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7 recipes · 44 steps · about 45 minutes of reading
Every dashboard your team checks is already a few hours behind by the time anyone looks at it.
You want every change out of a database, but nobody will grant you access to its transaction log.
The table you need has forty million rows, and change streaming can't start until every one of them is captured.
Your consumer crashes right before it commits its Kafka offset, and every row it just wrote lands in the table twice.
Someone deletes a customer in the source database, and the same row is still sitting in your warehouse table a week later.
A developer on another team adds one column to a table, and three of your downstream jobs go down within the hour.
A CDC connector goes down quietly on a Friday, and by Monday your database is minutes from running out of disk space.
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