An independent publicationEvery case sourced, dated & graded A–DGet the weekly Casefile →
Grade BproductionSource date Oct 17, 2026· Last verified Oct 17, 2026

How did AngelList speed a Redshift-to-Snowflake migration with Devin?

AngelList · Banking & Financial Services

Header image: Trading charts across several screens

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.

Reported outcomes

migration speed
5.2x faster
Source [1] · self-reported

Outcomes are reported exactly as stated by the source; we have not independently audited them.

How it works

  1. Devin migrates queries and dashboards.
  2. 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
Build this yourself

Tools mentioned & how to build it

Disclosure: Some links may earn us a commission; it never affects grades. Tools are listed by fit to this case, never by payment.

Tools mentioned

  • Devin (Cognition)
    Autonomous AI software engineer from Cognition.

Build a version yourself

  • n8n
    Open-source workflow automation with AI agent nodes; self-host or cloud.
  • Relevance AI
    Build an 'AI workforce' of agents, e.g. BDR agents that research and book meetings.

All tools by category →

Sources

[1]Cognition (Devin)· vendor customer story· Undated (accessed Oct 17, 2026)
“How AngelList Completed a Redshift-to-Snowflake Migration 5.2x Faster with Devin”
How AngelList Completed a Redshift-to-Snowflake Migration 5.2x Faster with Devin

Grade rationale: Named organization with a quantified outcome from the vendor or the organization itself (self-reported). Automated check on Oct 17, 2026: 1/1 quotes and 1/1 outcome claims matched the source. Compiled by the Agent Casefile research desk (AI-assisted; see methodology). Spot an error? Request a correction.

Keep reading

Related cases