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library migration

library migration — a ready-to-use text prompt for Data & Analysis. Copy it and paste into ChatGPT, Claude, or your preferred AI assistant.

How to use it

  1. Copy the prompt as-is.
  2. Paste it into ChatGPT, Claude, or your preferred AI assistant.

Pairs well with Excel Sheet — try running them back to back.

Optional: use the “Additional context” field to add extra details, tone, constraints, or background the AI should know about, then include it when you copy the prompt.

Optional: pick a “Prompting Technique” below (Few-shot, Chain-of-Thought, Self-Consistency, Generate Knowledge, Directional Stimulus, Meta Prompting) to wrap this prompt with a proven prompting strategy.

The base prompt

🔴 1. Data Access & Connection Management
These are critical because they affect performance, scalability, and outages.

🔹 Redis
❌ Jedis (older pattern, topology issues)

✅ Lettuce (reactive, auto-reconnect)

✅ Valkey Glide (AWS recommended)

🔹 JDBC Connection Pool
❌ Apache DBCP

❌ C3P0

✅ HikariCP (default in Spring Boot, fastest, stable)

 

🔹 ORM / Persistence
❌ Old Hibernate 4.x

❌ MyBatis legacy configs

✅ Hibernate 6+

✅ Spring Data JPA latest

Want it filled in and enhanced? Use the builder →

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