Qeexid
Nidaamyada streaming-ka (Kafka, Pub/Sub, Kinesis) waxay dhaqaajiyaan dhacdooyinka isla markaad dhacaan. Isticmaaleyaashu (consumers) waxay cusboonaysiiyaan dashboard-yada, kicinaha, ama sifooyinka online-ka daahid-yare leh.
Farsamaynta hal-mar-oo-sax-ah (exactly-once), dhacdooyinka daahay, iyo daaqadaha (windowing) waa caqabadaha aasaasiga ah ee streaming-ka.
Si fudud
Batch-ku waa in aad boostada sanduuqaaga hubiso hal jeer maalintii. Streaming-ku waa in aad albaabka istaagto marka waraaqaha imanayaan.
Halka aad ka aragto
- Digniinaha khiyaanada gudaha ilbiriqsiyo ka dib dhaqdhaqaaq lacageed.
- Sifooyinka talooyinka nool oo ka yimaada click-yadii dhawaa.
Sida ay u shaqeyso
1.Soo saar dhacdooyinka
App-yadu waxay ku qoraan log ama mowduuc (topic).
2.Isticmaal
Shaqaalayaashu (workers) waxay farsameeyaan daaqadaha dhacdooyinka.
3.Cusboonaysii xaaladda
Sink-yadu waxay ku qoraan kaydadka, sifooyinka, ama digniinaha.
Maxay muhiim u tahay
- Badeecooyin badan oo ML ah waxay u baahan yihiin calaamado cusub — streaming waxay ka ilaalisaa sifooyinka duugoobidda.
Inta badan la khaldo
Streaming had iyo jeer wuxuu beddelaa batch.
Batch wali waa mid fudud oo jaban shaqooyin badan oo falanqayn iyo tababar; isku-dar (hybrid) ayaa caan ah.