A flowchart on a blue background with a white logo in the top left. The chart suggests different workflows with corresponding latency needs: Fraud detection in milliseconds, Supply chain in hourly intervals, RevOps in minutes, and Finance reconciliation in daily intervals. The text emphasizes that one pipeline shouldn't manage all workflows due to varying latency requirements.
A flowchart comparing data ingestion methods: COPY INTO (hours), Snowpipe (minutes), Snowpipe Streaming (seconds), and Openflow (configurable). Text below notes the inefficiency of using a single method. Estuary's logo is in the top left corner.
"Real time vs. batch" is the wrong question to ask when building Snowflake pipelines.
Mapping each data stream to the business outcome it serves can create a data ingestion strategy that makes all your stakeholders happy.
Check out the full blog: https://bit.ly/4v5Q3E0