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Status: Reference DuckBrain ingests through two lanes, both landing in the same bronze envelope:
  • Lane A — local crawlers (bulk + private). The *crawl family archives each platform into local SQLite; DuckBrain attaches the archive read-only and maps it in. Crawlers install automatically from the init platform picker.
  • Lane B — SaaS connectors (incremental). Pipedream/Composio behind one proxy-first interface, for sources with no local crawler (Gmail, Calendar). Backfills prefer provider-native exports (e.g. Google Takeout) over API crawls.