{
  "id": "uc_2026_000137",
  "slug": "angellist-devin-snowflake-migration",
  "title": "How did AngelList speed a Redshift-to-Snowflake migration with Devin?",
  "answer": "AngelList used Devin to finish a Redshift-to-Snowflake migration, including the Metabase cutover. Cognition reports the cutover landed 5.2x faster than the team's trajectory, which had been trending six months late and would have required three or four more engineers.",
  "industry": "financial-services",
  "sub_industry": "Fund administration",
  "roles": [
    "software-engineering"
  ],
  "function": "it",
  "tasks": [
    "data-migration",
    "dashboard-migration"
  ],
  "agent_pattern": "autonomous-agent",
  "autonomy_level": 2,
  "tools": [
    {
      "name": "Devin",
      "vendor": "Cognition",
      "url": null,
      "affiliate": false
    }
  ],
  "deployment_status": "production",
  "organization": {
    "name": "AngelList",
    "type": "venture fund administration platform",
    "named": true
  },
  "outcomes": [
    {
      "metric": "migration speed",
      "value": "5.2x faster",
      "source_ref": 1,
      "self_reported": true
    }
  ],
  "sources": [
    {
      "url": "https://devin.ai/customers/angellist",
      "publisher": "Cognition (Devin)",
      "title": "How AngelList Completed a Redshift-to-Snowflake Migration 5.2x Faster with Devin",
      "published": null,
      "type": "vendor-customer-story",
      "quote": "How AngelList Completed a Redshift-to-Snowflake Migration 5.2x Faster with Devin",
      "independent": false,
      "accessed": "2026-10-17",
      "ref": 1
    }
  ],
  "how_it_works": [
    "Devin migrates queries and dashboards.",
    "A data engineer owns the cutover and reviews Devin's work."
  ],
  "risks_compliance": [
    "Agent-written code requires human review and testing",
    "Vendor-published results; not independently audited"
  ],
  "medtech_relevance": null,
  "notes": [],
  "models": [],
  "integrations": [],
  "related": [],
  "first_seen": "2026-10-17",
  "last_verified": "2026-10-17",
  "sponsored": false,
  "license": "CC BY 4.0 (summary text); quotes and sources belong to their owners",
  "evidence_grade": "B",
  "grade_rationale": "Named organization with a quantified outcome from the vendor or the organization itself (self-reported).",
  "verification": {
    "checked": "2026-10-17",
    "checker": "pipeline.verify (quote match + outcome-number match)",
    "methods": [
      "auto:fetch"
    ],
    "quotes_matched": 1,
    "quotes_total": 1,
    "claims_matched": 1,
    "claims_total": 1,
    "passed": true
  },
  "url": "https://agentcasefile.com/cases/angellist-devin-snowflake-migration/",
  "industry_label": "Banking & Financial Services",
  "role_labels": [
    "Software Engineering"
  ],
  "vertical": null
}