DigitalOcean
DigitalOcean is the developer cloud, offering droplets, managed databases, and Kubernetes. With Kestra's dedicated plugin, teams orchestrate the whole account with event-driven flows.
Snowflake runs the SQL, the warehouse and the stage. Kestra decides when it runs, what feeds it and what runs next, from file arrival to dbt transforms.
The io.kestra.plugin.jdbc.snowflake plugin turns stage uploads, COPY INTO, multi-statement transactions and polling triggers into declarative tasks that chain with Airbyte ingestion and dbt in one flow.
Upload pushes a file to a Snowflake stage, then Query runs the COPY INTO. A failed COPY retries without uploading the file again.
Queries runs the staging COPY, the MERGE and the watermark update as one transaction, so a failure rolls back and no partial batch lands.
The Snowflake Trigger polls the warehouse and starts a flow when a query returns rows, then marks them processed with afterSQL.
Resume a warehouse, run the workload and suspend it in the same flow. Query tags tie credit usage back to the execution that issued each statement.