What surprises new devs; spec-first API development; & scaling data pipelines

Arpit Mohan - Oct 8 '19 - - Dev Community

TL;DR style notes from articles I read today.

Top 5 Surprises When Starting Out as a Software Developer

  • Programming isn’t a solitary activity. It needs a lot of interactions with people
  • Writing well (clear & unambiguous) matters, be it your code, documentation, bug descriptions or be it your emails
  • Software is never done. Anything new you create has to fit into something that’s existing already. A large of creating new software functionalities is understanding the existing code.
  • Real-world favors simplicity. All the clever algorithms you learned may never come to use.
  • Scale creates complexity. Complexity arises from the aggregation of many simple parts, not from complex parts.

Full post here, 4 mins read


Using spec-first API Development for Speed and Sanity

Reasons to consider spec-first API development:

  • Tight feedback loops
  • Effective feedback about API design
  • Minimal wasted effort
  • Contract testing for safety

Full post here, 9 mins read


Scaling a Mature Data Pipeline — Managing Overhead

  • Over time, you end up encoding application structure in the data pipeline. Application logic gets coupled with orchestration logic.
  • Orchestration complexity causes overhead. This complexity scales with the depth of the data pipeline.
  • When you decouple orchestration logic from application logic, you get tools to fight the overhead, without compromising the quality of the application.
  • When trying to reduce the run time of a data pipeline, analyze the whole pipeline’s execution time, not just the obvious factors like map-reduce computation time.
  • Focus on fault tolerance considerations.

Full post here, 11 mins read


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