Post by TopSource Global

Cloud architecture that scales looks simple until you build it wrong. Then it's expensive. Most companies start with a basic setup. Works fine for 100GB of data. Then they hit 1TB and queries start timing out. They add more compute. Costs spike. Queries still slow. The problem isn't the cloud. It's the design. Unpartitioned tables. No caching layer. Redundant data. Queries scanning the entire dataset instead of just what they need. Proper lakehouse architecture fixes that. Databricks Delta Lake + NetSuite integration. Partitioned by date and customer. Materialized views for common queries. Incremental loads. Query results cache. You can scale to petabytes without proportional cost increases. We've built this for companies doing $100M+ in annual revenue. Sub-second query times. 50% lower cloud costs than their previous setup. The architecture takes 6-8 weeks to build. Then it scales automatically. DM us if you want to see what a proper cloud architecture looks like for your data volume. We'll do a free architecture review. #Databricks #CloudArchitecture #DataEngineering #Analytics #NetSuite