Brainforge Knowledge

DATA_PLATFORM_DOC_UPDATE_SUMMARY_2026-03-10

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Data Platform Doc Update Summary — Amble

Date: 2026-03-10
Sheet: Brainforge x Amble - Data Platform Documentation

What was filled

Standard tabs created (per playbook)

  • ReadMe retained (alias for How to Use This File). Updated date set to March 10, 2026.
  • External Data Sources retained as reference tab (cookie/param table). Unchanged.
  • Nine new standard tabs created with header rows, then filled:
    • Business Context — 9 rows: Client Name, Industry, Revenue Drivers, Relevance of Our Work, Company Size, Market Scope, Tech Stack, Customer Profile, Data Maturity (from vault PROJECT_CONTEXT and README).
    • Teams — 3 rows: Amble, Brainforge, MinuteMD.
    • Data Stakeholders — 5 rows: Zak, Rob, Robert Tseng, Zoran Selinger, Brylle Girang (Role, Team, Brainforge Team). Email TBD for Zak and Rob (red).
    • Naming Taxonomy Conventions — 1 row TBD (red).
    • Data Tools & Costs — 2 rows: Cloudflare (CDN/Edge), BigQuery (Data Warehouse).
    • Data Sources — 1 row: Amble Edge (Cloudflare Workers), E2A domain, P0, description, Owner Zoran, Pipeline Tool Cloudflare Workers, Real-time, BigQuery; Destination TBD (red).
    • Core Metrics & Lineage — 1 placeholder row (Attribution domain; many TBD).
    • Dashboards — 1 row TBD (red).
    • Reverse ETL / Outbound Pipelines — 1 row TBD (red).

Red highlight (no/TBD)

  • Data Stakeholders B2:B3 (Zak, Rob email TBD).
  • Data Sources J2 (Destination TBD).
  • Naming Taxonomy Conventions A2:D2.
  • Dashboards A2:H2.
  • Reverse ETL / Outbound Pipelines A2:G2.
  • ReadMe Training Videos (B15) remained TBD from prior run.

Sources used

  • standards/02-writing/data-platform-documentation-standard-tabs-sheets.md — standard tab names, aliases, column headers.
  • knowledge/clients/amble/README.md, resources/PROJECT_CONTEXT.md — client name, scope, stakeholders, tech stack.
  • Linear — Amble/MinuteMD board context (AMB-*, rollout, E2A).
  • Google Workspace MCP — get_spreadsheet_info, create_sheet, modify_sheet_values, format_sheet_range.

Left for client confirmation

  • Data Stakeholders: Zak and Rob email addresses.
  • Data Sources: BigQuery destination (schema/table).
  • Naming Taxonomy Conventions: Schema, table, column, campaign naming rules.
  • Core Metrics & Lineage: Metric definitions as metrics are modeled.
  • Dashboards: Inventory when dashboards/reports go live.
  • Reverse ETL: Outbound pipelines if any.
  • ReadMe: Training Videos links when available.

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