 amdimchina bhaagam nundi ,  spark streaming choose maddatu unna viniyogadaarulanu sangrahinchandi .  vatini kaamaatho vary chaeyamdi .
 spark streaming streaming analytics cheyadanki spark korr yokka vaegavanthamaina scheduling saamardhyaanni upayogistundi .  idi minii - batch ‌ lalo deetaanu teesukuntundi mariyu aa minii - batch ‌ l datapai  RDD  roopaantaraalanu nirvahisthundhi .  yea design streaming analytics ‌ loo upayoginchadaaniki batch analytics choose vraasina adae aplication kood sett ‌ nu anumatistundi ,  tadwara lambda arkhitekture ‌ ni sulabhamgaa amalu cheeyadam sulabhatharam chesthundu .  ayithe ,  yea soulabhyam chinna - batch vyavadhiki samaanamaina jaapyam yokka penaaltiitoe osthundi .  minii - batch ‌ lalo kakunda ewent dwara ewent ‌ nu prosess chese itara streaming deetaa injin ‌ lalo starm mariyu flink yokka streaming bhaagam unnayi .  spark streaming kafka ,  flume ,  tvittar ,  jrom ‌ queue ,  cinesis mariyu  TCP/IP  sacket ‌ l nundi viniyoginchadaaniki antarnirmita maddathunu kaligi Pali .

Spark 2.x loo ,  structured streaming ani piluvabadee dataset ‌ lapai aadhaarapadina pratyeka saanketikata ,  streaming ‌ ku madduthugaa unnanatha - stayi inter ‌ phas ‌ nu kaligi umtumdi .

 spark ‌ ni saampradaya aan - praamgana deetaa senter ‌ loo alaage cloud ‌ loo amarchavachhu .
 kafka ,  flume ,  tvittar ,  jroenku ,  cinesis , TCP/IP  saaketlu 