liferoad commented on PR #35315:
URL: https://github.com/apache/beam/pull/35315#issuecomment-2978628022

   Your current blog post follows a good narrative flow. I also suggest some 
structural changes, for example, 
   
   
   1.  **Introduction: The Spark of an Idea**
       *   Start by setting the scene: you participated in the Beam College 
Hackathon 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=in+the+2025+edition+of+the+beam+college+hackathon+i+had+the+opportunity+to+work+on+a+personal+project+i+called+anomaflow+an+anomaly)).
       *   Briefly introduce your project, Anomaflow, and its core purpose: an 
anomaly detection pipeline using Apache Beam and Google Cloud Dataflow 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=an+anomaly+detection+pipeline+using+apache+beam+and+google+cloud+dataflow)).
   
   2.  **The Project: Building Anomaflow**
       *   **Goal:** State the primary objective clearly. You already do this 
well: `The goal was to build a data pipeline capable of processing host 
telemetry data...` 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=the+goal+was+to+build+a+data+pipeline+capable+of+processing+host+telemetry+data+collected+by+bindplane+collectors+which+are+built+on+opentelemetry+i+used+terrafo)).
       *   **Tech Stack:** Dedicate a small paragraph or a bulleted list to the 
technologies used (Terraform, Python, Docker, etc.) 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=i+used+terraform+to+provision+all+the+gcp+infrastructure+and+python+for+the+code+packaging+it+with+docker+for+deployment)).
 This is great for readers interested in the technical implementation.
   
   3.  **The Hackathon Journey: From Streaming Vision to Batch Reality**
       *   This section can tell the story of the project's evolution during 
the hackathon.
       *   **The Initial Vision:** Describe your original, ambitious goal of a 
fully streaming pipeline triggered by Pub/Sub notifications 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=initially+i+wanted+to+build+a+fully+streaming+solution+where+the+pipeline+would+be+triggered+by+gcs+notifications+published+to+pub+sub+with+output+written+to+a+bigquery+table)).
       *   **The Pivot:** Explain the practical decision to scope down to a 
batch pipeline. Framing this as a pragmatic choice made while working solo adds 
a relatable, human element to the technical narrative 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=but+since+i+was+working+solo+i+had+to+scope+it+down+to+a+batch+pipeline+that+reads+from+and+writes+to+a+gcs+bucket)).
       *   **Key Learnings:** Mention what you gained from the experience, such 
as the freedom to experiment and iterate quickly 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=although+i+already+had+some+real+life+experience+using+apache+beam+the+hackathon+gave+me+the+perfect+excuse+to+experiment+freely+and+iterate+quickly)).
   
   4.  **What's Next for Anomaflow?**
       *   Create a forward-looking section where you discuss your plans to 
continue developing the project towards your original vision and explore new 
ideas in cybersecurity analytics 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=i+plan+to+continue+developing+anomaflow+to+reach+my+original+vision+and+even+use+it+as+the+foundation+for+new+ideas+i+ve+been+exploring+around+telemetry+processing+and+streaming+analytics+in+cybersecurity)).
   
   5.  **Tips for Future Participants**
       *   Your existing section with tips is excellent and can stand on its 
own. It provides direct value to prospective attendees 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=tips+for+future+participants)).
   
   6.  **Conclusion**
       *   Briefly wrap up your experience and your role at TELUS 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=i+m+currently+a+software+architect+and+data+engineer+at+telus+where+i+work+in+the+cybersecurity+analytics+and+software+engineering+team)).
       *   End with your encouraging closing line and signature 
([source](https://github.com/apache/beam/pull/35315/files?content_ref=looking+forward+to+seeing+what+others+build+next+year)).
   
   If possible, you could link your demo slides or videos. Thanks a lot!


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