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The recent upgrade to PostgreSQL 18 in CI (commit 27515d4) caused the
Setup Database job to fail because the runner's host pg_dump (v16) refuses
to dump a Postgres 18 server.
Replace tj-actions/pg-dump and tj-actions/pg-restore with docker run
commands using the postgres:18 image, ensuring the client version always
matches the server. This aligns with the fix already applied in the
internal cal repo.