + "properties": json.dumps(properties or {}, sort_keys=True), + } + ) + + for index in range(1, profile.n_users + 1): + user_id = f"u_{index:04d}" + base = window_start + timedelta( + days=rng.randint(0, 6), + hours=rng.randint(8, 20), + minutes=rng.randint(0, 59), + ) + s1 = f"{user_id}_s01" + seq = 0 + + def next_insert(owner: str = user_id) -> str: + nonlocal seq + seq += 1 + return f"ins_{owner}_{seq:03d}" + + emit(user_id, "signup_started", base, s1, next_insert()) + + t = base + timedelta(minutes=rng.randint(1, 8)) + if rng.random() >= 0.82: + emit(user_id, "session_abandoned", t, s1, next_insert()) + continue + emit(user_id, "signup_completed", t, s1, next_insert()) + + if rng.random() < profile.unknown_event_p: + emit( + user_id, + "upsell_modal_shown", + t + timedelta(minutes=1), + s1, + next_insert(), + ) + + saved_profile = rng.random() < 0.72 + if not saved_profile: + # Buggy clients fired completion before the profile existed at all: + # an order violation that also lacks its required completed_at prop. + if rng.random() < profile.premature_onboarding_p: + emit( + user_id, + "onboarding_completed", + t + timedelta(minutes=rng.randint(1, 3)), + s1, + next_insert(), + ) + emit( + user_id, + "session_abandoned", + t + timedelta(minutes=rng.randint(4, 9)), + s1, + next_insert(), + ) + continue + + t += timedelta(minutes=rng.randint(2, 10)) + emit(user_id, "profile_saved", t, s1, next_insert()) + + if rng.random() < 0.12: + emit( + user_id, + "error_shown", + t + timedelta(minutes=1), + s1, + next_insert(), + {"code": "onboarding_timeout"}, + ) + + if rng.random() < 0.85: + emit( + user_id, + "onboarding_step_viewed", + t + timedelta(minutes=rng.randint(2, 6)), + s1, + next_insert(), + ) + + if rng.random() < 0.62: + emit( + user_id, + "feature_used", + t + timedelta(minutes=rng.randint(7, 25)), + s1, + next_insert(), + {"feature": "board" if index % 2 == 0 else "insights"}, + ) + + if rng.random() < 0.88: + emit( + user_id, + "onboarding_completed", + t + timedelta(minutes=rng.randint(26, 45)), + s1, + next_insert(), + {"completed_at": _iso(t + timedelta(minutes=rng.randint(26, 40)))}, + ) + + activated = rng.random() < profile.activation_rate + if activated: + emit( + user_id, + "activation_completed", + t + timedelta(minutes=rng.randint(46, 80)), + s1, + next_insert(), + ) + + if rng.random() < 0.45: + s2 = f"{user_id}_s02" + t2 = base + timedelta(days=rng.randint(2, 9), hours=rng.randint(9, 19)) + emit(user_id, "return_visit", t2, s2, next_insert()) + if rng.random() < 0.5: + emit( + user_id, + "feature_used", + t2 + timedelta(minutes=5), + s2, + next_insert(), + {"feature": "insights"}, + ) + + if activated and rng.random() < 0.30: + s3 = f"{user_id}_s03" + t3 = base + timedelta(days=rng.randint(14, 20), hours=rng.randint(10, 17)) + emit(user_id, "return_visit", t3, s3, next_insert()) + emit( + user_id, + "feature_used", + t3 + timedelta(minutes=4), + s3, + next_insert(), + {"feature": "board"}, + ) + + rows.sort(key=lambda r: (r["ts"], r["user_id"], r["insert_id"])) + for position, row in enumerate(rows, start=1): + row["event_id"] = f"evt_{position:06d}" + row["release"] = profile.release + + frame = pd.DataFrame(rows, columns=COLUMNS) + return frame + + +@cache +def load_release_frame(release: str) -> pd.DataFrame: + return build_release_frame(release) + + +def release_manifest(release: str) -> dict: + profile = RELEASE_PROFILES[release] + frame = build_release_frame(release) + return { + "release": profile.release, + "started_at": profile.started_at, + "ended_at": profile.ended_at, + "experiment": False, + "users": int(frame["user_id"].nunique()), + "events": int(len(frame)), + "generator_seed": profile.seed, + } diff --git a/apps/api/requirements.txt b/apps/api/requirements.txt index 510efd6..f19bbb0 100644 --- a/apps/api/requirements.txt +++ b/apps/api/requirements.txt @@ -4,6 +4,7 @@ pydantic>=2.10.0 pandas>=2.2.0 numpy>=2.1.0 networkx>=3.4.0 +pyyaml>=6.0.1 python-multipart>=0.0.12 httpx>=0.28.0 pytest>=8.0.0 diff --git a/apps/api/tests/test_instrumentation.py b/apps/api/tests/test_instrumentation.py new file mode 100644 index 0000000..061769f --- /dev/null +++ b/apps/api/tests/test_instrumentation.py @@ -0,0 +1,228 @@ +"""Release intelligence tests: tracking contracts + instrumentation validator.""" + +from __future__ import annotations + +from dataclasses import FrozenInstanceError + +import pandas as pd +import pytest + +from app.services.instrumentation import ( + InstrumentationViolation, + load_tracking_contract, + validate_release, +) + + +class TestTrackingContracts: + """Phase 2 — versioned YAML contracts are the source of truth.""" + + def test_contract_file_loads_and_is_versioned(self) -> None: + contract = load_tracking_contract() + assert contract.version == 1 + assert len(contract.events) > 0 + + def test_canonical_onboarding_completed_contract(self) -> None: + contract = load_tracking_contract() + spec = contract.events["onboarding_completed"] + assert spec.owner == "growth" + assert "user_id" in spec.required_properties + assert "session_id" in spec.required_properties + assert "insert_id" in spec.required_properties + assert "release" in spec.required_properties + assert spec.must_follow == ("profile_saved",) + assert spec.max_per_user_session == 1 + assert spec.introduced_in == "2.1.0" + + def test_every_declared_event_has_owner_and_required_props(self) -> None: + contract = load_tracking_contract() + for name, spec in contract.events.items(): + assert spec.owner, f"{name} missing owner" + assert spec.required_properties, f"{name} missing required_properties" + + def test_must_follow_references_declared_events(self) -> None: + contract = load_tracking_contract() + for name, spec in contract.events.items(): + for prerequisite in spec.must_follow: + assert ( + prerequisite in contract.events + ), f"{name}.must_follow references undeclared event {prerequisite}" + + def test_violation_dataclass_is_frozen_with_canonical_fields(self) -> None: + violation = InstrumentationViolation( + event_name="onboarding_completed", + code="order_violation", + release="2.3.0-buggy", + user_count=10, + evidence_count=10, + severity="block", + ) + assert violation.event_name == "onboarding_completed" + with pytest.raises(FrozenInstanceError): + violation.event_name = "mutated" # type: ignore[misc] + + +class TestReleaseFixtures: + """Phase 3 — deterministic synthetic releases, no PII.""" + + def test_known_releases_are_declared(self) -> None: + from app.services.release_fixture import RELEASES + + assert set(RELEASES) == {"v2.2.0-healthy", "v2.3.0-buggy", "v2.3.0-fixed"} + + def test_generation_is_deterministic(self) -> None: + from app.services.release_fixture import build_release_frame + + first = build_release_frame("v2.3.0-buggy") + second = build_release_frame("v2.3.0-buggy") + pd.testing.assert_frame_equal(first, second) + + def test_every_row_is_tagged_with_its_release(self) -> None: + from app.services.release_fixture import RELEASES, build_release_frame + + for release in RELEASES: + frame = build_release_frame(release) + assert (frame["release"] == release).all() + + def test_frames_carry_required_columns(self) -> None: + from app.services.release_fixture import build_release_frame + + frame = build_release_frame("v2.2.0-healthy") + for column in ( + "event_id", + "user_id", + "event_name", + "ts", + "session_id", + "insert_id", + "properties", + "release", + ): + assert column in frame.columns, f"missing column {column}" + + def test_healthy_fixture_has_no_premature_onboarding(self) -> None: + from app.services.release_fixture import build_release_frame + + frame = build_release_frame("v2.2.0-healthy") + bad = _premature_onboarding_users(frame) + assert len(bad) == 0 + + def test_buggy_fixture_has_premature_onboarding_duplicates_and_unknown( + self, + ) -> None: + from app.services.release_fixture import build_release_frame + + frame = build_release_frame("v2.3.0-buggy") + assert len(_premature_onboarding_users(frame)) > 20 + duplicated = frame["insert_id"].duplicated(keep=False) + assert int(duplicated.sum()) > 0 + assert (frame["event_name"] == "upsell_modal_shown").any() + + +def _premature_onboarding_users(frame: pd.DataFrame) -> set[str]: + """Users whose onboarding_completed precedes any profile_saved in-session.""" + offenders: set[str] = set() + for _, session in frame.groupby("session_id", sort=False): + ordered = session.sort_values("ts") + names = ordered["event_name"].tolist() + for position, name in enumerate(names): + if name != "onboarding_completed": + continue + prior = set(names[:position]) + if "profile_saved" not in prior: + offenders.add(str(session["user_id"].iloc[0])) + return offenders + + +class TestInstrumentationValidator: + """Phase 4 — golden scenarios G1..G4 and G6.""" + + @staticmethod + def _codes(report) -> dict[tuple[str, str], InstrumentationViolation]: + return {(v.code, v.event_name): v for v in report.violations} + + def test_g1_healthy_release_passes_contracts(self) -> None: + report = validate_release("v2.2.0-healthy") + assert report.status == "pass" + assert report.violations == () + + def test_g2_buggy_release_blocks_on_order_violation(self) -> None: + report = validate_release("v2.3.0-buggy") + violation = self._codes(report)[("order_violation", "onboarding_completed")] + assert violation.severity == "block" + assert violation.user_count >= 20 + assert violation.evidence_count >= 20 + + def test_g4_buggy_release_detects_duplicate_insert_ids(self) -> None: + report = validate_release("v2.3.0-buggy") + violation = next(v for v in report.violations if v.code == "duplicate_insert_id") + assert violation.severity == "block" + assert violation.evidence_count > 0 + + def test_g6_unknown_event_warns_without_silent_drop(self) -> None: + report = validate_release("v2.3.0-buggy") + assert "upsell_modal_shown" in report.unknown_events + warning = next( + v + for v in report.violations + if v.code == "unknown_event" and v.event_name == "upsell_modal_shown" + ) + assert warning.severity == "warning" + + def test_buggy_release_reports_missing_required_property(self) -> None: + report = validate_release("v2.3.0-buggy") + violation = self._codes(report)[ + ("missing_required_property", "onboarding_completed") + ] + assert violation.severity == "block" + assert violation.user_count >= 20 + + def test_event_drift_flags_premature_completion_spike(self) -> None: + report = validate_release("v2.3.0-buggy") + assert ("event_drift", "onboarding_completed") in self._codes(report) + + def test_fixed_release_has_no_block_violations(self) -> None: + report = validate_release("v2.3.0-fixed") + assert all(v.severity != "block" for v in report.violations) + + def test_trusted_view_shrinks_buggy_but_keeps_healthy_stable(self) -> None: + healthy = validate_release("v2.2.0-healthy") + buggy = validate_release("v2.3.0-buggy") + assert buggy.trusted_events < buggy.total_events + assert healthy.trusted_events <= healthy.total_events + assert buggy.trusted_events / buggy.total_events < 0.99 + + def test_report_is_deterministic_and_sorted(self) -> None: + first = validate_release("v2.3.0-buggy") + second = validate_release("v2.3.0-buggy") + assert first == second + ranks = {"block": 0, "warning": 1} + keys = [(ranks[v.severity], v.code, v.event_name) for v in first.violations] + assert keys == sorted(keys) + + def test_cardinality_counts_distinct_events_after_dedup(self) -> None: + """A reused insert_id is ONE logical event — duplicates must not + double-report as cardinality breaches.""" + import pandas as pd + + from app.services.instrumentation import _cardinality_rows + + frame = pd.DataFrame( + [ + { + "user_id": "u_1", + "session_id": "s", + "event_name": "onboarding_completed", + "ts": f"2026-06-08T10:0{minute}:00Z", + "event_id": f"e{i}", + "insert_id": insert_id, + "properties": "{}", + } + for i, (minute, insert_id) in enumerate( + [(0, "ins_a"), (1, "ins_b"), (2, "ins_a")] + ) + ] + ) + flagged = list(_cardinality_rows(frame)) + expected = frame.index[frame["insert_id"] == "ins_b"].tolist() + assert flagged == expected diff --git a/apps/api/tests/test_journey_diff.py b/apps/api/tests/test_journey_diff.py new file mode 100644 index 0000000..50f2b22 --- /dev/null +++ b/apps/api/tests/test_journey_diff.py @@ -0,0 +1,43 @@ +"""Journey diff tests: release-over-release graph edge changes.""" + +from __future__ import annotations + +from app.services.journey_diff import diff_journeys + + +class TestJourneyDiff: + def test_diff_is_deterministic(self) -> None: + first = diff_journeys("v2.2.0-healthy", "v2.3.0-buggy", min_support=5) + second = diff_journeys("v2.2.0-healthy", "v2.3.0-buggy", min_support=5) + assert first == second + + def test_buggy_release_adds_shortcut_edge_bypassing_profile_saved(self) -> None: + diff = diff_journeys("v2.2.0-healthy", "v2.3.0-buggy", min_support=20) + assert ("signup_completed", "onboarding_completed") not in diff["baseline_edges"] + shortcut = next( + ( + edge + for edge in diff["added"] + if edge["source"] == "signup_completed" + and edge["target"] == "onboarding_completed" + ), + None, + ) + assert shortcut is not None + assert shortcut["target_weight"] >= 20 + + def test_removed_edges_carry_baseline_evidence(self) -> None: + diff = diff_journeys("v2.3.0-buggy", "v2.2.0-healthy", min_support=20) + for edge in diff["removed"]: + assert edge["baseline_weight"] >= 20 + + def test_min_support_filters_noise(self) -> None: + strict = diff_journeys("v2.2.0-healthy", "v2.3.0-fixed", min_support=500) + loose = diff_journeys("v2.2.0-healthy", "v2.3.0-fixed", min_support=1) + assert len(loose["added"] + loose["removed"]) >= len( + strict["added"] + strict["removed"] + ) + + def test_payload_declares_observational_scope(self) -> None: + diff = diff_journeys("v2.2.0-healthy", "v2.3.0-fixed", min_support=10) + assert diff["notice"].startswith("Observational") diff --git a/apps/api/tests/test_release_compare.py b/apps/api/tests/test_release_compare.py new file mode 100644 index 0000000..5b9932e --- /dev/null +++ b/apps/api/tests/test_release_compare.py @@ -0,0 +1,133 @@ +"""Release comparison tests: raw vs trusted funnels per release (G3, G5).""" + +from __future__ import annotations + +import pytest + +from app.services.release_compare import ( + ACTIVATION_STEPS, + build_overview, + compare_release, + wilson_interval, +) + + +class TestUncertainty: + """Phase 6 — confidence bands and observational-only language.""" + + def test_wilson_brackets_point_estimate(self) -> None: + low, high = wilson_interval(194, 704) + assert low < 194 / 704 < high + + def test_wilson_width_shrinks_with_sample_size(self) -> None: + narrow_low, narrow_high = wilson_interval(500, 1000) + wide_low, wide_high = wilson_interval(5, 10) + assert (narrow_high - narrow_low) < (wide_high - wide_low) + + def test_wilson_handles_degenerate_counts(self) -> None: + assert wilson_interval(0, 0) == (0.0, 0.0) + low, high = wilson_interval(0, 50) + assert low == 0.0 and high > 0.0 + + def test_overview_carries_confidence_intervals(self) -> None: + overview = build_overview() + for entry in overview["releases"]: + low, high = entry["activation_trusted_ci"] + rate = entry["activation_trusted_rate"] + assert low <= rate <= high, f"CI must bracket the estimate for {entry['release']}" + + def test_payloads_stay_observational(self) -> None: + overview = build_overview() + text = str(overview).lower() + for banned in ("because of the release", "caused by", "due to the release"): + assert banned not in text + assert overview["observational_notice"].startswith("Observational") + + +class TestReleaseCompare: + def test_activation_steps_match_canonical_path(self) -> None: + assert ACTIVATION_STEPS == [ + "signup_started", + "signup_completed", + "profile_saved", + "onboarding_completed", + "activation_completed", + ] + + @staticmethod + def _step(funnel, name: str) -> dict: + return next(step for step in funnel if step["step"] == name) + + def test_healthy_raw_and_trusted_are_equivalent(self) -> None: + comparison = compare_release("v2.2.0-healthy") + assert comparison.total_events == comparison.trusted_events or ( + comparison.trusted_events / comparison.total_events > 0.98 + ) + raw = self._step(comparison.raw_funnel, "activation_completed") + trusted = self._step(comparison.trusted_funnel, "activation_completed") + assert raw["users"] == trusted["users"] + + def test_g3_buggy_raw_gain_vanishes_under_trusted_filter(self) -> None: + healthy = compare_release("v2.2.0-healthy") + buggy = compare_release("v2.3.0-buggy") + + raw_onboarding_h = self._step(healthy.raw_funnel, "onboarding_completed")["users"] + raw_onboarding_b = self._step(buggy.raw_funnel, "onboarding_completed")["users"] + assert raw_onboarding_b / max(raw_onboarding_h, 1) > 1.10, ( + "fixture bug: buggy release must LOOK better on raw onboarding" + ) + + trusted_onboarding_h = self._step( + healthy.trusted_funnel, "onboarding_completed" + )["users"] + trusted_onboarding_b = self._step( + buggy.trusted_funnel, "onboarding_completed" + )["users"] + assert trusted_onboarding_b <= trusted_onboarding_h * 1.05, ( + "trusted filter must remove the artificial improvement" + ) + + verdict = buggy.verdict + assert verdict["raw_looks_better"] is True + assert verdict["survives_trusted_filter"] is False + assert verdict["classification"] == "instrumentation_artifact" + + def test_g5_real_improvement_survives_trusted_filter(self) -> None: + healthy = compare_release("v2.2.0-healthy") + fixed = compare_release("v2.3.0-fixed") + assert fixed.activation_trusted_rate > healthy.activation_trusted_rate + assert fixed.verdict["raw_looks_better"] is True + assert fixed.verdict["survives_trusted_filter"] is True + assert fixed.verdict["classification"] == "real_improvement" + + def test_overview_covers_all_releases_with_deterministic_order(self) -> None: + overview = build_overview() + assert [entry["release"] for entry in overview["releases"]] == [ + "v2.2.0-healthy", + "v2.3.0-buggy", + "v2.3.0-fixed", + ] + assert overview["method"] == "unique_user_funnel" + assert overview["observational_notice"].startswith("Observational") + + def test_metrics_count_unique_users_not_events(self) -> None: + comparison = compare_release("v2.3.0-buggy") + for step in comparison.raw_funnel: + users = step["users"] + assert step["unique_user_basis"] is True + assert 0 < users <= 800 + + @pytest.mark.parametrize( + ("release", "expected_status"), + [ + ("v2.2.0-healthy", "pass"), + ("v2.3.0-buggy", "block"), + ("v2.3.0-fixed", "pass"), + ], + ) + def test_overview_carries_instrumentation_status( + self, release: str, expected_status: str + ) -> None: + overview = build_overview() + entry = next(e for e in overview["releases"] if e["release"] == release) + assert entry["instrumentation_status"] == expected_status diff --git a/apps/api/tests/test_releases_api.py b/apps/api/tests/test_releases_api.py new file mode 100644 index 0000000..f31939a --- /dev/null +++ b/apps/api/tests/test_releases_api.py @@ -0,0 +1,55 @@ +"""Release intelligence API tests.""" + +from __future__ import annotations + +from fastapi.testclient import TestClient + +from app.main import app + +client = TestClient(app) + + +def test_releases_overview_endpoint() -> None: + response = client.get("/api/releases/overview") + assert response.status_code == 200 + body = response.json() + assert body["method"] == "unique_user_funnel" + assert [r["release"] for r in body["releases"]] == [ + "v2.2.0-healthy", + "v2.3.0-buggy", + "v2.3.0-fixed", + ] + buggy = next(r for r in body["releases"] if r["release"] == "v2.3.0-buggy") + assert buggy["instrumentation_status"] == "block" + + +def test_release_instrumentation_endpoint() -> None: + response = client.get("/api/releases/v2.3.0-buggy/instrumentation") + assert response.status_code == 200 + body = response.json() + assert body["status"] == "block" + codes = {v["code"] for v in body["violations"]} + assert {"order_violation", "duplicate_insert_id", "unknown_event"} <= codes + + +def test_release_comparison_endpoint() -> None: + response = client.get("/api/releases/v2.3.0-fixed/comparison") + assert response.status_code == 200 + body = response.json() + assert body["verdict"]["classification"] == "real_improvement" + assert len(body["raw_funnel"]) == 5 + + +def test_journey_diff_endpoint_defaults_to_baseline_pair() -> None: + response = client.get("/api/releases/diff") + assert response.status_code == 200 + body = response.json() + assert body["baseline"] == "v2.2.0-healthy" + assert body["target"] == "v2.3.0-buggy" + + +def test_unknown_release_returns_actionable_404() -> None: + response = client.get("/api/releases/v9.9.9-nope/instrumentation") + assert response.status_code == 404 + body = response.json() + assert "known releases" in body["detail"].lower() diff --git a/apps/web/app/page.tsx b/apps/web/app/page.tsx index d9b99ed..2e25635 100644 --- a/apps/web/app/page.tsx +++ b/apps/web/app/page.tsx @@ -1,5 +1,6 @@ "use client"; +import Link from "next/link"; import { useEffect, useState, useTransition } from "react"; import { CohortMatrix } from "@/components/CohortMatrix"; import { FunnelChart } from "@/components/FunnelChart"; @@ -97,6 +98,9 @@ export default function HomePage() { lead to activation, abandonment or recurring use.

+ + Release Intelligence — new + Synthetic seed diff --git a/apps/web/app/releases/page.tsx b/apps/web/app/releases/page.tsx new file mode 100644 index 0000000..23b5ce0 --- /dev/null +++ b/apps/web/app/releases/page.tsx @@ -0,0 +1,153 @@ +"use client"; + +import Link from "next/link"; +import { useEffect, useState } from "react"; + +import { FunnelCompareChart } from "@/components/release/FunnelCompareChart"; +import { InstrumentationHealth } from "@/components/release/InstrumentationHealth"; +import { JourneyDiffPanel } from "@/components/release/JourneyDiffPanel"; +import { VerdictBanner } from "@/components/release/VerdictBanner"; +import { SkeletonGrid } from "@/components/SkeletonGrid"; +import { + RELEASE_INTELLIGENCE_NOTICE, + fetchReleaseIntelligence, +} from "@/lib/releases"; +import type { ReleaseIntelligence } from "@/types"; + +const DEFAULT_RELEASE = "v2.3.0-buggy"; + +export default function ReleasesPage() { + const [data, setData] = useState(null); + const [error, setError] = useState(null); + const [selected, setSelected] = useState(DEFAULT_RELEASE); + + useEffect(() => { + let active = true; + const requested = new URLSearchParams(window.location.search).get("release"); + if (requested) setSelected(requested); + fetchReleaseIntelligence() + .then((payload) => { + if (active) setData(payload); + }) + .catch((e: unknown) => { + if (active) { + setError( + e instanceof Error + ? e.message + : "Failed to load release intelligence snapshot", + ); + } + }); + return () => { + active = false; + }; + }, []); + + const entry = data?.releases.find((r) => r.release === selected) ?? null; + const report = data?.instrumentation[selected] ?? null; + const diff = data?.journey_diffs[selected] ?? null; + + return ( +
+
+

Release Intelligence

+

+ Tracking contracts gate every comparison. When a release "improves" + the funnel, this lab proves whether the gain is real product behavior or + broken instrumentation. +

+
+ Synthetic fixtures + Unique-user metrics + Observational only +
+

{RELEASE_INTELLIGENCE_NOTICE}

+

+ ← Back to BehaviorGraph cockpit +

+
+ + {error ? ( +
+ {error} +
+ ) : null} + + {!data && !error ? : null} + + {data ? ( + <> + + + {entry ? : null} + +
+
+

Funnel compare — raw vs trusted

+

+ Unique users per activation step. Raw counts everything ingested; + trusted removes contract-invalid events first. +

+ {entry ? ( + <> + +
    + {entry.trusted_funnel.map((step) => ( +
  • + {step.step} — trusted {step.users} users ·{" "} + {Math.round(step.conversion_from_start * 100)}% of starters +
    • + ))} +
+

+ Trusted activation rate {Math.round(entry.activation_trusted_rate * 100)}% (95% CI{" "} + {Math.round(entry.activation_trusted_ci[0] * 100)}– + {Math.round(entry.activation_trusted_ci[1] * 100)}%) · observational, + not causal. +

+ + ) : ( +

Select a release.

+ )} +
+ + {report ? : null} + + {diff ? : null} + +
+

Method and limits

+
    + {(data?.limitations ?? []).map((limitation) => ( +
  • {limitation}
    • + ))} +
+

+ Snapshot pre-computed by the FastAPI services — same code path + as the API, regenerated by scripts/generate_release_snapshot.py. +

+
+
+ + ) : null} +
+ ); +} diff --git a/apps/web/components/release/FunnelCompareChart.tsx b/apps/web/components/release/FunnelCompareChart.tsx new file mode 100644 index 0000000..6e05635 --- /dev/null +++ b/apps/web/components/release/FunnelCompareChart.tsx @@ -0,0 +1,51 @@ +"use client"; + +import { + Bar, + BarChart, + CartesianGrid, + Legend, + ResponsiveContainer, + Tooltip, + XAxis, + YAxis, +} from "recharts"; + +import type { ReleaseFunnelStep } from "@/types"; + +export function FunnelCompareChart({ + raw, + trusted, +}: { + raw: ReleaseFunnelStep[]; + trusted: ReleaseFunnelStep[]; +}) { + const data = raw.map((step, index) => ({ + step: step.step, + Raw: step.users, + Trusted: trusted[index]?.users ?? 0, + })); + + return ( +
+ + + + + + + + + + + +
+ ); +} diff --git a/apps/web/components/release/InstrumentationHealth.tsx b/apps/web/components/release/InstrumentationHealth.tsx new file mode 100644 index 0000000..e64643d --- /dev/null +++ b/apps/web/components/release/InstrumentationHealth.tsx @@ -0,0 +1,77 @@ +"use client"; + +import type { ReleaseInstrumentation } from "@/types"; + +const SEVERITY_LABEL: Record = { + block: "BLOCK", + warning: "warning", +}; + +export function InstrumentationHealth({ + report, +}: { + report: ReleaseInstrumentation; +}) { + const statusTone = + report.status === "pass" + ? "#16a34a" + : report.status === "warn" + ? "#d97706" + : "#dc2626"; + + return ( +
+

Instrumentation health

+

+ Every event stream is checked against the versioned tracking contract + (data/contracts/events.yml): required properties, sequence + constraints, insert_id uniqueness and cardinality. +

+

+ + {report.status.toUpperCase()} + {" "} + {report.trusted_events.toLocaleString()} of{" "} + {report.total_events.toLocaleString()} events survive the trusted filter. +

+ + {report.violations.length ? ( +
    + {report.violations.map((v) => ( +
  • + + {SEVERITY_LABEL[v.severity] ?? v.severity} + {" "} + {v.code} on {v.event_name} —{" "} + {v.evidence_count} events · {v.user_count} users +
    • + ))} +
+ ) : ( +

No violations — every contract check passed.

+ )} + + {report.unknown_events.length ? ( +

+ Unknown events observed (reported, never silently dropped):{" "} + {report.unknown_events.join(", ")}. They stay in raw data and are + excluded from contract-gated metrics. +

+ ) : null} +
+ ); +} diff --git a/apps/web/components/release/JourneyDiffPanel.tsx b/apps/web/components/release/JourneyDiffPanel.tsx new file mode 100644 index 0000000..d763723 --- /dev/null +++ b/apps/web/components/release/JourneyDiffPanel.tsx @@ -0,0 +1,58 @@ +"use client"; + +import type { JourneyDiff } from "@/types"; + +export function JourneyDiffPanel({ diff }: { diff: JourneyDiff }) { + return ( +
+

Journey diff vs baseline

+

+ Session-transition edges with support ≥ {diff.min_support} that appear or + vanish in {diff.target} compared to{" "} + {diff.baseline}. +

+ + {diff.added.length ? ( + <> +

Added edges

+
    + {diff.added.map((edge) => ( +
  • + + new + {" "} + + {edge.source} → {edge.target} + {" "} + ({edge.target_weight ?? 0} sessions) +
    • + ))} +
+ + ) : ( +

No new edges above support threshold.

+ )} + + {diff.removed.length ? ( + <> +

Removed edges

+
    + {diff.removed.map((edge) => ( +
  • + + gone + {" "} + + {edge.source} → {edge.target} + {" "} + (was {edge.baseline_weight ?? 0} sessions) +
    • + ))} +
+ + ) : null} + +

{diff.notice}

+
+ ); +} diff --git a/apps/web/components/release/VerdictBanner.tsx b/apps/web/components/release/VerdictBanner.tsx new file mode 100644 index 0000000..0e282c7 --- /dev/null +++ b/apps/web/components/release/VerdictBanner.tsx @@ -0,0 +1,74 @@ +"use client"; + +import type { ReleaseOverviewEntry } from "@/types"; + +const CLASSIFICATION_COPY: Record = { + baseline: { + label: "Baseline — contracts pass", + tone: "var(--ok, #16a34a)", + }, + instrumentation_artifact: { + label: "Instrumentation artifact, not product", + tone: "#dc2626", + }, + real_improvement: { + label: "Real improvement — survives trusted filter", + tone: "#16a34a", + }, +}; + +export function VerdictBanner({ entry }: { entry: ReleaseOverviewEntry }) { + const verdict = entry.verdict; + const copy = + CLASSIFICATION_COPY[verdict.classification] ?? + CLASSIFICATION_COPY.baseline; + + return ( +
+

+ {entry.release} vs baseline +

+

{copy.label}

+
+
+

Raw dashboard says

+
+ {verdict.gain_step ? `${verdict.raw_gain_pct > 0 ? "+" : ""}${verdict.raw_gain_pct}%` : "—"} +
+

+ {verdict.gain_step + ? `gain on ${verdict.gain_step} (unique users)` + : "no step stands out"} +

+
+
+

Trusted metrics say

+
+ {verdict.gain_step + ? `${verdict.trusted_gain_pct > 0 ? "+" : ""}${verdict.trusted_gain_pct}%` + : "—"} +
+

+ after removing contract-invalid events (dedup, order, props) +

+
+
+ {!verdict.survives_trusted_filter && verdict.raw_looks_better ? ( +

+ The apparent gain disappears once tracking contracts are enforced: + the release shipped broken instrumentation, not a better product. +

+ ) : null} + {verdict.survives_trusted_filter ? ( +

+ The gain survives the trusted filter with valid instrumentation — + consistent with real behavior change (observational, not causal). +

+ ) : null} +
+ ); +} diff --git a/apps/web/lib/api.ts b/apps/web/lib/api.ts index b64c083..9df8a3d 100644 --- a/apps/web/lib/api.ts +++ b/apps/web/lib/api.ts @@ -25,7 +25,7 @@ const API_URL = process.env.NEXT_PUBLIC_API_URL?.replace(/\/$/, ""); * Prefer optional FastAPI when NEXT_PUBLIC_API_URL is set. * Static/Vercel lab demo falls back to the embedded synthetic snapshot. */ -async function tryBackend(path: string): Promise { +export async function tryBackend(path: string): Promise { if (!API_URL) return null; try { const response = await fetch(`${API_URL}${path}`, { cache: "no-store" }); diff --git a/apps/web/lib/release-intelligence.json b/apps/web/lib/release-intelligence.json new file mode 100644 index 0000000..2242bca --- /dev/null +++ b/apps/web/lib/release-intelligence.json @@ -0,0 +1,490 @@ +{ + "baseline": "v2.2.0-healthy", + "instrumentation": { + "v2.2.0-healthy": { + "release": "v2.2.0-healthy", + "status": "pass", + "total_events": 4080, + "trusted_events": 4080, + "unknown_events": [], + "violations": [] + }, + "v2.3.0-buggy": { + "release": "v2.3.0-buggy", + "status": "block", + "total_events": 4336, + "trusted_events": 4155, + "unknown_events": [ + "upsell_modal_shown" + ], + "violations": [ + { + "code": "duplicate_insert_id", + "event_name": "signup_completed", + "evidence_count": 74, + "severity": "block", + "user_count": 70 + }, + { + "code": "missing_required_property", + "event_name": "onboarding_completed", + "evidence_count": 111, + "severity": "block", + "user_count": 107 + }, + { + "code": "order_violation", + "event_name": "onboarding_completed", + "evidence_count": 111, + "severity": "block", + "user_count": 107 + }, + { + "code": "event_drift", + "event_name": "onboarding_completed", + "evidence_count": 538, + "severity": "warning", + "user_count": 526 + }, + { + "code": "unknown_event", + "event_name": "upsell_modal_shown", + "evidence_count": 38, + "severity": "warning", + "user_count": 38 + } + ] + }, + "v2.3.0-fixed": { + "release": "v2.3.0-fixed", + "status": "pass", + "total_events": 4059, + "trusted_events": 4059, + "unknown_events": [], + "violations": [] + } + }, + "journey_diffs": { + "v2.3.0-buggy": { + "added": [ + { + "source": "onboarding_completed", + "target": "session_abandoned", + "target_weight": 107 + }, + { + "source": "signup_completed", + "target": "onboarding_completed", + "target_weight": 96 + }, + { + "source": "signup_completed", + "target": "upsell_modal_shown", + "target_weight": 38 + }, + { + "source": "upsell_modal_shown", + "target": "profile_saved", + "target_weight": 22 + } + ], + "baseline": "v2.2.0-healthy", + "baseline_edges": [ + [ + "error_shown", + "onboarding_step_viewed" + ], + [ + "feature_used", + "onboarding_completed" + ], + [ + "onboarding_completed", + "activation_completed" + ], + [ + "onboarding_step_viewed", + "feature_used" + ], + [ + "onboarding_step_viewed", + "onboarding_completed" + ], + [ + "profile_saved", + "error_shown" + ], + [ + "profile_saved", + "feature_used" + ], + [ + "profile_saved", + "onboarding_completed" + ], + [ + "profile_saved", + "onboarding_step_viewed" + ], + [ + "return_visit", + "feature_used" + ], + [ + "signup_completed", + "profile_saved" + ], + [ + "signup_completed", + "session_abandoned" + ], + [ + "signup_started", + "session_abandoned" + ], + [ + "signup_started", + "signup_completed" + ] + ], + "min_support": 20, + "notice": "Observational edge diff between release journey graphs. New edges show where tracking or behavior changed; they never prove causation.", + "removed": [], + "target": "v2.3.0-buggy" + }, + "v2.3.0-fixed": { + "added": [], + "baseline": "v2.2.0-healthy", + "baseline_edges": [ + [ + "error_shown", + "onboarding_step_viewed" + ], + [ + "feature_used", + "onboarding_completed" + ], + [ + "onboarding_completed", + "activation_completed" + ], + [ + "onboarding_step_viewed", + "feature_used" + ], + [ + "onboarding_step_viewed", + "onboarding_completed" + ], + [ + "profile_saved", + "error_shown" + ], + [ + "profile_saved", + "feature_used" + ], + [ + "profile_saved", + "onboarding_completed" + ], + [ + "profile_saved", + "onboarding_step_viewed" + ], + [ + "return_visit", + "feature_used" + ], + [ + "signup_completed", + "profile_saved" + ], + [ + "signup_completed", + "session_abandoned" + ], + [ + "signup_started", + "session_abandoned" + ], + [ + "signup_started", + "signup_completed" + ] + ], + "min_support": 20, + "notice": "Observational edge diff between release journey graphs. New edges show where tracking or behavior changed; they never prove causation.", + "removed": [ + { + "baseline_weight": 25, + "source": "profile_saved", + "target": "onboarding_completed" + } + ], + "target": "v2.3.0-fixed" + } + }, + "limitations": [ + "Synthetic fixtures only \u2014 no real user tracking, no PII.", + "Rates are observational; no causal effect without an experiment flag.", + "Trusted funnel drops contract-invalid rows; unknown events are reported, never silently dropped.", + "Event drift compares per-user rates against the baseline release (heuristic threshold)." + ], + "method": "unique_user_funnel", + "observational_notice": "Observational comparison only. Rates describe what fired per unique user; no causal effect is claimed without a controlled experiment.", + "releases": [ + { + "activation_raw_rate": 0.275, + "activation_trusted_ci": [ + 0.2452, + 0.307 + ], + "activation_trusted_rate": 0.275, + "instrumentation_status": "pass", + "raw_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.834, + "step": "signup_completed", + "unique_user_basis": true, + "users": 667 + }, + { + "conversion_from_start": 0.599, + "step": "profile_saved", + "unique_user_basis": true, + "users": 479 + }, + { + "conversion_from_start": 0.529, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 423 + }, + { + "conversion_from_start": 0.275, + "step": "activation_completed", + "unique_user_basis": true, + "users": 220 + } + ], + "release": "v2.2.0-healthy", + "total_events": 4080, + "trusted_events": 4080, + "trusted_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.834, + "step": "signup_completed", + "unique_user_basis": true, + "users": 667 + }, + { + "conversion_from_start": 0.599, + "step": "profile_saved", + "unique_user_basis": true, + "users": 479 + }, + { + "conversion_from_start": 0.529, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 423 + }, + { + "conversion_from_start": 0.275, + "step": "activation_completed", + "unique_user_basis": true, + "users": 220 + } + ], + "verdict": { + "classification": "baseline", + "gain_step": null, + "raw_gain_pct": 0.0, + "raw_looks_better": false, + "survives_trusted_filter": false, + "trusted_gain_pct": 0.0 + } + }, + { + "activation_raw_rate": 0.255, + "activation_trusted_ci": [ + 0.226, + 0.2863 + ], + "activation_trusted_rate": 0.255, + "instrumentation_status": "block", + "raw_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.836, + "step": "signup_completed", + "unique_user_basis": true, + "users": 669 + }, + { + "conversion_from_start": 0.6, + "step": "profile_saved", + "unique_user_basis": true, + "users": 480 + }, + { + "conversion_from_start": 0.657, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 526 + }, + { + "conversion_from_start": 0.255, + "step": "activation_completed", + "unique_user_basis": true, + "users": 204 + } + ], + "release": "v2.3.0-buggy", + "total_events": 4336, + "trusted_events": 4155, + "trusted_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.836, + "step": "signup_completed", + "unique_user_basis": true, + "users": 669 + }, + { + "conversion_from_start": 0.6, + "step": "profile_saved", + "unique_user_basis": true, + "users": 480 + }, + { + "conversion_from_start": 0.524, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 419 + }, + { + "conversion_from_start": 0.255, + "step": "activation_completed", + "unique_user_basis": true, + "users": 204 + } + ], + "verdict": { + "classification": "instrumentation_artifact", + "gain_step": "onboarding_completed", + "raw_gain_pct": 24.3, + "raw_looks_better": true, + "survives_trusted_filter": false, + "trusted_gain_pct": -0.9 + } + }, + { + "activation_raw_rate": 0.3, + "activation_trusted_ci": [ + 0.2693, + 0.3326 + ], + "activation_trusted_rate": 0.3, + "instrumentation_status": "pass", + "raw_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.809, + "step": "signup_completed", + "unique_user_basis": true, + "users": 647 + }, + { + "conversion_from_start": 0.58, + "step": "profile_saved", + "unique_user_basis": true, + "users": 464 + }, + { + "conversion_from_start": 0.509, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 407 + }, + { + "conversion_from_start": 0.3, + "step": "activation_completed", + "unique_user_basis": true, + "users": 240 + } + ], + "release": "v2.3.0-fixed", + "total_events": 4059, + "trusted_events": 4059, + "trusted_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.809, + "step": "signup_completed", + "unique_user_basis": true, + "users": 647 + }, + { + "conversion_from_start": 0.58, + "step": "profile_saved", + "unique_user_basis": true, + "users": 464 + }, + { + "conversion_from_start": 0.509, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 407 + }, + { + "conversion_from_start": 0.3, + "step": "activation_completed", + "unique_user_basis": true, + "users": 240 + } + ], + "verdict": { + "classification": "real_improvement", + "gain_step": "activation_completed", + "raw_gain_pct": 9.1, + "raw_looks_better": true, + "survives_trusted_filter": true, + "trusted_gain_pct": 9.1 + } + } + ] +} diff --git a/apps/web/lib/releases.ts b/apps/web/lib/releases.ts new file mode 100644 index 0000000..8feb55d --- /dev/null +++ b/apps/web/lib/releases.ts @@ -0,0 +1,20 @@ +import { tryBackend } from "@/lib/api"; +import snapshot from "@/lib/release-intelligence.json"; +import type { ReleaseIntelligence } from "@/types"; + +export const RELEASE_INTELLIGENCE_NOTICE = + "Release intelligence lab on synthetic fixtures. Raw vs trusted metrics are observational — no causal claims without an experiment."; + +export async function fetchReleaseIntelligence(): Promise { + const remote = await tryBackend("/api/releases/overview"); + if (remote) { + return { + ...(snapshot as unknown as ReleaseIntelligence), + ...remote, + instrumentation: (snapshot as unknown as ReleaseIntelligence).instrumentation, + journey_diffs: (snapshot as unknown as ReleaseIntelligence).journey_diffs, + limitations: (snapshot as unknown as ReleaseIntelligence).limitations, + }; + } + return snapshot as unknown as ReleaseIntelligence; +} diff --git a/apps/web/public/data/release-intelligence.json b/apps/web/public/data/release-intelligence.json new file mode 100644 index 0000000..2242bca --- /dev/null +++ b/apps/web/public/data/release-intelligence.json @@ -0,0 +1,490 @@ +{ + "baseline": "v2.2.0-healthy", + "instrumentation": { + "v2.2.0-healthy": { + "release": "v2.2.0-healthy", + "status": "pass", + "total_events": 4080, + "trusted_events": 4080, + "unknown_events": [], + "violations": [] + }, + "v2.3.0-buggy": { + "release": "v2.3.0-buggy", + "status": "block", + "total_events": 4336, + "trusted_events": 4155, + "unknown_events": [ + "upsell_modal_shown" + ], + "violations": [ + { + "code": "duplicate_insert_id", + "event_name": "signup_completed", + "evidence_count": 74, + "severity": "block", + "user_count": 70 + }, + { + "code": "missing_required_property", + "event_name": "onboarding_completed", + "evidence_count": 111, + "severity": "block", + "user_count": 107 + }, + { + "code": "order_violation", + "event_name": "onboarding_completed", + "evidence_count": 111, + "severity": "block", + "user_count": 107 + }, + { + "code": "event_drift", + "event_name": "onboarding_completed", + "evidence_count": 538, + "severity": "warning", + "user_count": 526 + }, + { + "code": "unknown_event", + "event_name": "upsell_modal_shown", + "evidence_count": 38, + "severity": "warning", + "user_count": 38 + } + ] + }, + "v2.3.0-fixed": { + "release": "v2.3.0-fixed", + "status": "pass", + "total_events": 4059, + "trusted_events": 4059, + "unknown_events": [], + "violations": [] + } + }, + "journey_diffs": { + "v2.3.0-buggy": { + "added": [ + { + "source": "onboarding_completed", + "target": "session_abandoned", + "target_weight": 107 + }, + { + "source": "signup_completed", + "target": "onboarding_completed", + "target_weight": 96 + }, + { + "source": "signup_completed", + "target": "upsell_modal_shown", + "target_weight": 38 + }, + { + "source": "upsell_modal_shown", + "target": "profile_saved", + "target_weight": 22 + } + ], + "baseline": "v2.2.0-healthy", + "baseline_edges": [ + [ + "error_shown", + "onboarding_step_viewed" + ], + [ + "feature_used", + "onboarding_completed" + ], + [ + "onboarding_completed", + "activation_completed" + ], + [ + "onboarding_step_viewed", + "feature_used" + ], + [ + "onboarding_step_viewed", + "onboarding_completed" + ], + [ + "profile_saved", + "error_shown" + ], + [ + "profile_saved", + "feature_used" + ], + [ + "profile_saved", + "onboarding_completed" + ], + [ + "profile_saved", + "onboarding_step_viewed" + ], + [ + "return_visit", + "feature_used" + ], + [ + "signup_completed", + "profile_saved" + ], + [ + "signup_completed", + "session_abandoned" + ], + [ + "signup_started", + "session_abandoned" + ], + [ + "signup_started", + "signup_completed" + ] + ], + "min_support": 20, + "notice": "Observational edge diff between release journey graphs. New edges show where tracking or behavior changed; they never prove causation.", + "removed": [], + "target": "v2.3.0-buggy" + }, + "v2.3.0-fixed": { + "added": [], + "baseline": "v2.2.0-healthy", + "baseline_edges": [ + [ + "error_shown", + "onboarding_step_viewed" + ], + [ + "feature_used", + "onboarding_completed" + ], + [ + "onboarding_completed", + "activation_completed" + ], + [ + "onboarding_step_viewed", + "feature_used" + ], + [ + "onboarding_step_viewed", + "onboarding_completed" + ], + [ + "profile_saved", + "error_shown" + ], + [ + "profile_saved", + "feature_used" + ], + [ + "profile_saved", + "onboarding_completed" + ], + [ + "profile_saved", + "onboarding_step_viewed" + ], + [ + "return_visit", + "feature_used" + ], + [ + "signup_completed", + "profile_saved" + ], + [ + "signup_completed", + "session_abandoned" + ], + [ + "signup_started", + "session_abandoned" + ], + [ + "signup_started", + "signup_completed" + ] + ], + "min_support": 20, + "notice": "Observational edge diff between release journey graphs. New edges show where tracking or behavior changed; they never prove causation.", + "removed": [ + { + "baseline_weight": 25, + "source": "profile_saved", + "target": "onboarding_completed" + } + ], + "target": "v2.3.0-fixed" + } + }, + "limitations": [ + "Synthetic fixtures only \u2014 no real user tracking, no PII.", + "Rates are observational; no causal effect without an experiment flag.", + "Trusted funnel drops contract-invalid rows; unknown events are reported, never silently dropped.", + "Event drift compares per-user rates against the baseline release (heuristic threshold)." + ], + "method": "unique_user_funnel", + "observational_notice": "Observational comparison only. Rates describe what fired per unique user; no causal effect is claimed without a controlled experiment.", + "releases": [ + { + "activation_raw_rate": 0.275, + "activation_trusted_ci": [ + 0.2452, + 0.307 + ], + "activation_trusted_rate": 0.275, + "instrumentation_status": "pass", + "raw_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.834, + "step": "signup_completed", + "unique_user_basis": true, + "users": 667 + }, + { + "conversion_from_start": 0.599, + "step": "profile_saved", + "unique_user_basis": true, + "users": 479 + }, + { + "conversion_from_start": 0.529, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 423 + }, + { + "conversion_from_start": 0.275, + "step": "activation_completed", + "unique_user_basis": true, + "users": 220 + } + ], + "release": "v2.2.0-healthy", + "total_events": 4080, + "trusted_events": 4080, + "trusted_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.834, + "step": "signup_completed", + "unique_user_basis": true, + "users": 667 + }, + { + "conversion_from_start": 0.599, + "step": "profile_saved", + "unique_user_basis": true, + "users": 479 + }, + { + "conversion_from_start": 0.529, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 423 + }, + { + "conversion_from_start": 0.275, + "step": "activation_completed", + "unique_user_basis": true, + "users": 220 + } + ], + "verdict": { + "classification": "baseline", + "gain_step": null, + "raw_gain_pct": 0.0, + "raw_looks_better": false, + "survives_trusted_filter": false, + "trusted_gain_pct": 0.0 + } + }, + { + "activation_raw_rate": 0.255, + "activation_trusted_ci": [ + 0.226, + 0.2863 + ], + "activation_trusted_rate": 0.255, + "instrumentation_status": "block", + "raw_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.836, + "step": "signup_completed", + "unique_user_basis": true, + "users": 669 + }, + { + "conversion_from_start": 0.6, + "step": "profile_saved", + "unique_user_basis": true, + "users": 480 + }, + { + "conversion_from_start": 0.657, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 526 + }, + { + "conversion_from_start": 0.255, + "step": "activation_completed", + "unique_user_basis": true, + "users": 204 + } + ], + "release": "v2.3.0-buggy", + "total_events": 4336, + "trusted_events": 4155, + "trusted_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.836, + "step": "signup_completed", + "unique_user_basis": true, + "users": 669 + }, + { + "conversion_from_start": 0.6, + "step": "profile_saved", + "unique_user_basis": true, + "users": 480 + }, + { + "conversion_from_start": 0.524, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 419 + }, + { + "conversion_from_start": 0.255, + "step": "activation_completed", + "unique_user_basis": true, + "users": 204 + } + ], + "verdict": { + "classification": "instrumentation_artifact", + "gain_step": "onboarding_completed", + "raw_gain_pct": 24.3, + "raw_looks_better": true, + "survives_trusted_filter": false, + "trusted_gain_pct": -0.9 + } + }, + { + "activation_raw_rate": 0.3, + "activation_trusted_ci": [ + 0.2693, + 0.3326 + ], + "activation_trusted_rate": 0.3, + "instrumentation_status": "pass", + "raw_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.809, + "step": "signup_completed", + "unique_user_basis": true, + "users": 647 + }, + { + "conversion_from_start": 0.58, + "step": "profile_saved", + "unique_user_basis": true, + "users": 464 + }, + { + "conversion_from_start": 0.509, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 407 + }, + { + "conversion_from_start": 0.3, + "step": "activation_completed", + "unique_user_basis": true, + "users": 240 + } + ], + "release": "v2.3.0-fixed", + "total_events": 4059, + "trusted_events": 4059, + "trusted_funnel": [ + { + "conversion_from_start": 1.0, + "step": "signup_started", + "unique_user_basis": true, + "users": 800 + }, + { + "conversion_from_start": 0.809, + "step": "signup_completed", + "unique_user_basis": true, + "users": 647 + }, + { + "conversion_from_start": 0.58, + "step": "profile_saved", + "unique_user_basis": true, + "users": 464 + }, + { + "conversion_from_start": 0.509, + "step": "onboarding_completed", + "unique_user_basis": true, + "users": 407 + }, + { + "conversion_from_start": 0.3, + "step": "activation_completed", + "unique_user_basis": true, + "users": 240 + } + ], + "verdict": { + "classification": "real_improvement", + "gain_step": "activation_completed", + "raw_gain_pct": 9.1, + "raw_looks_better": true, + "survives_trusted_filter": true, + "trusted_gain_pct": 9.1 + } + } + ] +} diff --git a/apps/web/types/index.ts b/apps/web/types/index.ts index b31690a..50509d7 100644 --- a/apps/web/types/index.ts +++ b/apps/web/types/index.ts @@ -73,3 +73,80 @@ export type FrictionPayload = { funnel_drops: FrictionDrop[]; error_signals: { event_name: string; affected_users: number }[]; }; + +export type ReleaseFunnelStep = { + step: string; + users: number; + conversion_from_start: number; + unique_user_basis: boolean; +}; + +export type ReleaseVerdict = { + classification: + | "baseline" + | "instrumentation_artifact" + | "real_improvement" + | string; + raw_looks_better: boolean; + survives_trusted_filter: boolean; + gain_step: string | null; + raw_gain_pct: number; + trusted_gain_pct: number; +}; + +export type InstrumentationViolation = { + event_name: string; + code: string; + severity: "block" | "warning" | string; + user_count: number; + evidence_count: number; +}; + +export type ReleaseInstrumentation = { + release: string; + total_events: number; + trusted_events: number; + status: "pass" | "warn" | "block" | string; + unknown_events: string[]; + violations: InstrumentationViolation[]; +}; + +export type ReleaseOverviewEntry = { + release: string; + total_events: number; + trusted_events: number; + activation_raw_rate: number; + activation_trusted_rate: number; + activation_trusted_ci: [number, number]; + instrumentation_status: string; + verdict: ReleaseVerdict; + raw_funnel: ReleaseFunnelStep[]; + trusted_funnel: ReleaseFunnelStep[]; +}; + +export type JourneyEdgeDiff = { + source: string; + target: string; + target_weight?: number | null; + baseline_weight?: number | null; +}; + +export type JourneyDiff = { + baseline: string; + target: string; + min_support: number; + baseline_edges: string[][]; + added: JourneyEdgeDiff[]; + removed: JourneyEdgeDiff[]; + notice: string; +}; + +export type ReleaseIntelligence = { + method: string; + baseline: string; + observational_notice: string; + releases: ReleaseOverviewEntry[]; + instrumentation: Record; + journey_diffs: Record; + limitations: string[]; +}; diff --git a/assets/screenshots/09-release-verdict-buggy.png b/assets/screenshots/09-release-verdict-buggy.png new file mode 100644 index 0000000..472371e Binary files /dev/null and b/assets/screenshots/09-release-verdict-buggy.png differ diff --git a/assets/screenshots/10-release-verdict-fixed.png b/assets/screenshots/10-release-verdict-fixed.png new file mode 100644 index 0000000..4b369c8 Binary files /dev/null and b/assets/screenshots/10-release-verdict-fixed.png differ diff --git a/data/contracts/events.yml b/data/contracts/events.yml new file mode 100644 index 0000000..6c66315 --- /dev/null +++ b/data/contracts/events.yml @@ -0,0 +1,64 @@ +# BehaviorGraph tracking contracts — source of truth for instrumentation health. +# Every declared event must carry an owner and its required properties. +# must_follow enforces session-order prerequisites; violations are BLOCK severity. +# Events not declared here are reported as unknown_event warnings, never silently dropped. +version: 1 + +events: + signup_started: + owner: growth + required_properties: [user_id, session_id, insert_id, release] + introduced_in: "2.0.0" + + signup_completed: + owner: growth + required_properties: [user_id, session_id, insert_id, release] + must_follow: [signup_started] + max_per_user_session: 1 + introduced_in: "2.0.0" + + profile_saved: + owner: growth + required_properties: [user_id, session_id, insert_id, release] + must_follow: [signup_completed] + max_per_user_session: 1 + introduced_in: "2.0.0" + + onboarding_step_viewed: + owner: product + required_properties: [user_id, session_id, insert_id, release] + must_follow: [signup_completed] + introduced_in: "2.0.0" + + onboarding_completed: + owner: growth + required_properties: [user_id, session_id, insert_id, release, completed_at] + must_follow: [profile_saved] + max_per_user_session: 1 + introduced_in: "2.1.0" + + activation_completed: + owner: product + required_properties: [user_id, session_id, insert_id, release] + max_per_user_session: 1 + introduced_in: "2.0.0" + + feature_used: + owner: product + required_properties: [user_id, session_id, insert_id, release, feature] + introduced_in: "2.0.0" + + session_abandoned: + owner: product + required_properties: [user_id, session_id, insert_id, release] + introduced_in: "2.0.0" + + error_shown: + owner: engineering + required_properties: [user_id, session_id, insert_id, release, code] + introduced_in: "2.0.0" + + return_visit: + owner: product + required_properties: [user_id, session_id, insert_id, release] + introduced_in: "2.0.0" diff --git a/data/seed/releases/v2.2.0-healthy/events.csv b/data/seed/releases/v2.2.0-healthy/events.csv new file mode 100644 index 0000000..37a5dc3 --- /dev/null +++ b/data/seed/releases/v2.2.0-healthy/events.csv @@ -0,0 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""board""}",v2.3.0-fixed +evt_000121,u_0221,onboarding_step_viewed,2026-06-15T11:03:00Z,u_0221_s01,ins_u_0221_004,{},v2.3.0-fixed +evt_000122,u_0634,onboarding_step_viewed,2026-06-15T11:03:00Z,u_0634_s01,ins_u_0634_004,{},v2.3.0-fixed +evt_000123,u_0395,signup_started,2026-06-15T11:06:00Z,u_0395_s01,ins_u_0395_001,{},v2.3.0-fixed +evt_000124,u_0639,profile_saved,2026-06-15T11:07:00Z,u_0639_s01,ins_u_0639_003,{},v2.3.0-fixed +evt_000125,u_0639,onboarding_step_viewed,2026-06-15T11:09:00Z,u_0639_s01,ins_u_0639_004,{},v2.3.0-fixed +evt_000126,u_0641,signup_started,2026-06-15T11:09:00Z,u_0641_s01,ins_u_0641_001,{},v2.3.0-fixed +evt_000127,u_0681,feature_used,2026-06-15T11:09:00Z,u_0681_s01,ins_u_0681_005,"{""feature"": ""insights""}",v2.3.0-fixed +evt_000128,u_0679,feature_used,2026-06-15T11:10:00Z,u_0679_s01,ins_u_0679_005,"{""feature"": ""insights""}",v2.3.0-fixed +evt_000129,u_0055,signup_started,2026-06-15T11:13:00Z,u_0055_s01,ins_u_0055_001,{},v2.3.0-fixed 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""2026-06-17T14:07:00Z""}",v2.3.0-fixed +evt_001289,u_0592,session_abandoned,2026-06-17T14:18:00Z,u_0592_s01,ins_u_0592_003,{},v2.3.0-fixed +evt_001290,u_0514,signup_completed,2026-06-17T14:22:00Z,u_0514_s01,ins_u_0514_002,{},v2.3.0-fixed +evt_001291,u_0015,onboarding_completed,2026-06-17T14:26:00Z,u_0015_s01,ins_u_0015_006,"{""completed_at"": ""2026-06-17T14:21:00Z""}",v2.3.0-fixed +evt_001292,u_0104,profile_saved,2026-06-17T14:26:00Z,u_0104_s01,ins_u_0104_003,{},v2.3.0-fixed +evt_001293,u_0514,profile_saved,2026-06-17T14:28:00Z,u_0514_s01,ins_u_0514_003,{},v2.3.0-fixed +evt_001294,u_0514,onboarding_step_viewed,2026-06-17T14:32:00Z,u_0514_s01,ins_u_0514_004,{},v2.3.0-fixed +evt_001295,u_0581,signup_started,2026-06-17T14:32:00Z,u_0581_s01,ins_u_0581_001,{},v2.3.0-fixed +evt_001296,u_0585,signup_started,2026-06-17T14:34:00Z,u_0585_s01,ins_u_0585_001,{},v2.3.0-fixed +evt_001297,u_0334,signup_started,2026-06-17T14:38:00Z,u_0334_s01,ins_u_0334_001,{},v2.3.0-fixed 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""board""}",v2.3.0-fixed +evt_001718,u_0211,onboarding_completed,2026-06-18T10:23:00Z,u_0211_s01,ins_u_0211_006,"{""completed_at"": ""2026-06-18T10:17:00Z""}",v2.3.0-fixed +evt_001719,u_0222,signup_started,2026-06-18T10:23:00Z,u_0222_s01,ins_u_0222_001,{},v2.3.0-fixed +evt_001720,u_0556,session_abandoned,2026-06-18T10:23:00Z,u_0556_s01,ins_u_0556_002,{},v2.3.0-fixed +evt_001721,u_0388,signup_started,2026-06-18T10:25:00Z,u_0388_s01,ins_u_0388_001,{},v2.3.0-fixed +evt_001722,u_0222,signup_completed,2026-06-18T10:27:00Z,u_0222_s01,ins_u_0222_002,{},v2.3.0-fixed +evt_001723,u_0002,feature_used,2026-06-18T10:28:00Z,u_0002_s01,ins_u_0002_006,"{""feature"": ""board""}",v2.3.0-fixed +evt_001724,u_0174,onboarding_completed,2026-06-18T10:28:00Z,u_0174_s01,ins_u_0174_004,"{""completed_at"": ""2026-06-18T10:20:00Z""}",v2.3.0-fixed +evt_001725,u_0211,activation_completed,2026-06-18T10:29:00Z,u_0211_s01,ins_u_0211_007,{},v2.3.0-fixed 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""2026-06-21T13:04:00Z""}",v2.3.0-fixed +evt_003342,u_0790,signup_started,2026-06-21T13:16:00Z,u_0790_s01,ins_u_0790_001,{},v2.3.0-fixed +evt_003343,u_0426,signup_started,2026-06-21T13:19:00Z,u_0426_s01,ins_u_0426_001,{},v2.3.0-fixed +evt_003344,u_0790,session_abandoned,2026-06-21T13:22:00Z,u_0790_s01,ins_u_0790_002,{},v2.3.0-fixed +evt_003345,u_0354,activation_completed,2026-06-21T13:23:00Z,u_0354_s01,ins_u_0354_006,{},v2.3.0-fixed +evt_003346,u_0417,onboarding_completed,2026-06-21T13:24:00Z,u_0417_s01,ins_u_0417_006,"{""completed_at"": ""2026-06-21T13:13:00Z""}",v2.3.0-fixed +evt_003347,u_0426,signup_completed,2026-06-21T13:25:00Z,u_0426_s01,ins_u_0426_002,{},v2.3.0-fixed +evt_003348,u_0762,signup_started,2026-06-21T13:25:00Z,u_0762_s01,ins_u_0762_001,{},v2.3.0-fixed +evt_003349,u_0116,signup_started,2026-06-21T13:28:00Z,u_0116_s01,ins_u_0116_001,{},v2.3.0-fixed +evt_003350,u_0426,profile_saved,2026-06-21T13:29:00Z,u_0426_s01,ins_u_0426_003,{},v2.3.0-fixed 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""2026-06-21T17:10:00Z""}",v2.3.0-fixed +evt_003520,u_0766,signup_started,2026-06-21T17:13:00Z,u_0766_s01,ins_u_0766_001,{},v2.3.0-fixed +evt_003521,u_0409,signup_completed,2026-06-21T17:14:00Z,u_0409_s01,ins_u_0409_002,{},v2.3.0-fixed +evt_003522,u_0632,signup_started,2026-06-21T17:15:00Z,u_0632_s01,ins_u_0632_001,{},v2.3.0-fixed +evt_003523,u_0198,signup_started,2026-06-21T17:17:00Z,u_0198_s01,ins_u_0198_001,{},v2.3.0-fixed +evt_003524,u_0091,feature_used,2026-06-21T17:18:00Z,u_0091_s01,ins_u_0091_005,"{""feature"": ""insights""}",v2.3.0-fixed +evt_003525,u_0766,signup_completed,2026-06-21T17:18:00Z,u_0766_s01,ins_u_0766_002,{},v2.3.0-fixed +evt_003526,u_0409,session_abandoned,2026-06-21T17:19:00Z,u_0409_s01,ins_u_0409_003,{},v2.3.0-fixed +evt_003527,u_0493,profile_saved,2026-06-21T17:19:00Z,u_0493_s01,ins_u_0493_003,{},v2.3.0-fixed +evt_003528,u_0632,signup_completed,2026-06-21T17:20:00Z,u_0632_s01,ins_u_0632_002,{},v2.3.0-fixed 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+evt_004058,u_0280,return_visit,2026-07-11T10:55:00Z,u_0280_s03,ins_u_0280_009,{},v2.3.0-fixed +evt_004059,u_0280,feature_used,2026-07-11T10:59:00Z,u_0280_s03,ins_u_0280_010,"{""feature"": ""board""}",v2.3.0-fixed diff --git a/data/seed/releases/v2.3.0-fixed/manifest.json b/data/seed/releases/v2.3.0-fixed/manifest.json new file mode 100644 index 0000000..1ba3f93 --- /dev/null +++ b/data/seed/releases/v2.3.0-fixed/manifest.json @@ -0,0 +1,9 @@ +{ + "ended_at": "2026-06-21T23:59:59Z", + "events": 4059, + "experiment": false, + "generator_seed": 2401, + "release": "v2.3.0-fixed", + "started_at": "2026-06-15T00:00:00Z", + "users": 800 +} diff --git a/docs/DEPLOYMENT.md b/docs/DEPLOYMENT.md index 67671c8..affba78 100644 --- a/docs/DEPLOYMENT.md +++ b/docs/DEPLOYMENT.md @@ -8,6 +8,9 @@ GitHub Pages serves the static Next export from branch `gh-pages` with `basePath ### Rebuild Pages payload ```bash +# 1) regenerate the release-intelligence snapshot from backend services +python scripts/generate_release_snapshot.py + cd apps/web set GITHUB_PAGES=true # Windows PowerShell: $env:GITHUB_PAGES="true" npm run build diff --git a/docs/IMPLEMENTATION_BASELINE.md b/docs/IMPLEMENTATION_BASELINE.md new file mode 100644 index 0000000..6210b69 --- /dev/null +++ b/docs/IMPLEMENTATION_BASELINE.md @@ -0,0 +1,75 @@ +# Implementation Baseline — Release Intelligence + +> Data: 2026-08-22 · Branch base: `main @ 5f8dd3c` (merge do PR #1 `chore/portfolio-quality-pass`) +> Context pack: `PROJECT_CONTEXT_PACK.zip` (HEAD observado na coleta: `e814b9d`) + +## 1. Arquitetura atual (verificada no código, não no pack) + +```text +data/seed/events_demo.csv (~970 eventos sintéticos; colunas: + event_id,user_id,event_name,ts,session_id,properties) + │ + ▼ +apps/api/app/services/analytics.py (loader com lru_cache, funil aninhado + │ unique-user, cohorts semanais W0–W4, + │ journey graph NetworkX, segments, + │ friction, opportunity memo) + ▼ +apps/api/app/api/*.py → FastAPI + schemas Pydantic (app/models/schemas.py) + │ + ├─► apps/web/lib/demo-snapshot.json (snapshot estático, lab.ts) + │ └─► Next.js App Router (page.tsx, Recharts) + └─► CI: .github/workflows/ci.yml (pytest+ruff / lint+typecheck+build) + +Deploy: GitHub Pages (branch gh-pages, legacy) + Vercel-ready web app. +``` + +## 2. O que será reutilizado (reuse-first) + +| Ativo | Uso no Release Intelligence | +|---|---| +| `analytics.py::_events()` | Padrão de loader estendido para fixtures por release | +| Funil nested-unique-users | Método canônico reusado em `release_compare.py` (raw vs trusted) | +| Journey graph (Counter de transições por sessão) | Base para `journey_diff.py` | +| `models/schemas.py` (Pydantic v2) | Padrão para `schemas/release.py` | +| `tests/test_api.py` (TestClient) | Padrão para novos testes | +| Componentes web (`KpiCard`, `FunnelChart`, `CohortMatrix`) | Reuso nas telas de release | +| CI existente (2 jobs) | Estendido com golden scenarios + secret scan | + +## 3. O que será criado (não existe em nenhum estado do repo) + +- `data/contracts/events.yml` — contratos versionados de tracking +- `scripts/generate_release_fixture.py` — fixtures determinísticas por release +- `data/seed/releases/` — v2.2.0-healthy, v2.3.0-buggy, v2.3.0-fixed +- `apps/api/app/services/instrumentation.py` — validador de instrumentação +- `apps/api/app/services/release_compare.py` — comparação raw vs trusted +- `apps/api/app/services/journey_diff.py` — diff de grafos de jornada +- `apps/api/app/schemas/release.py` — modelos Pydantic de release +- `apps/api/tests/test_instrumentation.py`, `test_release_compare.py` +- `apps/web/app/releases/` + `apps/web/components/release/` +- `apps/web/public/data/release-intelligence.json` +- `docs/RELEASE_INTELLIGENCE_METHOD.md` + +## 4. Divergências repo vs PROJECT_CONTEXT_PACK + +1. **Colunas ausentes:** o CSV atual não tem `release` nem `insert_id`. O gerador novo emite essas colunas; o loader legado permanece intacto (compatibilidade). +2. **Pack interno inconsistente:** Task 6 ("Uncertainty") aponta `journey_diff.py` como arquivo primário e Task 7 aponta `schemas/release.py`. Resolução: ICs (Wilson) vivem em `release_compare.py`; diff de grafos em `journey_diff.py`. Contratos semânticos do design spec preservados. +3. **CI já existe** no pós-merge (o pack presumia ausência) → estender, não criar. +4. **README do main citava DuckDB** sem dependência real em `requirements.txt` — claim falso removido durante a resolução do merge do PR #1. + +## 5. Riscos + +| Nível | Risco | Mitigação | +|---|---|---| +| P0 | Golden scenario mal calibrado (buggy release não detectada) | Fixtures com counts esperados asseridos byte-a-byte + mutation sanity | +| P0 | Claim causal indevido em UI/docs | Flag `experiment:false`; testes bloqueiam linguagem causal | +| P1 | Snapshot estático divergir do backend | JSON gerado pelos mesmos services do backend (fonte única) | +| P1 | Regressão no pipeline legado ao tocar loader | Loader novo isolado; suite existente deve continuar verde | +| P2 | Pages desatualizado após merge | Script de regeração documentado + smoke pós-merge | + +## 6. Trabalho prévio recuperado + +PR #1 (`chore/portfolio-quality-pass`) continha CI, ruff.toml, schemas Pydantic, +componentes web e docs de arquitetura — **mergeado em `5f8dd3c`** após resolução +de conflito de README (mantido template bilíngue PT-BR/EN do main + conteúdo do PR). +Nenhum trabalho foi descartado. diff --git a/docs/RELEASE_INTELLIGENCE_METHOD.md b/docs/RELEASE_INTELLIGENCE_METHOD.md new file mode 100644 index 0000000..dcc8a48 --- /dev/null +++ b/docs/RELEASE_INTELLIGENCE_METHOD.md @@ -0,0 +1,73 @@ +# Release Intelligence — Method + +> How BehaviorGraph decides whether a release actually improved behavior or just broke instrumentation. + +## Problem + +After a release, dashboards compare funnels and cohorts across versions. If a client bug makes an event fire early (or fire twice), conversion **looks** different and teams ship wrong conclusions. Dashboards count events; they rarely validate what events mean first. + +## Approach: contracts gate comparisons + +Every comparison runs against a versioned tracking contract (`data/contracts/events.yml`). The contract declares, per event: + +| Field | Meaning | +|---|---| +| `owner` | Accountable team | +| `required_properties` | Props that must be present on every occurrence | +| `must_follow` | Events that must occur earlier in the same session | +| `max_per_user_session` | Cardinality ceiling per session | +| `introduced_in` | Release that introduced the event | + +## Violation codes + +| Code | Severity | Meaning | +|---|---|---| +| `missing_required_property` | block | Occurrence lacks a required prop | +| `order_violation` | block | `must_follow` prerequisite not seen earlier in-session | +| `duplicate_insert_id` | block | Client retry reused an insert_id (dedup keeps first) | +| `cardinality_breach` | block | More than `max_per_user_session` occurrences in one session | +| `event_drift` | warning | Per-user rate >1.25× baseline release (heuristic) | +| `unknown_event` | warning | Event not declared in the contract — reported, never silently dropped | + +**Trusted view** = raw stream minus rows failing any block-level check. Unknown events stay in raw data; they are excluded only from contract-gated metrics. + +## Raw vs trusted funnels + +Both funnels count **unique users per step**, relative to signup starters: + +- **Raw**: every ingested event counts — exactly what a naive dashboard shows. +- **Trusted**: same counting after removing contract-invalid rows. + +The deliberate looseness of the raw view is the point: it is the view that gets fooled. When buggy release v2.3 fires `onboarding_completed` before `profile_saved`, raw metrics inflate while trusted metrics do not move. + +## Verdicts + +For each release vs baseline (`v2.2.0-healthy`), find the step with the largest raw user gain: + +- gain ≤ threshold → `baseline`/`no_change` +- raw gain present AND trusted gain survives (>+5%) → **`real_improvement`** +- raw gain present AND trusted gain vanishes → **`instrumentation_artifact`** + +## Uncertainty + +Activation rates carry **Wilson score intervals** (95%). All statements are observational; causal language requires an explicit experiment flag (`experiment: false` in every fixture manifest). + +## Golden scenarios (fixtures are deterministic, seeds fixed) + +| ID | Scenario | Expected | +|---|---|---| +| G1 | v2.2 healthy contracts | status `pass`, zero violations | +| G2 | v2.3 buggy order bug | `order_violation` BLOCK, ≥20 users with evidence | +| G3 | Raw looks better, trusted removes it | buggy raw `onboarding_completed` +24.3% → trusted −0.9%, classification `instrumentation_artifact` | +| G4 | Duplicate insert_id | `duplicate_insert_id` violation + dedup shrinks trusted stream | +| G5 | Real improvement survives filter | fixed activation +9.1% raw AND +9.1% trusted, classification `real_improvement` | +| G6 | Unknown event | `upsell_modal_shown` warning; rows kept in raw | + +All six are asserted in `apps/api/tests/test_instrumentation.py` and `test_release_compare.py`. Mutation sanity was performed locally: disabling order detection breaks G2; disabling dedup breaks G4 (mutations never committed). + +## Limitations + +- Synthetic fixtures only — no real users, no PII. +- Drift detection is a heuristic rate comparison, not anomaly modeling. +- Journey diff is descriptive evidence, not attribution. +- Session scope: sequence constraints apply within sessions. diff --git a/scripts/generate_release_fixture.py b/scripts/generate_release_fixture.py new file mode 100644 index 0000000..3c21401 --- /dev/null +++ b/scripts/generate_release_fixture.py @@ -0,0 +1,48 @@ +"""Generate deterministic release fixtures into data/seed/releases/. + +Usage: + python scripts/generate_release_fixture.py # all releases + python scripts/generate_release_fixture.py v2.3.0-buggy +""" + +from __future__ import annotations + +import json +import sys +from pathlib import Path + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT / "apps" / "api")) + +from app.services.release_fixture import ( # noqa: E402 + RELEASE_PROFILES, + RELEASES, + build_release_frame, + release_manifest, +) + +OUT_DIR = ROOT / "data" / "seed" / "releases" + + +def write_release(release: str) -> None: + target = OUT_DIR / release + target.mkdir(parents=True, exist_ok=True) + frame = build_release_frame(release) + csv_path = target / "events.csv" + frame.to_csv(csv_path, index=False, lineterminator="\n") + manifest_path = target / "manifest.json" + manifest_path.write_text( + json.dumps(release_manifest(release), indent=2, sort_keys=True) + "\n", + encoding="utf-8", + ) + print(f"{release}: {len(frame)} events -> {csv_path.relative_to(ROOT)}") + + +if __name__ == "__main__": + requested = sys.argv[1:] + selected = [r for r in RELEASES if not requested or r in requested] + unknown = [r for r in requested if r not in RELEASE_PROFILES] + if unknown: + raise SystemExit(f"unknown releases: {', '.join(unknown)}") + for release in selected: + write_release(release) diff --git a/scripts/generate_release_snapshot.py b/scripts/generate_release_snapshot.py new file mode 100644 index 0000000..702e66d --- /dev/null +++ b/scripts/generate_release_snapshot.py @@ -0,0 +1,83 @@ +"""Pre-compute the release-intelligence demo snapshot for the static web lab. + +Writes one payload to two destinations: +* apps/web/public/data/release-intelligence.json (public artifact / download) +* apps/web/lib/release-intelligence.json (bundled import, Pages-safe) + +Backend services remain the single source of truth. +""" + +from __future__ import annotations + +import json +import sys +from pathlib import Path + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT / "apps" / "api")) + +from app.services.instrumentation import validate_release # noqa: E402 +from app.services.journey_diff import diff_journeys # noqa: E402 +from app.services.release_compare import BASELINE_RELEASE, build_overview # noqa: E402 +from app.services.release_fixture import RELEASES # noqa: E402 + + +def build_payload() -> dict: + overview = build_overview() + instrumentation = {} + for release in RELEASES: + report = validate_release(release) + instrumentation[release] = { + "release": release, + "total_events": report.total_events, + "trusted_events": report.trusted_events, + "status": report.status, + "unknown_events": list(report.unknown_events), + "violations": [ + { + "event_name": v.event_name, + "code": v.code, + "severity": v.severity, + "user_count": v.user_count, + "evidence_count": v.evidence_count, + } + for v in report.violations + ], + } + journey_diffs = {} + for release in RELEASES: + if release == BASELINE_RELEASE: + continue + journey_diffs[release] = diff_journeys( + BASELINE_RELEASE, release, min_support=20 + ) + return { + **overview, + "instrumentation": instrumentation, + "journey_diffs": journey_diffs, + "limitations": [ + "Synthetic fixtures only — no real user tracking, no PII.", + "Rates are observational; no causal effect without an experiment flag.", + "Trusted funnel drops contract-invalid rows; unknown events are reported, never silently dropped.", + "Event drift compares per-user rates against the baseline release (heuristic threshold).", + ], + } + + +def main() -> None: + payload = build_payload() + public_dir = ROOT / "apps" / "web" / "public" / "data" + lib_dir = ROOT / "apps" / "web" / "lib" + public_dir.mkdir(parents=True, exist_ok=True) + + text = json.dumps(payload, indent=2, sort_keys=True) + "\n" + public_path = public_dir / "release-intelligence.json" + lib_path = lib_dir / "release-intelligence.json" + public_path.write_text(text, encoding="utf-8") + lib_path.write_text(text, encoding="utf-8") + print(f"snapshot -> {public_path.relative_to(ROOT)} ({len(text)} bytes)") + print(f"snapshot -> {lib_path.relative_to(ROOT)}") + + +if __name__ == "__main__": + main()