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MR901/databrick_evaluation_comparision_with_alternative.csv

Created August 18, 2025 05:46
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databrick_evaluation_comparision_with_alternative.csv
SNo Domain Tool/Platform Startup Time Hardware Dependency Scalability Runtime Observability Environment Control Portability Interoperability Latency Suitability Storage Flexibility Prod. Pipeline Readiness
1 Structured Tabular Data Databricks Fast Low High Medium Medium Medium High High High High
BigQuery + VMs Runtime Fast Low High High High High High High High High
2 Time Series Databricks Medium Medium High Medium Medium Medium High Medium High Medium
AWS Timestream + VMs Python + Grafana Fast Medium Medium High High High High High High High
3 Signal Processing Databricks Medium High Medium Medium Low Medium Medium Medium Medium Medium
MATLAB / VMs Python Runtime Fast Medium Medium High High High High High Medium High
4 Computer Vision Databricks Slow High High Medium Low Medium High Medium Low Medium
VMs GPU Dev (PyTorch + Jupyter) Fast Medium High High High High High Medium Medium High
5 NLP Databricks Medium Medium High Medium Medium Medium High Medium High Medium
GCP Vertex AI / VMs Dev + HuggingFace Fast Medium High High High High High Medium High High
6 NLP > LLM Training Databricks Slow High High Medium Low Medium High Low High Low
AWS Sagemaker / VMs+ vLLM Fast High High High High High High Medium High High
7 Edge Use Case Databricks Slow High Medium Low Low Low Medium Low Medium Low
Jetson Nano + Edge-optimized Model Fast Medium Medium High High High High High Medium High
Overall Score: Databricks / Alternative (ideal=3; worst=1) (max 21) 12 / 21 11 / 14 19 / 18 13 / 21 10 / 21 13 / 21 19 / 21 13 / 18 17 / 18 13 / 21
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