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Title:
Protocol Buffers and Hadoop at Twitter | PPT
Description:
The presentation discusses the challenges of storing 100 billion tweets efficiently and robustly at Twitter, utilizing technologies like Hadoop and Protocol Buffers for large-scale data analysis. It highlights the importance of data formats and structures that are efficient, extensible, and amenable to real-time analysis. The talk also outlines future steps for code generation related to data handling and the potential benefits of open-sourcing their technology for broader use. - Download as a PDF or view online for free
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data, protocol, hadoop, buffers, codegen, pdf, twitter, hierarchical, fields, size, ability, optional, code, ignore, xml, add, pig, buffer, csv, json, regex, parsing, reusability, unused, small, tweets, apache, user, analysis, formats, structures, ο¬elds, steps, kafka, inputformats, kevin, analytics, applications, statement, largescale, pptx, outline, problem, conclusions, store, requirements, splittability, efficiency, message, wait,
Topics {βοΈ}
org/magazines/2010/1/55744-mapreduce-a-ο¬exible-data-processing-tool/fulltext 2 /thrift-protobuf-compare/wiki/benchmarking 29 total-economic-impact-newgen large-scale data migrations forward/backwards compatible large-scale data analysis /1266345225/images/themes/theme13/bg model context protocol hadoop-related code 32 code generation related protocol buffer tim hadoop cluster 12 hierarchical data flexible machine learning realtime analytics apache kafka pig loadfuncs β£ hadoop user group google protocol buffers protocol buffer 38 large-scale analysis 10 great open api interactive query service pptx presentifyai real-time analysis prasad nirantar indicthreads kafka streams dianagray10 Β future-proof unique id generation real-time pipelines hadoop summit 2010 data formats encoding structured data data formats 48 machine learning graph structures lead / kevinweil/hadoop-lzo open source schemas automatically generated protocol buffers protocol buffers 30 scalameta lars albertsson important security concept city-wide wireless mesh routing algorithms social graph analysis 10 tech trends outlines future steps related content extensible format
Questions {β}
- 0" encoding="UTF-8"?
- Correlating Big Data β£ probabilities, covariance, influence β£ How does usage differ for mobile users?
- Counting Big Data β£ standard counts, min, max, std dev β£ How many requests do we serve in a day?
- Future-Proof or Fall Behind?
- How do you fast track Agentic automation use cases discovery?
- Outline β£ Problem Statement β£ CSV?
- Questions?
- Research on Big Data β£ prediction, graph analysis, natural language β£ Sentiment analysis β£ What features get a tweet retweeted?
- Research on Big Data β£ prediction, graph analysis, natural language β£ What can we tell about a user from their tweets?
- See you there?
- The Data β£ kevin@tw-mbp-kweil ~ $ curl http:// β£ β£
- What Makes a Great Open API?
- What is the hourly distribution?
- Where do these work?
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