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You have a complex dbt project with many models and dependencies. You want to optimize the run time by increasing parallelism. What should you consider before increasing the --threads value?

hard🚀 Application Q8 of 15
dbt - Performance Optimization
You have a complex dbt project with many models and dependencies. You want to optimize the run time by increasing parallelism. What should you consider before increasing the --threads value?
AThe number of snapshots configured
BThe number of models with dependencies
CThe size of the largest model only
DDatabase concurrency limits and resource availability
Step-by-Step Solution
Solution:
  1. Step 1: Understand impact of increasing threads

    More threads mean more simultaneous queries, which can strain the database.
  2. Step 2: Consider database limits and resources

    Before increasing threads, check if the database can handle more concurrent connections and CPU/memory usage.
  3. Final Answer:

    Database concurrency limits and resource availability -> Option D
  4. Quick Check:

    Parallelism limited by database capacity [OK]
Quick Trick: Check database limits before raising threads [OK]
Common Mistakes:
MISTAKES
  • Ignoring database concurrency limits
  • Focusing only on model dependencies
  • Considering snapshots irrelevant here

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