Kafka Consumer Lag Keeps Growing Even After Scaling Consumers
You added more consumer pods. Lag is still going up. The bottleneck is almost never "not enough consumers" — it is partition count, poison messages, or commit-offset drift.
Articles tagged with #infra
You added more consumer pods. Lag is still going up. The bottleneck is almost never "not enough consumers" — it is partition count, poison messages, or commit-offset drift.
Table bloat grows, queries get slower, and pg_stat_progress_vacuum shows nothing running. A single forgotten transaction is holding back the entire vacuum horizon.