# Market Backend Metrics CSV Implementation Plan > **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking. **Goal:** Extend CSV export so it appends the six backend metrics already stored on each market record. **Architecture:** Keep the existing export flow intact and modify only the CSV column definition layer. Reuse `MarketRecord.backendMetrics` as the sole source for the six new CSV columns so the exported data matches what the plugin already loaded into memory. **Tech Stack:** TypeScript, existing market CSV exporter, Vitest --- ## File Map - Modify: `src/content/market/csv-exporter.ts` - Append six backend metrics columns after existing CSV columns. - Modify: `tests/csv-exporter.test.ts` - Add failing tests for backend metric headers and values. ### Task 1: Backend Metrics CSV Columns **Files:** - Modify: `tests/csv-exporter.test.ts` - Modify: `src/content/market/csv-exporter.ts` - [ ] **Step 1: Write the failing CSV exporter tests** Add tests for: - the six backend metric headers appended after current columns - backend metric values exported from `record.backendMetrics` - blank cells when `backendMetrics` is absent - [ ] **Step 2: Run test to verify it fails** Run: `npm test -- tests/csv-exporter.test.ts` Expected: FAIL because the exporter does not include backend metric columns yet. - [ ] **Step 3: Write the minimal exporter change** Append these six columns: - `看后搜率` - `看后搜数` - `新增A3数` - `新增A3率` - `CPA3` - `cp_search` Each column reads from: - `record.backendMetrics?.afterViewSearchRate` - `record.backendMetrics?.afterViewSearchCount` - `record.backendMetrics?.a3IncreaseCount` - `record.backendMetrics?.newA3Rate` - `record.backendMetrics?.cpa3` - `record.backendMetrics?.cpSearch` - [ ] **Step 4: Run test to verify it passes** Run: `npm test -- tests/csv-exporter.test.ts` Expected: PASS - [ ] **Step 5: Run full verification** Run: ```bash npm test npm run build ``` Expected: - full test suite passes - build succeeds - [ ] **Step 6: Commit** ```bash git add src/content/market/csv-exporter.ts tests/csv-exporter.test.ts docs/superpowers/specs/2026-04-22-market-backend-metrics-csv-design.md docs/superpowers/plans/2026-04-22-market-backend-metrics-csv.md git commit -m "feat: export backend metrics in csv" ```