Action / Business automation and AI evaluation

Prepare resumable API ingestion

Prepare resumable API ingestion in Proforma. Define bounded batches, checkpoints and upsert keys, then review provider behavior before running a backfill.

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Your starting prompt.

Draft a resumable ingestion Action for [permitted API resource]. Inspect existing integration Actions first, then define bounded batches, durable checkpoints, stable upsert keys and explicit database selection. Use the Action runtime yield and continuation helpers and record the next cursor only after verified writes. Explain retry and rate-limit behavior with synthetic examples. Require a configured Connection or workspace secret; do not run ingestion or activate a schedule during preparation.

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Method and review

Keep the assumptions visible.

Define inputs, outputs, permissions and failure conditions before implementing an Action. Evaluate AI against representative labeled examples and retain human approval for consequential steps.

For this task, check

The integration owner should verify cursor consistency and idempotent writes against provider behavior before a live backfill.

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Before you begin

Authorized API resource and configured Connection or workspace secret
Permitted Source writes and configured Action runtime
Release review before recurring execution

Repeat execution requires a configured Action. Agree the scope and authority before any external changes or messages.

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