~/talk

Collecting Big Data at Scale with Amazon Kinesis

Talkat Developer Summit 2020 · 2020-11-21..11-22· [data-engineering]
links:none on file
slides:none on file

Shows how to ingest clickstreams and CloudTrail logs into Kinesis Data Streams or Kinesis Data Firehose, using either the Kinesis Producer Library or a Kinesis agent, with microbatching and Lambda consumers. Documents concrete limits: one shard ≈1 MB/sec write (≈1,000 records/sec) and 2 MB/sec aggregate read, retention 24 hours–7 days, shard split/merge planning (doubling capacity can take hours). Demonstrates a working pipeline: CloudTrail → Firehose → S3 + Data Analytics → Kinesis Stream → Lambda → DynamoDB dashboard.

AI-written summary · about

  1. 0:00Introduction to big data
  2. 3:14Real-time vs near real-time
  3. 7:05Kinesis vs Apache Kafka
  4. 12:24Kinesis producer library
  5. 15:34Kinesis agent for logs
  6. 17:43Kinesis client library
  7. 20:13Serverless architecture demo
  8. 23:25Kinesis data stream setup
  9. 27:25Kinesis data analytics
  10. 30:15Lambda function processing
  11. 32:40Event-driven pubsub model
  12. 35:55Distributed system challenges
  13. 39:03Enhanced fan-out benefits
  14. 41:15Shard scaling strategies
  15. 42:39Kinesis data firehose
  16. 45:30Evolutionary architecture
  17. 46:15Flight booking case study
  18. 51:18Netflix use case
  19. 53:09Firehose configuration
  20. 54:34Design principles summary
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