You’re dealing with fast-moving, streaming, or event-driven data — whether it’s IoT, logs, transactions, or fast user interactions.

Best fit:
Databricks is ideal, especially with its structured streaming and Delta Live Tables. It handles both real-time and batch, so you won’t outgrow it.

Advice:
Focus on pipeline reliability and monitoring from the start. Real-time systems fail fast — make sure your DevOps practices scale with your data volume.

This is a quick snapshot — now let’s go deeper!

Schedule a short call with our expert to get tailored, practical advice based on your unique setup and goals.