General
PromptBeginner5 minmarkdown
- Document trade-offs: readability vs performance
memory vs CPU
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General
PromptBeginner5 minmarkdown
- Implement optimizations incrementally
measuring after each change
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General
PromptBeginner5 minmarkdown
- Classify each bottleneck by type: CPU-bound
I/O-bound
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Coding & Debugging
PromptBeginner5 minmarkdown
- Correlate bottlenecks with specific code paths
queries
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General
PromptBeginner5 minmarkdown
- Profile memory usage including heap size
GC frequency
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Coding & Debugging
PromptBeginner5 minmarkdown
- **API**: Payload size reduction
compression (gzip
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General
PromptBeginner5 minmarkdown
- Capture response time percentiles (p50
p95
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Communication
PromptBeginner5 minmarkdown
- **Microservices**: gRPC for inter-service communication
message queues for decoupling
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General
PromptBeginner5 minmarkdown
- Configure cache eviction policies (LRU
LFU) based on access patterns
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Frontend**: Code splitting
tree shaking
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General
PromptBeginner5 minmarkdown
- Implement multi-level caching: in-process cache
distributed cache (Redis)
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General
PromptBeginner5 minmarkdown
- Scaling patterns: denormalization where appropriate
sharding strategies
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General
PromptBeginner5 minmarkdown
- Indexing strategies: composite indexes
covering indexes
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Techniques**: Dynamic programming
memoization
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General
PromptBeginner5 minmarkdown
- **Sorting**: Quicksort
mergesort
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General
PromptBeginner5 minmarkdown
- **Search**: Binary search
interpolation search
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General
PromptBeginner5 minmarkdown
- **Graph algorithms**: BFS
DFS
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General
PromptBeginner5 minmarkdown
- **String algorithms**: KMP
Rabin-Karp
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Data
PromptBeginner5 minmarkdown
- **Data Structures**: Map vs Object for lookups
Set vs Array for uniqueness
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Coding & Debugging
PromptBeginner5 minmarkdown
- Define performance budgets for critical paths (API response times
page load metrics
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General
PromptBeginner5 minmarkdown
- Validate that optimizations do not degrade performance in other areas (e.g.
memory for CPU trade-offs)
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General
PromptBeginner5 minmarkdown
- Document all optimizations applied
their rationale
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Data
PromptBeginner5 minmarkdown
- Apply specific optimizations based on profiling data: select optimal data structures
implement caching
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General
PromptBeginner5 minmarkdown
- Address scalability proactively by considering expected input growth
memory limitations
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