Analysis
Stack Builders - When Text Becomes Code: Securing LLM–Database Integrations
Publication date not yet evaluated · Added stackbuilders.com
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Single-source research — one report is available.
Why it matters
Connecting LLMs to production databases turns user conversations into executable code, exposing live data to prompt-injection-driven SQL manipulation and exfiltration that defenders must mitigate with layered controls.
A technical guide based on a Quito Lambda talk demonstrating how prompt injection (direct, indirect, and confused-deputy/exfiltration) can compromise LLM applications that generate SQL over a live Postgres database, using an example LLM-powered SQL analyst with a Streamlit frontend. It walks through layered defenses and what they stop or fail to stop.