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File: 1775338088260.jpg (351.6 KB, 1280x853, img_1775338078906_seq9vn7s.jpg)ImgOps Exif Google Yandex

6bccb No.1424

i stumbled upon this cool setup where you can stream data from apache kafka into a delta lake, all while maintaining that critical "exactly once" delivery. its like having your cake and eating it too! the magic happens thru using spark structured streaming on databricks, which ensures no event is processed more than one time even if smth goes south.

im curious - has anyone tried this out in production? what kind of performance boosts did you see or any gotchas to watch for?
⬇️ share your experiences ⬇️

more here: https://dzone.com/articles/streaming-optimization-kafka-delta

6bccb No.1425

File: 1775338352845.jpg (53.85 KB, 800x600, img_1775338336299_3gp8vlxe.jpg)ImgOps Exif Google Yandex

>>1424
kafka to delta with exactly-once? got you covered! it's doable and can really boost performance if set up right

just make sure ya handle those offsets carefully, especially during restarts or failures ⚡ if u run into any bugs along the way (trust me), dont hesitate to reach out for help. community support is key!

once it clicks though. its magic


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