 , kunan pacha willaykunawan purichisqa pachakunapi ruwaykuna exponencial wiñayninmanta rimarqayku. Askha ruwanakuna, yuyaysapa dispositivokuna, makinakuna tukuy muyuriqniykupi kaptin, mayk'a willay ruwasqakuna hatun kanku. Hinallataq, imayna huk orquestación plataforma yanapanman kay ruwaykuna allin ruwanakunaman chayachiyta maskarqaniku. Ichaqa, eventokuna apachiyqa manapaschá suficientechu kanman negociokuna huk impacto ruwanankupaq. Qhipa qillqasqaypi  Kay ruwaykunata t'aqwispa, llamk'achiqkunap ruwayninta hamut'anapaq, negociokuna aswan yachaysapa tanteayta ruwaspa rantiqninkunaman aswan allinta yanapayta atinku. Chiqa pacha t'aqwiy plataforma yanapakuy atikunman tikrayta ruwaypa willayta sumaq yuyayman.  Kay qillqa imayna huk chiqa pacha t'aqwiy plataforma ruwayta maskan AWS kaqwan, atikuq allichaykunata chaninchaspa, chaymanta huk llamkanamanta llamkanaman pusayta qun huk escalable chaymanta atikuq plataforma ruwanapaq. Kay plataforma ruwayqa kimsa ruwaykunata ruwan: willayta mikhuy, ruway, tapuy ima. Chiqa pacha t'aqwiyqa sapa kuti tendenciakuna chaymanta ruwanakuna pachawan t'inkikun - sichus ruwaqpa ruwaynin utaq sistema ruwaynin.  Tiempo-serie nisqa willakuykunaqa naturalmentem sucesokunata qatiqninpi organizan, chaymi mana sasachu datoskunata huk ratomanta huk ratoman t'aqwiy. Tiempo-serie waqaychayqa kay necesidadwan allinta tupan, ruwanakuna mitricakuna yupayta saqin. AWS SQS, Lambda, Timestream chaymanta Quicksight hina yanapakuykunata qun chaymanta mana pantasqa kuska llamk'anku kay plataforma ruwanapaq.  Kimsa hatun rakikuna kanku chiqa pacha t'aqwiy plataforma ruwaypi    : Ruwaykunamanta lluqsisqa ruwaykuna AWS kaqman Amazon Kinesis kaqninta utaq chiqalla SQS kaqman puriyta atinku. Willayta Mikhuy    : AWS Lambda willayta ruwayta atin chaymanta Timesream kaqman qillqayta atin. Willayta Ruway    : Sapanchasqa tablakuna utaq Quicksight Timestream kaqwan tinkiyta atinku qhawaypaq chaymanta qhawaykunapaq Rikuchiy & Tapuy  Uraypi siq'iqa t'aqwiy plataformap arquitecturanta rikuchin   Pacha puririynin  Amazon   , AWS kaqpa pacha-serie willaypa tiyapuynin, ruwasqa kachkan sasachakuykunata ruwanapaq chaymanta hatun willaykunata allinta t'aqwiypaq. Timestream mana servidorniyuq, escalable chaymanta allin ruwanakuna chiqa pacha willay t'aqwiyta mañaq. Paypa hatun ruwayninkunaqa kayhinam: Timestream    : Sapa p'unchawpi hunu waranqa waranqa ruwaykunata ruwayta atin, kikinmanta hatunyachiy mañakuy hunt'anapaq. Kikinmanta hatunyachiy    : 1000 kutikama aswan utqaylla tapuy ruwayta qun relacional willay tantanakunawan tupachisqa. Ruway    : AWS kaqwan tukuyninpi kamachisqa, hawa qullqita pisiyachispa. Mana servidorniyuq    : Allinchasqa waqaychay patakuna qhipa (yuyariypi) chaymanta ñawpaqmanta (magnético waqaychay) willaykunapaq. Smart Storage Tiers    : SQS tapuykunata yanapan sasa tapuykunata, huñusqakunata, chaymanta pacha-serie t'aqwiykunata ruwanapaq. SQL tapuy yanapakuy    : Yanapakun mana pantasqa tinkiyta wak AWS yanapakuykunawan. Huñunakuykuna  Implementación nisqa  Tukuy necesitasqa yanapakuykunapaq puyu ruway (CFN) plantilla tarikunman   kaqpi. Github Repo   Datos Ingestion nisqa  Yanapakuykuna tupaq ruwaykunata SQS filaman lluqsichiyta atinku, mayqinchus llamkanapaq willakuy fila hina llamkan. Confiabilidad aswan allin kananpaq, huk wañusqa qillqa fila (DLQ) ñawpaq SQS filawan kuska ruwasqa. Mana ruwasqa ruwaykuna DLQ kaqman rinku wakmanta kallpachakuy umbral kaqmanta. Kay ruwaykuna aswanta llamk'achiy atikunman pantasqa allichaypaq, pantasqakuna allichaypaq chaymanta investigacionkunapaq.  Uraypi huk fragmento CFN plantillamanta kachkan SQS filata chaymanta chaywan tinkisqa DLQ ruwanapaq:  EventQueueDLQ: Description: 'An DLQ queue that receives failed events' Type: AWS::SQS::Queue Properties: FifoQueue: true ContentBasedDeduplication: true QueueName: !Ref DLQQueueName SqsManagedSseEnabled: true VisibilityTimeout: 240 EventQueue: Description: 'An SQS queue that receives events' Type: 'AWS::SQS::Queue' Properties: QueueName: !Ref SQSQueueName FifoQueue: true ContentBasedDeduplication: true KmsMasterKeyId: alias/aws/sqs VisibilityTimeout: 240 RedrivePolicy: deadLetterTargetArn: !Sub ${EventQueueDLQ.Arn} maxReceiveCount: 5   Willayta ruway  AWS Lambda ruwana willay ruwaq hina ruwasqa kachkan, SQS filaman lluqsisqa ruwaykunata hapinapaq chaymanta ruwanapaq. Ruwaykunata mitricakuna hina Timestream willay tantanaman tanqan ruwaymanta qhipaman.  Uraypi huk fragmento plantilla CFN Lambdapaq chaymanta mapeo SQSman:  EventProcessorLambda: Type: 'AWS::Lambda::Function' Description: 'Lambda function that processes events from the SQS queue and writes to Timestream.' Properties: FunctionName: !Ref LambdaFunctionName Handler: 'index.lambda_handler' Role: !GetAtt LambdaExecutionRole.Arn Runtime: 'python3.12' MemorySize: 1024 Timeout: 120 Environment: Variables: TIMESTREAM_DATABASE_NAME: !Ref EventsDatabaseName TIMESTREAM_TABLE_NAME: !Ref EventsTableName Code: ZipFile: | # Lambda function code goes here SQSToLambdaEventSourceMapping: Type: 'AWS::Lambda::EventSourceMapping' Description: 'Maps the SQS queue as the event source for the Lambda function.' Properties: BatchSize: 10 EventSourceArn: !GetAtt EventQueue.Arn FunctionName: !GetAtt EventProcessorLambda.Arn Enabled: 'True'   Willayta Waqaychay  Amazon Timestream ñawpaq willay waqaychasqa hina llamkan llapa ruwaykuna imaymana yanapakuykunapi ruwasqa. Chay churayqa kaykunatam ruwan:    : Huk icha aswan tablakunapaq lógico waqaychana hinam llamkan Willayta waqaychana    : Willayta waqaychana ukhupi, tablakuna chiqap mitrica willayta waqaychan Tabla  Uraypi CFN plantillapaq t'aqa Timestream willay tantanata chaymanta tablata ruwanapaq:  EventsDatabase: Description: 'Timestream database to store event data' Type: 'AWS::Timestream::Database' Properties: DatabaseName: !Ref EventsDatabaseName KmsKeyId: alias/aws/timestream EventsTable: Description: 'Timestream table that stores event metrics' Type: 'AWS::Timestream::Table' DependsOn: EventsDatabase Properties: DatabaseName: !Ref EventsDatabase TableName: !Ref EventsTableName RetentionProperties: MemoryStoreRetentionPeriodInHours: 72 MagneticStoreRetentionPeriodInDays: 365   Rikuchiy & Tapukuy  Tapuy  Timestream huk Tapuy consola qun chaymanta ruwaqkunata tapuykunata tablapa contranpi purichiyta saqin, kayhina:   -- Get the 10 most recent metrics in the past 15 minutes. SELECT * FROM "events-db"."events-metrics" WHERE time between ago(15m) and now() ORDER BY time DESC LIMIT 10  Rikuchiy  AWS achka mana qutu tinkiykuna qun (kayhina   ,   ) Timestream kaqwan, chaymanta mana sasachu t'aqwiy, qhaway chaymanta hamut'aykunata hurquy. QuickSight Grafana  Prueba ruway  Serviciokuna ruwayta kay formatopi SQS kaqman lluqsichiyta atinku mayqinchus tukuy ruwana puriyta llamk'achin:   { "order_id": "test-order-1", "customer_id": "test-customer-1", "event_type": "order_success", "metric_value": 1 }  Conclusion  Kay arquitectura huk sanu chaymanta allin ñanta qun huk escalable chaymanta confiable analisis plataforma ruwanapaq. Huk alternativakuna kanku sapanchasqa necesidadkunamanta, chaymanta AWS Kinesis Streams ruwaypaq, Prometheus huk willay waqaychasqapaq, chaymanta S3+Athena huñu ruwanapaq chaymanta t'aqwiypaq.

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