Production-Ready Templates & Tools for Data Engineers

Comprehensive templates, benchmarks, and calculators for ETL/ELT pipelines, vector databases, LLM inference, and MLOps infrastructure

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Data & Pipelines

ETL/ELT templates, streaming frameworks, and data quality monitoring tools

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Models & Vectors

Vector database benchmarks, LLM inference comparisons, and prompt libraries

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Engineering & Ops

MLOps platforms, deployment strategies, and monitoring solutions

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Cost & Performance

Cost calculators, throughput estimators, and performance optimization guides

Featured Resources

ETL Template Library

Production-ready templates for common data pipeline patterns: source × target × scheduler combinations

Browse Templates →

Vector Database Benchmarks

Performance comparison across Pinecone, Weaviate, Milvus, and Qdrant: QPS, recall, and cost analysis

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LLM Inference Comparison

vLLM vs TensorRT-LLM vs Text Generation Inference: throughput, latency, and GPU utilization

Compare Frameworks →

MLOps Platform Selector

Open-source vs commercial MLOps platforms: features, pricing, and deployment complexity

Explore Platforms →

Cost & Throughput Calculator

Estimate inference costs and throughput for different GPU configurations and cloud providers

Calculate Costs →

RAG Production Architecture

Reference architecture for deploying RAG systems in production with monitoring and scaling

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Latest Updates

Streaming Framework Comparison

Updated benchmark: Apache Flink vs Spark Streaming vs Apache Beam on real-world workloads

Updated: October 2025 Read More →

Prompt Benchmark Database

New: 500+ prompt variations across tasks, models, and input lengths with performance metrics

Updated: October 2025 Explore Database →

Blue-Green Deployment Guide

Step-by-step SOP for zero-downtime ML model deployments with rollback procedures

Updated: October 2025 View Guide →

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