Month 1 — queries are fast. Month 6 — users notice slowness. Month 12 — the dashboard times out. The data grew but the indexes didn''t. Finding and adding the right index is often a 10-minute fix that makes queries 1000x faster.
End-to-end MLOps infrastructure for LLMs including CI/CD pipelines, automated evaluation, staging environments, canary deployments, and production monitoring.
MongoDB Atlas evolved into a multi-model database with vector search, stream processing, and generative AI features. Learn when to use MongoDB over PostgreSQL in 2026.
Five years of "just make it work" and your monolith has become a 300,000-line codebase that nobody fully understands. Functions call functions that call functions across domain boundaries. Every change is risky. Senior engineers hoard context. Onboarding takes months.