P99 Latency Stability Under Data Volume Growth Across OLAP Engines
Tail latency gets worse as data grows, not better, across most OLAP engines.
Adaeze Okonkwo
Staff Writer
Adaeze Okonkwo
Adaeze covers the intersection of AI tooling and the modern data stack, with a background in ML platform engineering at two enterprise software companies. She approaches AI infrastructure from a skeptical, production-first perspective, focusing on what breaks at scale rather than what demos well.
4 stories
Lambda and Kappa Architecture Trade-Offs for Observability Pipelines
Kappa simplifies one codebase but makes replay affordable only with the right storage layer.
Adaeze Okonkwo
Why Your p99 Looks Fine in Staging and Breaks in Production
Staging environments don't replicate the shard fan-out and contention that reveal real tail latency.
Adaeze Okonkwo
Distributed Table and Cluster Function Rewrites for Provider Migration
Rewrite schema logic, not just data, when migrating distributed OLAP systems.
Adaeze Okonkwo