Big data == lean data
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Big data is primarily associated with AI and new technology. It is as much a revolution in cooperation patterns, however. Big data entails the democratisation of data within an organisation, enabling agile, data-driven innovation in a manner that was previously unavailable. Knowing this, how can you work as an organisation to harvest the fruits and what can go wrong?
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Big data == lean data
- 1. www.mimeria.com Big Data == Lean Data Agila Sverige, 2018-05-30 Lars Albertsson www.mapflat.com, www.mimeria.com 1
- 2. www.mimeria.com Service-oriented architectures ● Services own data ● Heterogeneous coupling 2 Service Service Service App App App Poll Aggregate logs NFS Hourly dump Data warehouse ETL Queue Queue NFS scp DB HTTP DB DBDB
- 3. www.mimeria.com ● Teams own services Service-oriented organisations 3
- 4. www.mimeria.com ● Need data from teams ○ willing? ○ backlog? ○ collected? ○ useful? ○ extraction? ○ data governance? ○ history? Data-centric innovation 4
- 5. www.mimeria.com ● Need data from teams ○ willing? ○ backlog? ○ collected? ○ useful? ○ extraction? ○ data governance? ○ history? Innovation value stream mapping 5
- 6. www.mimeria.com Enter Big Data ● What is Big Data? 6 AI magic Clusters Weird technology ? Spoiled developers
- 7. www.mimeria.com A collaboration paradigm 7 Stream storage Data lake Data democratised
- 8. www.mimeria.com Onboard driven by use case 8 Data lake
- 9. www.mimeria.com Data platform == collaboration platform 9 Data lake
- 10. www.mimeria.com Balance of success 10 Data lake Balance planning & architecture ● Homogeneity ● Governance ● Coordination with business value driven activities
- 11. www.mimeria.com Coupling by design 11 Data lake ● Coordination >> autonomy ● Homogeneity >> heterogeneity
- 12. www.mimeria.com Data agility 12 Data lake ● Siloed: 6+ months ● Autonomous: 1 month ● Coordinated: days ∆ ∆ Latency?
- 13. www.mimeria.com A journey of learning 13 Data lake ● End-to-end == feedback, value ● Scale == cost ● All data now == waterfall
- 14. www.mimeria.com End-to-end >> scale 14 AI magic Clusters Weird technology ? Workflow orchestration Proof of value !
- 15. www.mimeria.com Can I have AI now? 15 ● Crawl, walk, run AI Deep learning A/B testing Machine learning Analytics Segments Curation Anomaly detection Data infrastructure Pipelines Instrumentation Data collection Credits: “The data science hierarchy of needs”, Monica Rogati
- 16. www.mimeria.com A journey of many years 16 ● Simple == max value ○ Reporting ○ Forecasting, risk ○ User notification ● AI first == waterfall AI Deep learning A/B testing Machine learning Analytics Segments Curation Anomaly detection Data infrastructure Pipelines Instrumentation Data collection Value Effort Credits: “The data science hierarchy of needs”, Monica Rogati
- 17. www.mimeria.com Who's talking? 17 Lars Albertsson Mapflat - independent consultant Mimeria - data-value-as-a-service AI Deep learning A/B testing Machine learning Analytics Segments Curation Anomaly detection Data infrastructure Pipelines Instrumentation Data collection Credits: “The data science hierarchy of needs”, Monica Rogati