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Building a Modern FinTech Big Data Infrastructure
The cloud is now the first choice for large-scale analytics, but organizations that have sunk investment into Hadoop on-premises are also challenged with maintaining operations. This can make a move to modern analytics platforms like Spark difficult or impossible. Learn about innovations for large-scale migration that can take full advantage of cloud-based analytics without disrupting operations.
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1 .WIFI SSID:Spark+AISummit | Password: UnifiedDataAnalytics
2 .Building a Modern FinTech Big Data Infrastructure Omar Hommos & Rodel van Rooijen, Adyen #UnifiedDataAnalytics #SparkAISummit
3 .Adyen Payments Processor Tech company w/ banking license International customers Omnichannel
4 .Example payment
5 .Example payment
6 .Example payment
7 .Example payment
8 .Example payment
9 .Adyen
10 . Decision Points Update account? Do I know him? Weird behaviour? Strong authentication? How to retry? When to retry? Fraud? How to validate card?
11 .Data-Driven Products and Services Update account? Do I know him? Weird behaviour? Tokenization RevenueProtect ShopperDNA RevenueAccelerate Monitoring Strong authentication? How to retry? When to retry? Fraud? How to validate card? * few examples of many web services
12 . Live Platform Tokenization RevenueProtect ShopperDNA RevenueAccelerate Monitoring
13 . Live Platform Tokenization RevenueProtect ShopperDNA RevenueAccelerate Monitoring Highly Available Low Latency Sensitive Data
14 . Enter Data Platform Live Platform Data Platform
15 .Live Platform <> Data Platform Products 💸 ETL ML in production Magic ✨
16 .Live Platform <> Data Platform Products 💸 ETL ML in production Magic ✨
17 . ETL Pipelines Analytics Stream Filebeat Financial Stream Avro/Parquet Avro Derived tables
18 .Live Platform <> Data Platform Products 💸 ETL ML in production Magic ✨
19 . ML in Production BeamPush Alfred Push configurations Serve models
20 . ML in Production: Alfred Unified Framework • Build models • Track experiments Alfred • Re-train Serve models • Rollout • Serve • …
21 .ML in Production: Alfred Score Score Score Serve, Rollout Build/Experiment (Re)-training
22 . ML in Production: Alfred Rollout Performance Tracking (PT) PT PT Registered Ghost Test Live Retired Failed Fallback Model available Score and log, Requests to Requests to Replace by Trash, failed AT, in live platform Async new model, new model, newer model Not to be used Specified % 100%
23 .Scalable Time Series Forecasting and Monitoring using Apache Spark and ElasticSearch at Adyen Today 17h20 G102
24 .We are hiring! www.adyen.com/careers
25 .DON’T FORGET TO RATE AND REVIEW THE SESSIONS SEARCH SPARK + AI SUMMIT