AWS User Group Ireland, February 3rd, 2021
Analytics Databases AI/ML IoT
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.Danilo PocciaAWS Chief Evangelist (EMEA)@danilopPART II
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© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.AgendaAnalyticsDatabasesAI/MLIoT
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.Analytics
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAData Exchange for APIsRESTful or GraphQL API calls directly to AWS DataExchangeUse the AWS SDK in the programming language ofyour choice.Manage API access centrally with AWS Identity andAccess Management (IAM)
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAGranular access controlDefine row- and cell-level access policies onboth governed and traditional Amazon S3tables. Manage and consistently enforcepolicies in a single place.Governed tablesA new type of Amazon S3 table that allowsyou to ingest and manage data at scale, easilyand reliably.Storage optimizationAutomatically optimize how data is stored toimprove query performance as data volumeincreases.A new storage API to simplifyhow data is ingested, stored,and managed, together withrow-level security to protectyour dataAWS Lake Formation Governed Tables
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GANew storage API that solves for those key challenges7Fine-grainedaccess controlsSimple to ingestand manage dataIntegration APIsDefine column-, row-, and cell-level permissions in a singleplace and enforce themconsistently across AWS nativeand third-party toolsIngest streaming and batch datawith ACID transactionsAutomatic small file compactionand data managementUnified data access APIs make iteasy to securely integrate yourapplications and tools with datain the data lake
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAmazon Athena ACID transactionsWrite, delete, update, and time travel operationsEnables concurrent users to make row-levelmodifications to Amazon S3 dataUse Athena's console, API, and ODBC and JDBCdriversUse ACID transactions either on Lake FormationGoverned tables, or using the Apache Iceberg tableformat
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon Athena Engine UpgradeQueries up to 3x fasterUp to 70% cost savings
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewFaster time to marketDon’t worry about data warehouse managementPay for what you useCompute provisioningAutomated patchingRoutine maintenanceBackup and recoveryAutomatic scalingAutomatic failoverSecurity and industry complianceAdvanced monitoringYOUfocus on insightstakes care of the restAutomatically provisions and scales data warehouse capacity
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAmazon Redshift Serverless – Easy Start ExperienceActivate AmazonRedshift Serverless foryour AWS accountConnect from yourfavorite BI tool or AmazonRedshift Query EditorBI toolDeveloper andbusiness analyst Load data seamlessly andAmazon Redshift executesqueries by automaticallyprovisioning capacityAmazon RedshiftPay for compute andstorage used during analysisPayEasy to get startedSQL features Performance at scale SecurityScalability Analyze all your dataNo compromises
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewRedshift Materialized views auto refresh & query rewriteS P E E D U P Q U E R Y P E R F O R M A N C E B Y O R D E R S O F M A G N I T U D E W I T H P R E C O M P U T E D R E S U L T Sitem store cust pricei1 s1 c1 12.00i2 s2 c1 3.00i3 s2 c2 7.00store owner locs1 Joe SFs2 Ann NYs3 Lisa SFloc total_salesSF 12.00NY 10.00sales store_infoloc_salesSimplify and accelerate iterative and predictableworkloads, such as ETL, BI/dashboarding queriesMVs can be based on one or more Amazon Redshifttables or external tables (Spectrum, Federated)Efficient incremental maintenanceScheduled, automatic, or manually timed refreshAmazon Redshift auto query rewrite optimizes queriesby replacing native tables with materialized views“The Amazon Redshift materialized view auto query rewrite feature reduced dashboard load times from 8 minutes to just500 ms. The best part is that this is completely transparent for Tableau and the business user.”—Arman Nasrollahi, Home24
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewRedshift Query Editor v2 – Notebook SupportData users engaging in advanced analytics work onmultiple queries at a time to perform various tasksfor their data analysis.organize related queries by saving them togetherin a folder, or combining them into a single savedquery with multiple statements.The Notebooks support provides an alternativeway to embed all queries required for a completedata analysis in a single document using SQL cells.You can share your Notebooks with teammembers, similar to how you share your savedqueries in Query Editor V2. Documenting yourwork precisely enables further collaboration withother users.
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAmazonEMRServerlessEasily run petabyte-scale data analytics in the cloud withoutmanaging, tuning, optimizing, securing, and operating clustersQuickly run large-scale applications that use open-sourceframeworks of your choice, including Spark, Hive, and PrestoAutomatically scale resources up and down as needed based onthe changing requirements of your applicationPay only for the resources you use for data analytics at scale
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewEasily run Apache Kafka clusters without rightsizingcluster capacityInstantly scale I/O without worrying about scalingcapacity up and down or reassigning partitionsPay for the data volume you stream and retainAmazon MSK Serverless
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GASimple to useSimplify streaming data processing by eliminating capacity managementFlexible scalingAutomatically scale capacity in response to changing data volumesAutomated high availabilityProvide built-in availability and fault tolerance by defaultLower your costsPay per gigabyte of data written, read, and storedAmazon Kinesis Data Streams on demand
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.AWS Glue AutoscalingCost =f(compute)t1 t2 t3 t4 t5 t6 t7 t8 t9 t10 t11Without Autoscaling With AutoscalingJob execution timelineList operationWide transformUneven distribution ofdata partitionsAWS Glue job Tear-downSetupPotentialsavingsPreview
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.Streaming Autoscaling (preview)Cost =f(compute)t1 t2 t3 t4 t5 t6 t7 t8 t9 t10 t11Without Autoscaling With AutoscalingJob execution timelineLow streamactivity Peak streamingrecord arrival rateScale down as streamactivity decreasesGlue job Tear-downSetupPotentialSavingsInitialscale upScale down to matchstream activity
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.AWS Glue Studio Notebook (Preview)Interactive AWS Gluejobs developmentSubmit AWS Glue jobs from theAWS Glue Studio notebookUse notebook magic to definetransforms in SQL and control costBuilt-in monitoring supportPreview
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.AWS Glue Interactive SessionsDevelopmenttool of yourchoiceRapiddevelopmentBuilt-in costcontrolPreviewA dedicated cluster created in seconds for developers tointeractively build data pipelines with choice of IDE…
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.… and advanced transforms like PII detection foradvanced cleansingScan Data Detect Entities Remeditate1 2 3Full ScanSample ScanBuilt-in Entities(e.g. SSN, passport)Custom EntitiesStore resultsRedact/maskresults
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.How does PII Detection work PreviewEntities to detectRemediationFull Scan Sample Scan
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.Databases
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon RDS CustomAmazon RDS Custom is amanaged database service forlegacy, custom, and packagedapplications that requireaccess to the underlyingoperating system anddatabase environmentAmazon RDS Custom isavailable for RDS for Oracleand for SQL Server
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAML-powered database advisor for Amazon RDSFirst released for Amazon AuroraDelivers insights and recommendations to help resolve issues in minutesUses ML models informed by years of operating thousands of databases forAmazon.comAutomatically detects and diagnoses hard-to-find performance bottlenecks andoperational issuesContinuously monitors database workloads at scaleNo ML experience requiredAmazon DevOps Guru for RDS
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon DynamoDB Standard-Infrequent Access (Standard-IA)table classThe Standard-IA table classoffers 60% lower storagecosts than DynamoDBStandard tables.Standard-IA tables offer thesame performance, durability,data availability, and massivescalability as existingDynamoDB Standard tables.Switch between table classeswith a single click in theDynamoDB console, or usingthe AWS CLI or AWS SDK.Also, use the same DynamoDBAPIs and service endpoints.Lower storage costs No performance trade-offs No developer overhead
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAWhat’s new in Amazon TimestreamR E A L - T I M E A N A L Y T I C S A R E O R D E R S O F M A G N I T U D E F A S T E R A N D C H E A P E RMulti-measure recordsScheduled queriesMagnetic store writes• A new data modeling capability for cost-effective data storage, performant data access, and ease ofuse• Store multiple measurements and events in a single table row, instead of storing one measure pertable row• Improve query performance and reduce costs by an order of magnitude• Fully managed, serverless, and scalable solution for calculating and storing aggregates, rollups, andother real-time analytics typically used to power dashboards, business reports, and other applications• Simply define the computation/query to precompute and its schedule. Amazon Timestream willautomatically and periodically run the queries and reliably write the results into a separate table.• Flexible and cost-effective solution for late-arriving data• Ability to ingest data directly into the magnetic store• As you ingest data, Amazon Timestream will automatically determine whether the data gets written tothe memory store or the magnetic store, based on the timestamp of the data and the configured dataretention window for the memory and magnetic stores
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS DMS Fleet AdvisorA C C E L E R A T E D A T A B A S E A N D A N A L Y T I C S M I G R A T I O N S W I T H A U T O M A T E DI N V E N T O R Y A N D M I G R A T I O N R E C O M M E N D A T I O N SGenerates a list ofpossible migrationtargetsAutomaticallygathersdatabase fleetinformationResults in hoursinstead of weeksand months
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GADatabase Migration Service – Time TravelStore and encrypt AWS DMS logs using Amazon S3,and view, download and obfuscate the logs within acertain time frameLog and debug replication tasksTime Travel can be used in all AWS Regions withDMS-supported PostgreSQL source endpoints andDMS-supported PostgreSQL and MySQL targetendpoints
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.AI/ML
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.The AWS ML Stack
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAmazon EC2 Trn1 Instances for ML Training• Training larger models requires an increase incompute power, which also increases costs• Increasing costs become a barrier toinnovation and growthINCREASING ML COMPLEXITY• Businesses need higher precision in their modelpredictions• Larger and more complex models result inmore frequent retrainingINCREASING TRAINING COSTS
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAmazon EC2 Trn1 Instances for ML Training16 AWS Trainium chips,purpose-built fordeep learning trainingMost cost efficient for large-scale distributed trainingAWS Neuron SDK integratedwith TensorFlowand PyTorchDeployed in Amazon EC2 UltraClusterswith tens of thousands of Trainiumchips and petabit-scale networking800 Gbps networking and ultra-highspeed interconnect betweenacceleratorsFastest ML training in the cloud
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon SageMaker NotebooksP E R F O R M D A T A E N G I N E E R I N G , A N A L Y T I C S , A N D M L W O R K F L O W S I N O N E N O T E B O O KDiscover, manage, create, terminate, andconnect to Amazon EMR clustersInteractively access, transform, and analyze awide range of dataBuild, train, and deploy models usingyour preferred frameworkAmazon SageMaker
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon SageMaker Training CompilerA C C E L E R A T E T H E T R A I N I N G O F D E E P L E A R N I N G M O D E L STraining compilerAccelerate training times by up to 50% through moreefficient use of GPUsReduce training costsSave time and money associated with trainingIntegrated with existing frameworksUse familiar framework APIs with minimal codechangesAmazon SageMaker
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon SageMaker Inference RecommenderA C C E L E R A T E T H E D E P L O Y M E N T O F M O D E L E N D P O I N T SAutomatic deployment recommendationsOptimal instance type/count and containerparametersReduce inference costsReceive endpoint configuration recommends for bestprice performanceFully managed load testingRun and review fully managed load tests on a set ofinstance types to evaluate performance and trade-offsAmazon SageMaker
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAmazon SageMaker Serverless InferenceD E P L O Y M L M O D E L S F O R I N F E R E N C E W I T H O U T C O N F I G U R I N G O R M A N A G I N G U N D E R L Y I N G I N F R A S T R U C T U R EOptimize for intermittent or unpredictable workloadsAutomatic and fast scaling when usage is requiredPay per usePay only for the resources consumed, not idle timeFully managedUnderlying infrastructure, security, patching,monitoring and logging is all managedAmazon SageMaker
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon SageMaker MLOpsT R A C K , A S S E S S , A N D M O N I T O R Y O U R M L M O D E L SImproved lineage managementRetrieve all ML lineage across accounts and in a singlequery, from data to endpointModel quality and bias detection in workflowsSageMaker Model Monitor and SageMaker Clarifyintegrated into SageMaker Pipeline workflowsMonitor endpoints from SageMaker Model RegistryTrack endpoints, custom metadata, and model metricsAmazon SageMaker
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon SageMaker Ground Truth PlusD E L I V E R H I G H - Q U A L I T Y T R A I N I N G D A T A S E T S F A S T A N D R E D U C E D A T A L A B E L L I N G C O S T SIncrease data quality throughML-powered data labelingAccess expert data labelersReduce data labeling costswith assistive labeling featuresImprove operational efficiency byreviewing project metricsMake data labeling accessible to dataoperations and program managers
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon SageMaker CanvasG E N E R A T E M L P R E D I C T I O N S – N O C O D E R E Q U I R E DQuickly access and prepare data sources forMLAutoML built in to generate accuratepredictionsShare ML models with data science teamsAmazon SageMaker
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAmazon SageMaker Studio LabL E A R N A N D E X P E R I M E N T W I T H M A C H I N E L E A R N I N GAmazon SageMakerStudio LabFree, no-configurationdevelopment environmentAll you need is an email address to get startedAs many CPU and GPU sessions as neededAutomatically saves session dataModels ready for production
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon TextractS P E C I A L I Z E D S U P P O R T F O R I D E N T I T Y D O C U M E N T SAmazon TextractOUTPUTFirst Name: JORGELast Name: SOUZAMiddle Name:Address Line1: 100 MAIN STREETAddress Line 2:City: ANYTOWNState: MADocument Number: 820BAC729CBACExpiration Date: 01/20/2020Date of Birth: 03/18/1978ID Type: Driver LicenseDate of Issue: 03/18/1978Issued By: MASSACHUSETTSClass: DRestrictions: NONEEndorsements: NONEDOCUMENT
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon PersonalizeI N T E L L I G E N T U S E R S E G M E N T A T I O NAmazon Personalize• Identify users interested in a genre,category, or any other item attribute• Identify users interested in a given itemsuch as a movie, product, and so on• More effective campaigns throughmarketing channels• Acquire users for new product categories,genres, channels, and more• Improve return on investment for yourmarketing spendAction moviefans
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAmazon PersonalizeU S E - C A S E O P T I M I Z E D R E C O M M E N D E R S F O R R E T A I L , A N D M E D I A A N D E N T E R T A I N M E N TRetail• Recommended for you• Customers who viewed thisalso viewed• Frequently boughttogether• Most viewed• Best sellersMedia andentertainment• Top picks for you• Because you watched X• More like Y• Most popularAmazon Personalize
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAmazon LexA U T O M A T E D C H A T B O T D E S I G N E RAmazon LexAnalyze thousandsof lines of transcriptsin minutesDiscover the most commonintents and the informationneeded to fulfill themAccelerate chatbotdeploymentAllows you to designchatbots in hours ratherthan weeksImprove customerexperienceHelps ensure that intentsare well defined andseparated
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.AI & ML Scholarship ProgramLearn ML faster with AWS DeepRacer StudentAn all-new free service for students over the age of 16Fast-track your career with scholarships2,000 students per year to be awarded scholarships aspart of the AWS AI & ML Scholarship programReceive mentorship from AWS and Intel ML expertsStudents in the AWS AI & ML Scholarship programreceive mentoring and career guidance from industryexperts
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.IoT
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.New services:• AWS IoT ExpressLink• AWS IoT TwinMaker• AWS IoT FleetWise• AWS IoT RoboRunner• FreeRTOS out-of-the-boxAWS IoT AnnouncementsOther:• AWS IoT Greengrass & Systems Manager• AWS IoT Greengrass Software Catalog• AWS IoT SiteWise Hot/Cold Storage Tiers• AWS IoT Fleet Indexing enhancements• FreeRTOS extended maintenance
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS IoT ExpressLinkAWS IoT ExpressLink packages all thecomplex and security-critical code intoa single hardware component.A 3-wire serial interface is all you needto connect any embedded device tothe cloud.TXRXGND WAKEINTRST
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS IoT ExpressLinkIoTlibraryHardwaresecurityRadiolibraryYour applicationHost processorHardwaresecurityRadiolibraryYourapplicationWireless moduleIoTlibraryAWS IoT ExpressLinkHost processorHardwaresecurity libraryWithout AWS IoT ExpressLink With AWS IoT ExpressLink
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS IoT ExpressLinkint main(){print("AT+CONNECT\n");while(1){print("AT+SEND data {\"A\"=%d}", getSensorA());delays(1);}}In less than 10 lines of code
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS IoT ExpressLink – Four evaluation kitsVendor Evaluation Kit Technology BuyEspressif ESP32-C3-DevKitM1 Wi-FiInfineon CCM Eval Kit Wi-Fiu-blox Nora-W2 Mini Evaluation kit Wi-Fiu-blox Sara – R5 AWS Evaluation kit Cellular
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS IoT TwinMakerE A S I L Y C R E A T E D I G I T A L T W I N S O F R E A L - W O R L D S Y S T E M S T O O P T I M I Z E O P E R A T I O N SEasily access data no matter where it livesAccurately model your built environmentCreate immersive 3D views
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS IoT TwinMaker – How it worksAWS IoT TwinMakerDigital twinOperations PlanningOperational andmaintenance historyReal-timeprocess dataReal-time IoTsensor dataCAD/BIMmodelsPoint cloudscansVideo feeds Geo-spatialmetadataStatistical andphysics-basedmodelsIntegrated asset model3D visualizationInsightsAWS CloudEnd-user web application
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS IoT TwinMaker – FeaturesData connectorsAccess data from diversesources using built-inconnectors, or easilycreate your ownconnectors to AWS andthird-party data sources.Model builderCreate entities to virtuallyrepresent physical systems,specify relationshipsbetween them, and connectthem to different datasources to form a digitaltwin graphScene composerCombine existing 3Dvisual models with real-world data from thedigital twin graph tocompose an interactive3D view of your physicalenvironmentApp toolkitIntegrate digital twinsinto 3D-enabledapplications usingAmazon ManagedGrafana or AWS Partnersfor end users to monitorand improve operations
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.Preview
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewBuild virtual representations ofvehicles and apply a common dataformat to structure and label vehicleattributes, sensors, and signalsEasily accessstandardized, fleet-widevehicle dataAWS IoT FleetWiseEasily collect, transform, and transfer vehicle data to the cloud at scaleReduce costs withintelligent datafilteringDetect and mitigate problemsmore quickly by surfacingvehicle data in near real timeSelect which data to transfer, definerules and events for when to transfer it,and automatically reduce redundantdata through dynamic data selectionTake quick, corrective action by notifyingoperations or manufacturing groups innear real time when problems occur
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.PreviewAWS IoT RoboRunnerB U I L D A P P L I C A T I O N S T H A T H E L P R O B O T S W O R K T O G E T H E R S E A M L E S S L YConnect robots andwork managementsystems to a commoninfrastructureEnable robotsfrom differentvendors to worktogetherSimplify buildingapplications foroptimizing robotfleets
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAIoT devices Hub/gatewayAWS IoT GreengrassAWS Systems Manager integrates AWS IoT GreengrassSystems ManagerOS upgrades, schedule maintenance tasks, and remotely access their edge device fleet
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.Greengrass Software CatalogA W S I O T G R E E N G R A S S S O F T W A R E C O M P O N E N T S D E V E L O P E D B Y T H E G R E E N G R A S S C O M M U N I T Y
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAAWS IoT SiteWise cold tier storage support1 0 1 0 1 1 00 1 0 1 0 1 00 1 0 1 0 0 10 1 0 1 0 1 01 0 1 0 1 0 110101101001010 10101010100101001010 101011010101010101010101010101010101 0 1 0 1 1 00 1 0 1 0 1 00 1 0 1 0 0 10 1 0 1 0 1 01 0 1 0 1 0 11 0 1 0 1 0 1 0 1 0 1 0 1 01 0 1 0 1 0 1 0 1 0 1 0 1 01 0 1 0 1 0 1 0 1 0 1 0 1 01 0 1 0 1 0 1 0 1 0 1 0 1 01 0 1 0 1 0 1 001010101ASSET MODELProperty: Attributetool_id :Property: Time-seriespressforce-ch1 :Property: FormulaAvg Pressforce : f(pressforce-ch1)Ingest equipment datainto AWS in minutesStructure data and specifyperformance metrics for yourequipment and processesStore data in a time-series-optimized data storeCreate and share dashboards tovisualize live and historicalequipment data
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAFreeRTOS out-of-the-box connectivity
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.GAFreeRTOS Extended Maintenance Plan
© 2022, Amazon Web Services, Inc. or its affiliates. All rights reserved.Thank you!Danilo PocciaAWS Chief Evangelist (EMEA)@danilop