Data Pipeline Architecture
7.4/10Overall
7.4AI
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Submitted Jul 18AI evaluated Jul 18
Prompt
Design data pipeline architecture for analytics.
<data_sources>
{list all data sources and volumes}
</data_sources>
<processing_requirements>
- Latency: {real-time/batch}
- Volume: {data per day}
- Transformations: {describe}
</processing_requirements>
<output_requirements>
{data warehouse/lake/real-time dashboard}
</output_requirements>
Design pipeline:
1. Ingestion architecture
2. Processing framework choice
3. Storage architecture
4. Data quality checks
5. Orchestration approach
6. Monitoring and alerting
Compare stream vs batch processing.
AI Evaluation
How we evaluateClaude 3 Haiku
AI Evaluation
7.8/10
GPT-4 Mini
AI Evaluation
7.0/10
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