EXPLORE THE ENGINEERING
PostgreSQL performance optimization
Explore how a reporting dashboard went from about 15 seconds to 2 seconds.
Materialized views, pre-aggregation and revised queries.
Prepare once, read efficiently
Precompute campaign and lead metrics. Let the API read prepared reporting data instead of repeating the aggregation for each dashboard visit.
The tradeoff: freshness
Faster reads shift work into preparation and refreshes. Agree on data freshness, refresh cost and consistency before choosing this approach.
Illustration of project-reported timings, not a live benchmark. No database queries run here.
What do these numbers prove?
The dashboard load time improved from approximately 15 seconds to 2 seconds, based on project-reported measurements. Separate SQL query timings improved from 2,204 to 288 ms, 2,527 to 285 ms, and 1,326 to 384 ms. Query timings are distinct from the overall dashboard load time.


