Systems

Technical range in service of one accountable answer

Integration breadth matters because the business question rarely respects a software boundary. This is a capability map, not a claim that every system is connected in every engagement.

Level A — Implemented in evidenced work

Level B — Tested connector capability; public production scope not asserted

Level C — Read-only, handoff or bounded capability

Advertising, discovery and feeds

  • Google Ads API Level A
  • Google Merchant Center reporting APIs Level A
  • Google Analytics 4 Level A
  • Google Search Console Level A
  • Microsoft Advertising Level A
  • Meta Advertising Level B
See relevant evidence →

Warehouses, analytics and BI

  • Amazon Redshift Level A
  • Snowflake Level A
  • AWS QuickSight Level A
  • DuckDB Level A
  • SQLite Level A
  • SQL and REST APIs Level A
See relevant evidence →

Commerce, accounting and operations

  • Xero Level A
  • Point-of-sale and order systems Level A
  • Payment and settlement data Level A
  • WooCommerce / WordPress Level C
  • Zoho Books Level C
  • WhatsApp handoff Level C
See relevant evidence →

Lifecycle and customer operations

  • First-party sales and CRM data Level A
  • Customer.io Level B
  • Profile and event workflows Level B
See relevant evidence →

Engineering and controlled delivery

  • Python Level A
  • TypeScript Level A
  • Version control Level A
  • Scheduled monitoring workflows Level A
  • Cloudflare runtime Level C
See relevant evidence →