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https://github.com/denuvosoftwaresolutions/fighting-bots-at-scale

Fighting Bots at Scale: Identifying Bottlenecks & Best Practice
https://github.com/denuvosoftwaresolutions/fighting-bots-at-scale

anti-cheat botting spark

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Fighting Bots at Scale: Identifying Bottlenecks & Best Practice

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README

        

![robot playing](unbotify1.jpg)

December 2024, © Denuvo GmbH

Multi-part article:

1. [A Fresh Approach to Fighting Bots](fresh.md)
2. [Background: Databricks and Apache Spark](background.md)
3. [Key Performance Features in Spark](perf.md)
4. [Case study 1: Bottlenecks in Traditional Data Partition Management](case1.md)
5. [Case Study 2: Optimizing Data Loading Workflows](case2.md)
6. [Case Study 3: Window Functions as a Bottleneck in Data Aggregation](case3.md)
7. [Case Study 4: Transitioning from User Defined Functions to Scalable Spark-Based Solutions](case4.md)
8. [Case Study 5: Reduction in DataFrame Operations](case5.md)
9. [Conclusion: A Fair Gaming Environment Needs Cutting-edge Bot Protection](conclusion.md)